From dd231443fff4aa2392d534dfa626f262c40df9cb Mon Sep 17 00:00:00 2001
From: TruNcat3 <31944766+TruNcat3@users.noreply.github.com>
Date: Wed, 26 Aug 2026 21:49:36 +0800
Subject: [PATCH 1/2] Add v0.7 hybrid dataflow research baseline

---
 .gitignore                                    |     1 +
 CMakeLists.txt                                |    55 +-
 README.md                                     |   140 +-
 apps/cuntt_bench.cpp                          |   471 +-
 config/butterfly_architecture_space.json      |    40 +-
 config/v100_appt_static_layout.json           |    41 +
 config/v100_hierarchical_streaming.json       |    42 +
 config/v100_homogeneous_10x10.json            |    87 +
 config/v100_hybrid_dataflow.json              |    48 +
 config/v100_hybrid_radix4_comparison.json     |    53 +
 config/v100_ntt_partition_space.json          | 18885 ++++++++++++++++
 config/v100_v06_v07_comparison.json           |    55 +
 docs/README.md                                |    15 +
 docs/api_reference.md                         |    21 +-
 docs/appt_static_layout.md                    |   131 +
 docs/c_api.md                                 |    44 +
 docs/design_overview.md                       |     5 +
 docs/getting_started.md                       |    68 +
 docs/hierarchical_dataflow_ntt.md             |   982 +
 docs/homogeneous_subgraph_template.md         |   384 +
 docs/hybrid_dataflow_ntt.md                   |   277 +
 docs/ncu_profiling.md                         |   324 +
 docs/reproducibility.md                       |    32 +
 docs/research_status.md                       |   867 +-
 docs/resident_v06_comparison.md               |   141 +
 docs/support_matrix.md                        |    11 +-
 docs/v06_v07_comprehensive_comparison.md      |   102 +
 docs/v07_sector_root_cause.md                 |   388 +
 include/cubutterfly/cubutterfly.h             |    24 +-
 include/cuntt/ntt.hpp                         |   298 +-
 results/appt_core_space/quick64b1/analysis.md |     9 +
 results/appt_core_space/quick64b1/raw.csv     |    50 +
 results/appt_core_space/quick64b1/summary.csv |    49 +
 .../v100_confirmed/analysis.md                |    16 +
 .../appt_core_space/v100_confirmed/raw.csv    |   181 +
 .../v100_confirmed/summary.csv                |    57 +
 .../appt_core_space/v100_initial/analysis.md  |    16 +
 results/appt_core_space/v100_initial/raw.csv  |   389 +
 .../appt_core_space/v100_initial/summary.csv  |   385 +
 results/appt_data_time/analysis.md            |    32 +
 results/appt_data_time/local-loop/analysis.md |    32 +
 results/appt_data_time/local-loop/raw.csv     |   169 +
 results/appt_data_time/local-loop/summary.csv |    85 +
 results/appt_data_time/raw.csv                |   169 +
 .../appt_data_time/role-placement/analysis.md |    54 +
 results/appt_data_time/role-placement/raw.csv |   349 +
 .../appt_data_time/role-placement/summary.csv |   117 +
 results/appt_data_time/summary.csv            |    85 +
 results/appt_grouped_producer/analysis.md     |    31 +
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 results/appt_grouped_producer/summary.csv     |   112 +
 results/appt_physical_cores/analysis.md       |    30 +
 results/appt_physical_cores/raw.csv           |    73 +
 results/appt_physical_cores/summary.csv       |    25 +
 results/appt_pipeline/checkpoint/analysis.md  |    10 +
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 results/appt_pipeline/checkpoint/summary.csv  |    41 +
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 results/appt_pipeline/ncu/analysis.csv        |     5 +
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 results/hierarchical_dataflow_log20_space.csv |    73 +
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 .../v07_current_comprehensive_comparison.md   |   120 +
 results/hierarchical_streaming/v07_initial.md |    48 +
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 results/homogeneous_10x10/analysis.md         |    19 +
 results/homogeneous_10x10/raw.csv             |   241 +
 results/homogeneous_10x10/summary.csv         |   115 +
 results/homogeneous_vector_radix4/analysis.md |    97 +
 .../distributed_load_event_summary.csv        |    31 +
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 .../reuse_event_summary.csv                   |    36 +
 results/homogeneous_warp_10x10/analysis.md    |    16 +
 results/homogeneous_warp_10x10/raw.csv        |   217 +
 results/homogeneous_warp_10x10/summary.csv    |    73 +
 .../homogeneous_warp_cooperative/analysis.md  |    37 +
 .../homogeneous_warp_dual_groups/analysis.md  |    61 +
 .../homogeneous_warp_online_tiles/analysis.md |    32 +
 .../homogeneous_warp_small_tiles/analysis.md  |    12 +
 results/homogeneous_warp_small_tiles/raw.csv  |    27 +
 .../homogeneous_warp_small_tiles/summary.csv  |    27 +
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 scripts/summarize_hybrid_dataflow_td_fine.py  |   118 +
 scripts/summarize_hybrid_radix4_comparison.py |   111 +
 scripts/summarize_ncu.py                      |    37 +
 ...summarize_packed_stage6_lane32_schedule.py |   107 +
 scripts/summarize_packet_compute_layout.py    |    84 +
 scripts/summarize_packet_folded_barriers.py   |    84 +
 scripts/summarize_packet_polling_backoff.py   |    97 +
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 .../summarize_packet_shared_radix4_batch.py   |   121 +
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 scripts/summarize_packet_warp_rows_weights.py |    90 +
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 scripts/summarize_resident_v06_comparison.py  |   173 +
 scripts/summarize_stage_count_space.py        |    83 +
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 scripts/summarize_v06_v07_comparison.py       |   142 +
 scripts/test_appt_grouped_producer_smoke.sh   |    32 +
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 src/c_api.cpp                                 |   278 +-
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 src/reference.cpp                             |   316 +
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 tests/test_appt_core_space.py                 |    39 +
 tests/test_appt_core_space_ncu.py             |    40 +
 tests/test_appt_data_time.py                  |    29 +
 tests/test_appt_grouped_producer.py           |    79 +
 tests/test_appt_resident_2d.py                |    36 +
 tests/test_appt_resident_quarter.py           |    36 +
 tests/test_appt_static_layout.py              |    51 +
 tests/test_appt_tail_cores.py                 |   103 +
 tests/test_appt_writer_final.py               |    77 +
 tests/test_butterfly_design_space.py          |     3 +-
 tests/test_c_api.c                            |   139 +-
 tests/test_hierarchical_cores_ncu.py          |    39 +
 tests/test_hierarchical_dataflow_ncu.py       |    39 +
 tests/test_hierarchical_dataflow_summary.py   |    45 +
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 tests/test_hybrid_dataflow_generator.py       |    52 +
 tests/test_hybrid_dataflow_schedule.py        |   118 +
 tests/test_hybrid_radix4_comparison.py        |    47 +
 tests/test_ntt.cpp                            |  1432 ++
 tests/test_ntt_partition_space.py             |    64 +
 tests/test_ntt_streaming_generator.py         |   253 +
 tests/test_packed_stage6.py                   |    38 +
 tests/test_packed_stage6_lane32_schedule.py   |    50 +
 .../test_packed_stage6_lane32_schedule_ncu.py |    31 +
 tests/test_packet_compute_layout.py           |    30 +
 tests/test_packet_compute_layout_ncu.py       |    29 +
 tests/test_packet_folded_barriers.py          |    30 +
 tests/test_packet_polling_backoff.py          |    28 +
 tests/test_packet_readiness_modes.py          |    27 +
 tests/test_packet_readiness_modes_ncu.py      |    28 +
 tests/test_packet_shared_radix4_batch.py      |    45 +
 tests/test_packet_shared_radix4_ncu.py        |    30 +
 tests/test_packet_streaming_ncu.py            |    33 +
 tests/test_packet_streaming_v06_comparison.py |    31 +
 tests/test_packet_warp_rows_weights.py        |    27 +
 tests/test_resident_execution_groups.py       |    29 +
 tests/test_resident_execution_groups_ncu.py   |    44 +
 tests/test_resident_v06_comparison.py         |    51 +
 tests/test_stage_count_space.py               |    33 +
 tests/test_summarize_ncu.py                   |    56 +
 tests/test_three_level_partitions.py          |    33 +
 tests/test_v06_v07_comparison.py              |    47 +
 tests/test_v06_v07_crossover_analysis.py      |    42 +
 tests/test_v07_instruction_attribution.py     |    40 +
 tests/test_v07_sector_attribution.py          |   144 +
 tests/test_vector_stage6_distribution.py      |    32 +
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 create mode 100644 results/stage_count_space/quick_batched/summary.csv
 create mode 100644 results/three_level_partitions/quick/analysis.md
 create mode 100644 results/three_level_partitions/quick/raw.csv
 create mode 100644 results/three_level_partitions/quick/summary.csv
 create mode 100644 results/v06_v07_crossover/analysis.md
 create mode 100644 results/v06_v07_crossover/raw.csv
 create mode 100644 results/v06_v07_crossover/summary.csv
 create mode 100644 results/v100_hybrid_radix4_comparison.csv
 create mode 100644 results/v100_hybrid_radix4_comparison.md
 create mode 100644 results/v100_hybrid_radix4_metrics.json
 create mode 100644 results/v100_hybrid_radix4_raw.csv
 create mode 100644 results/v100_hybrid_radix4_summary.csv
 create mode 100644 results/v100_three_way_v07_r4_final.md
 create mode 100644 results/v100_three_way_v07_r4_final_comparison.csv
 create mode 100644 results/v100_three_way_v07_r4_final_internal.csv
 create mode 100644 results/v100_three_way_v07_r4_final_metrics.json
 create mode 100644 results/v100_three_way_v07_r4_final_raw.csv
 create mode 100644 results/v100_three_way_v07_r4_final_summary.csv
 create mode 100644 results/v100_three_way_v07_refresh.md
 create mode 100644 results/v100_three_way_v07_refresh_comparison.csv
 create mode 100644 results/v100_three_way_v07_refresh_internal.csv
 create mode 100644 results/v100_three_way_v07_refresh_metrics.json
 create mode 100644 results/v100_three_way_v07_refresh_raw.csv
 create mode 100644 results/v100_three_way_v07_refresh_summary.csv
 create mode 100644 results/v100_v06_v07_comparison.csv
 create mode 100644 results/v100_v06_v07_comparison.md
 create mode 100644 results/v100_v06_v07_metrics.json
 create mode 100644 results/v100_v06_v07_r4_refresh.md
 create mode 100644 results/v100_v06_v07_r4_refresh_comparison.csv
 create mode 100644 results/v100_v06_v07_r4_refresh_metrics.json
 create mode 100644 results/v100_v06_v07_r4_refresh_raw.csv
 create mode 100644 results/v100_v06_v07_r4_refresh_summary.csv
 create mode 100644 results/v100_v06_v07_raw.csv
 create mode 100644 results/v100_v06_v07_summary.csv
 create mode 100644 scripts/analyze_appt_core_space_ncu.py
 create mode 100755 scripts/analyze_appt_grouped_producer_ncu.py
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 create mode 100755 scripts/analyze_appt_writer_final_ncu.py
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 create mode 100755 scripts/analyze_hierarchical_dataflow_ncu.py
 create mode 100755 scripts/analyze_hierarchical_streaming_776_ncu.py
 create mode 100755 scripts/analyze_hybrid_dataflow_td_model.py
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 create mode 100755 scripts/benchmark_resident_v06_comparison.sh
 create mode 100755 scripts/benchmark_stage_count_space.sh
 create mode 100755 scripts/benchmark_three_level_partitions.sh
 create mode 100755 scripts/benchmark_v06_v07_crossover.sh
 create mode 100755 scripts/build_v07_sector_attribution.sh
 create mode 100644 scripts/compare_appt_tail_ncu.py
 create mode 100755 scripts/extract_hybrid_dataflow_resources.py
 create mode 100755 scripts/generate_appt_static_space.py
 create mode 100755 scripts/generate_hybrid_dataflow.py
 create mode 100755 scripts/generate_ntt_partition_space.py
 create mode 100755 scripts/generate_ntt_streaming_space.py
 create mode 100755 scripts/profile_appt_core_space_ncu.sh
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 create mode 100755 scripts/profile_hybrid_dataflow_interleave_ncu.sh
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 create mode 100755 scripts/profile_packed_stage6_lane32_schedule_ncu.sh
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 create mode 100755 scripts/profile_packet_shared_radix4_ncu.sh
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 create mode 100755 scripts/profile_v07_sector_attribution_ncu.sh
 create mode 100755 scripts/profile_vector_stage6_distribution_ncu.sh
 create mode 100755 scripts/summarize_appt_core_space.py
 create mode 100755 scripts/summarize_appt_data_time.py
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 create mode 100755 scripts/summarize_appt_pipeline.py
 create mode 100755 scripts/summarize_appt_resident_2d.py
 create mode 100755 scripts/summarize_appt_resident_quarter.py
 create mode 100755 scripts/summarize_appt_role_breakdown.py
 create mode 100755 scripts/summarize_appt_static_layout.py
 create mode 100755 scripts/summarize_appt_tail_cores.py
 create mode 100755 scripts/summarize_appt_writer_final.py
 create mode 100755 scripts/summarize_hierarchical_dataflow.py
 create mode 100755 scripts/summarize_hierarchical_streaming_comparison.py
 create mode 100755 scripts/summarize_homogeneous_10x10.py
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 create mode 100755 scripts/summarize_hybrid_dataflow.py
 create mode 100755 scripts/summarize_hybrid_dataflow_td_batch_fine.py
 create mode 100755 scripts/summarize_hybrid_dataflow_td_confirm.py
 create mode 100755 scripts/summarize_hybrid_dataflow_td_fine.py
 create mode 100644 scripts/summarize_hybrid_radix4_comparison.py
 create mode 100755 scripts/summarize_packed_stage6_lane32_schedule.py
 create mode 100755 scripts/summarize_packet_compute_layout.py
 create mode 100755 scripts/summarize_packet_folded_barriers.py
 create mode 100755 scripts/summarize_packet_polling_backoff.py
 create mode 100755 scripts/summarize_packet_readiness_modes.py
 create mode 100755 scripts/summarize_packet_shared_radix4_batch.py
 create mode 100755 scripts/summarize_packet_streaming_v06_comparison.py
 create mode 100755 scripts/summarize_packet_warp_rows_weights.py
 create mode 100755 scripts/summarize_resident_execution_groups.py
 create mode 100755 scripts/summarize_resident_v06_comparison.py
 create mode 100755 scripts/summarize_stage_count_space.py
 create mode 100755 scripts/summarize_three_level_partitions.py
 create mode 100644 scripts/summarize_v06_v07_comparison.py
 create mode 100755 scripts/test_appt_grouped_producer_smoke.sh
 create mode 100755 scripts/test_hybrid_dataflow_smoke.sh
 create mode 100644 src/hybrid_dataflow.cuh
 create mode 100644 tests/test_appt_core_space.py
 create mode 100644 tests/test_appt_core_space_ncu.py
 create mode 100644 tests/test_appt_data_time.py
 create mode 100644 tests/test_appt_grouped_producer.py
 create mode 100644 tests/test_appt_resident_2d.py
 create mode 100644 tests/test_appt_resident_quarter.py
 create mode 100644 tests/test_appt_static_layout.py
 create mode 100644 tests/test_appt_tail_cores.py
 create mode 100644 tests/test_appt_writer_final.py
 create mode 100644 tests/test_hierarchical_cores_ncu.py
 create mode 100644 tests/test_hierarchical_dataflow_ncu.py
 create mode 100644 tests/test_hierarchical_dataflow_summary.py
 create mode 100644 tests/test_hierarchical_streaming_776_analysis.py
 create mode 100644 tests/test_hybrid_dataflow_generator.py
 create mode 100644 tests/test_hybrid_dataflow_schedule.py
 create mode 100644 tests/test_hybrid_radix4_comparison.py
 create mode 100644 tests/test_ntt_partition_space.py
 create mode 100644 tests/test_ntt_streaming_generator.py
 create mode 100644 tests/test_packed_stage6.py
 create mode 100644 tests/test_packed_stage6_lane32_schedule.py
 create mode 100644 tests/test_packed_stage6_lane32_schedule_ncu.py
 create mode 100644 tests/test_packet_compute_layout.py
 create mode 100644 tests/test_packet_compute_layout_ncu.py
 create mode 100644 tests/test_packet_folded_barriers.py
 create mode 100644 tests/test_packet_polling_backoff.py
 create mode 100644 tests/test_packet_readiness_modes.py
 create mode 100644 tests/test_packet_readiness_modes_ncu.py
 create mode 100644 tests/test_packet_shared_radix4_batch.py
 create mode 100644 tests/test_packet_shared_radix4_ncu.py
 create mode 100644 tests/test_packet_streaming_ncu.py
 create mode 100644 tests/test_packet_streaming_v06_comparison.py
 create mode 100644 tests/test_packet_warp_rows_weights.py
 create mode 100644 tests/test_resident_execution_groups.py
 create mode 100644 tests/test_resident_execution_groups_ncu.py
 create mode 100644 tests/test_resident_v06_comparison.py
 create mode 100644 tests/test_stage_count_space.py
 create mode 100644 tests/test_summarize_ncu.py
 create mode 100644 tests/test_three_level_partitions.py
 create mode 100644 tests/test_v06_v07_comparison.py
 create mode 100644 tests/test_v06_v07_crossover_analysis.py
 create mode 100644 tests/test_v07_instruction_attribution.py
 create mode 100644 tests/test_v07_sector_attribution.py
 create mode 100644 tests/test_vector_stage6_distribution.py

diff --git a/.gitignore b/.gitignore
index 52dcc26..3d47e4d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,6 +13,7 @@
 
 # Nsight binary reports are machine-specific; reduced CSV files remain tracked.
 *.nsys-rep
+*.ncu-rep
 *.sqlite
 
 # Local editor and OS files.
diff --git a/CMakeLists.txt b/CMakeLists.txt
index dff0ef5..b679c1e 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -4,7 +4,7 @@ if(NOT DEFINED CMAKE_CUDA_ARCHITECTURES)
     set(CMAKE_CUDA_ARCHITECTURES 70 CACHE STRING "CUDA architectures to compile for")
 endif()
 
-project(cuButterfly VERSION 0.6.0 LANGUAGES C CXX CUDA)
+project(cuButterfly VERSION 0.7.0 LANGUAGES C CXX CUDA)
 
 include(GNUInstallDirs)
 include(CMakePackageConfigHelpers)
@@ -43,6 +43,8 @@ set(CUBUTTERFLY_FFT_PIPELINE_CANDIDATES "${CMAKE_CURRENT_SOURCE_DIR}/config/v100
     "Generated FFT pipeline candidate manifest")
 set(CUBUTTERFLY_FFT_DISPATCH_SPEC "${CMAKE_CURRENT_SOURCE_DIR}/config/v100_fft_dispatch.json" CACHE FILEPATH
     "Measured FFT mapping dispatch table")
+set(CUNTT_HYBRID_DATAFLOW_SPEC "${CMAKE_CURRENT_SOURCE_DIR}/config/v100_hybrid_dataflow.json" CACHE FILEPATH
+    "Generated HybridDataflow NTT design points")
 set(CUBUTTERFLY_RUNTIME_SELECTOR_SUMMARY "${CMAKE_CURRENT_SOURCE_DIR}/results/v100_scaling_full_summary.csv" CACHE FILEPATH
     "Measured scaling summary used to generate runtime selector latency anchors")
 set(CUNTT_GENERATED_DIR "${CMAKE_CURRENT_BINARY_DIR}/generated")
@@ -54,6 +56,7 @@ set_property(DIRECTORY APPEND PROPERTY CMAKE_CONFIGURE_DEPENDS
     "${CUBUTTERFLY_FFT_PIPELINE_SPEC}"
     "${CUBUTTERFLY_FFT_PIPELINE_CANDIDATES}"
     "${CUBUTTERFLY_FFT_DISPATCH_SPEC}"
+    "${CUNTT_HYBRID_DATAFLOW_SPEC}"
     "${CUBUTTERFLY_RUNTIME_SELECTOR_SUMMARY}"
     "${CMAKE_CURRENT_SOURCE_DIR}/config/v100_comprehensive_suite.json"
     "${CMAKE_CURRENT_SOURCE_DIR}/config/v100_scaling_space.json"
@@ -66,6 +69,7 @@ set_property(DIRECTORY APPEND PROPERTY CMAKE_CONFIGURE_DEPENDS
     "${CMAKE_CURRENT_SOURCE_DIR}/scripts/generate_runtime_selector.py"
     "${CMAKE_CURRENT_SOURCE_DIR}/scripts/generate_scaling_suite.py"
     "${CMAKE_CURRENT_SOURCE_DIR}/scripts/generate_design_points.py")
+list(APPEND CMAKE_CONFIGURE_DEPENDS "${CMAKE_CURRENT_SOURCE_DIR}/scripts/generate_hybrid_dataflow.py")
 file(MAKE_DIRECTORY "${CUNTT_GENERATED_DIR}")
 execute_process(
     COMMAND "${Python3_EXECUTABLE}" "${CMAKE_CURRENT_SOURCE_DIR}/scripts/generate_design_points.py"
@@ -75,6 +79,15 @@ execute_process(
 if(NOT CUNTT_GENERATOR_RESULT EQUAL 0)
     message(FATAL_ERROR "cuButterfly design-point generation failed: ${CUNTT_GENERATOR_ERROR}")
 endif()
+execute_process(
+    COMMAND "${Python3_EXECUTABLE}" "${CMAKE_CURRENT_SOURCE_DIR}/scripts/generate_hybrid_dataflow.py"
+            --spec "${CUNTT_HYBRID_DATAFLOW_SPEC}"
+            --header "${CUNTT_GENERATED_DIR}/generated_hybrid_dataflow_config.hpp"
+    RESULT_VARIABLE CUNTT_HYBRID_DATAFLOW_RESULT
+    ERROR_VARIABLE CUNTT_HYBRID_DATAFLOW_ERROR)
+if(NOT CUNTT_HYBRID_DATAFLOW_RESULT EQUAL 0)
+    message(FATAL_ERROR "HybridDataflow generation failed: ${CUNTT_HYBRID_DATAFLOW_ERROR}")
+endif()
 execute_process(
     COMMAND "${Python3_EXECUTABLE}" "${CMAKE_CURRENT_SOURCE_DIR}/scripts/butterfly_design_space.py"
             --spec "${CUBUTTERFLY_ARCHITECTURE_SPACE_SPEC}"
@@ -295,6 +308,10 @@ if(BUILD_TESTING)
              COMMAND "${Python3_EXECUTABLE}" "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_butterfly_design_space.py")
     add_test(NAME design_point_generator
              COMMAND "${Python3_EXECUTABLE}" "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_design_point_generator.py")
+    add_test(NAME hybrid_dataflow_generator
+             COMMAND "${Python3_EXECUTABLE}" "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_hybrid_dataflow_generator.py")
+    add_test(NAME hybrid_dataflow_schedule
+             COMMAND "${Python3_EXECUTABLE}" "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_hybrid_dataflow_schedule.py")
     add_test(NAME comprehensive_suite
              COMMAND "${Python3_EXECUTABLE}" "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_comprehensive_suite.py")
     add_test(NAME scaling_suite
@@ -307,6 +324,42 @@ if(BUILD_TESTING)
              COMMAND "${Python3_EXECUTABLE}" "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_external_baseline_suite.py")
     add_test(NAME scaling_ncu_analysis
              COMMAND "${Python3_EXECUTABLE}" "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_scaling_ncu_analysis.py")
+    add_test(NAME packet_streaming_v06_comparison
+             COMMAND "${Python3_EXECUTABLE}" -m pytest -q
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_packet_streaming_v06_comparison.py")
+    add_test(NAME packet_polling_backoff
+             COMMAND "${Python3_EXECUTABLE}" -m pytest -q
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_packet_polling_backoff.py"
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_packet_streaming_ncu.py")
+    add_test(NAME packet_readiness_modes
+             COMMAND "${Python3_EXECUTABLE}" -m pytest -q
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_packet_readiness_modes.py"
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_packet_readiness_modes_ncu.py")
+    add_test(NAME packet_compute_layout
+             COMMAND "${Python3_EXECUTABLE}" -m pytest -q
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_packet_compute_layout.py"
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_packet_compute_layout_ncu.py")
+    add_test(NAME packet_warp_rows_weights
+             COMMAND "${Python3_EXECUTABLE}" -m pytest -q
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_packet_warp_rows_weights.py")
+    add_test(NAME packet_folded_barriers
+             COMMAND "${Python3_EXECUTABLE}" -m pytest -q
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_packet_folded_barriers.py")
+    add_test(NAME three_level_partitions
+             COMMAND "${Python3_EXECUTABLE}" -m pytest -q
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_three_level_partitions.py")
+    add_test(NAME ntt_partition_space
+             COMMAND "${Python3_EXECUTABLE}" -m pytest -q
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_ntt_partition_space.py")
+    add_test(NAME stage_count_space
+             COMMAND "${Python3_EXECUTABLE}" -m pytest -q
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_stage_count_space.py")
+    add_test(NAME resident_execution_groups
+             COMMAND "${Python3_EXECUTABLE}" -m pytest -q
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_resident_execution_groups.py")
+    add_test(NAME resident_execution_groups_ncu
+             COMMAND "${Python3_EXECUTABLE}" -m pytest -q
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_resident_execution_groups_ncu.py")
     add_test(NAME structured_2x2_ncu_analysis
              COMMAND "${Python3_EXECUTABLE}" "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_structured_2x2_ncu.py")
     add_test(NAME structured_coefficient_policy_summary
diff --git a/README.md b/README.md
index bea7c96..3a955b1 100644
--- a/README.md
+++ b/README.md
@@ -39,6 +39,13 @@ the explicit pack path.
 The complete release boundary is summarized in the
 [v0.6 Implementation Status](docs/v0.6_implementation_status.md).
 
+The current research line also implements the APPT static boundary for the
+`logN=20, 7+7+6` register-tail NTT. Tail CTAs publish a searched XOR layout;
+compatible plans can consume it directly, while resident writer CTAs convert
+it to natural order inside the same cooperative launch. The mapping formula,
+three-role execution, preliminary V100 results, and reproduction commands are
+documented in [APPT Static Layout and Online Writer](docs/appt_static_layout.md).
+
 ## Why This Design
 
 A fast butterfly kernel needs more than a fast butterfly instruction. It must
@@ -72,6 +79,19 @@ not create a third dependency dimension. None of these factors is a fixed tile
 constant: register capacity, shared memory, warp and barrier behavior, SM count,
 cache, and memory service determine the useful values on each GPU.
 
+The HybridDataflow realization additionally exposes `Ur`, the number of
+consecutive stages fused inside one register-resident role. `Ur` refines the
+physical implementation of `Us`; it is not a fifth architecture dimension.
+Increasing it replaces shared role edges with register/shuffle exchange and
+reassigns the released stage warps to independent `Td` tokens.
+`Ti` independently controls whether multiple token states are alternated
+stage-by-stage inside a warp. Keeping `Ti` distinct from packet depth lets the
+generator measure instruction interleaving without conflating it with `Td`
+packet-boundary amortization.
+Measured V100 defaults are generated from the target manifest. The resolved
+plan reports either `hybrid-dataflow-generated-static-table` or
+`hybrid-dataflow-resource-fallback`, so table coverage is visible to callers.
+
 ![cuButterfly concept: a regular butterfly graph is factorized in space and time, combined with a GPU profile and replaceable processing units, and calibrated by measured counters.](figures/cubutterfly_concept.svg)
 
 The editable Graphviz source is
@@ -86,6 +106,23 @@ The chosen processing unit consumes that schedule. When the next stage group
 needs another ownership or layout, its output store performs an online reorder
 or a global handoff.
 
+For hierarchical NTT, logical decomposition and physical materialization are
+separate axes. `stage_partition` defines `M` reusable logical subgraphs;
+`resident-fused` edges lower adjacent subgraphs into `G` physical execution
+groups. Workspace and global traffic then scale with `G-1`, while the public
+configuration retains `M` for architecture-level analysis and uses
+`execution_group_mappings` to select each physical codelet.
+
+The matched V100 version matrix shows why both layers matter. Lowering four
+logical subgraphs into two resident physical groups improves the former
+full-scratch v0.7 path by 3.598x geometric mean. When both versions use the
+same generated 10+10 physical core they agree within 0.66%. The controlled
+M/G candidates reach 0.394x v0.6-best across 30 precision/length/batch points
+because 6--9-stage execution groups still use a generic descriptor core. This
+is a lowering ablation, not the complete v0.7 selector; previously optimized
+HybridDataflow and packet-shared cores are excluded. See
+[`docs/resident_v06_comparison.md`](docs/resident_v06_comparison.md).
+
 Temporal reuse does not mean that all values always remain in registers, and a
 single CUDA source kernel does not provide ordinary CTAs with a grid-wide
 barrier. Thread-private state uses registers, CTA-visible state uses shared
@@ -113,9 +150,83 @@ M = (Us, Ts, Ud, Td, Ub, Tb, Hs, Rs, Rd, Rb, L, F, Q)
 
 ## Implemented Scope
 
+The `research/v0.7.0-hybrid-dataflow` line contains explicit NTT research
+backends. `HybridDataflow` keeps a complete transform in one CTA and has no
+global intermediate. `HierarchicalBarrier` preserves the v0.6 two-layer
+cooperative implementation and its grid-wide phase boundary.
+`HierarchicalDataflow` is the v0.7 readiness-driven implementation: a variable
+stage partition maps fixed-size subgraphs to interleaved persistent CTA roles,
+and each producer publishes one counter per dependency wave. Its generic V100
+mapping executes eight warp-local subgraphs per 256-thread CTA; the generated
+`logN=20` `10+10` point reuses the mature resident radix-4 core. An explicit
+generated `7+7+6` point adds a true single-transform dependency wave and makes
+units per CTA, role weights, and residency independent search dimensions. It
+currently validates the architecture but does not outperform the mature path.
+The homogeneous `10+10` template now also exposes 1024-point-per-warp and
+256-point-per-warp physical cores. The smaller warp tile is consistently
+faster, but currently reaches only 0.305x--0.571x v0.6 throughput because its
+radix-2 instruction stream and strided edge accesses outweigh the reduced
+barrier scope. This is a physical-core result, not a rejection of the four-axis
+schedule; the next candidate combines warp ownership with radix-4/8 execution
+and a coalesced static writer.
+The first APPT-style static writer is now generated: it batches word-size-aware
+row packets, XOR-swizzles the shared transpose, and fills complete 32-byte
+sectors at both graph edges. Without changing the radix-2 arithmetic, this
+improves the warp256 core by 1.12x--1.81x and raises batch-16 throughput to
+0.514x/0.547x v0.6 for uint32/uint64. This isolates layout as a real recovered
+cost; arithmetic-core instruction efficiency remains the next boundary.
+The follow-up static-IO core also coalesces producer input and moves consumer
+bit reversal into shared memory. Row-packet width remains a generated
+`data_space` parameter, while the physical shared layout is selected jointly
+with word width. Packet-wide XOR cuts matched shared conflicts by about 3--4x;
+a uint32 four-row specialization then uses row-major bank skew to reduce the
+kernel from 172 to 164 registers and restore three CTAs/SM. With measured role
+weights it reaches 0.837x/0.831x/0.822x v0.6 at batch 1/4/16. Uint64 continues
+to select the full XOR-AoS packet at 0.573x--0.631x. The remaining boundary is
+physical-core latency hiding rather than a universal radix replacement:
+confirmation NCU reports zero shared-store conflicts and only 7.44% barrier
+stall, but 164 registers leave 12 resident warps versus v0.6's 32 and
+fixed-latency wait stall remains 18.46%. The next generated cores therefore
+screen 128/64 points per warp with radix-4/8 as an internal codelet choice.
+That occupancy screen now reaches four 128-thread CTAs/SM without local memory,
+but only 0.680x/0.659x v0.6 throughput at uint32 batch 16, below the 256-point
+core's 0.804x. Smaller state alone is therefore not enough: the next generated
+core separates prefix and merge warps so independent rows overlap instead of
+rendezvousing after every prefix.
+The selectable `appt-pipeline` core implements the stricter four-axis mapping:
+warp stages form one fixed physical subgraph, register-resident tokens stream
+between adjacent roles, and the same roles are reused across stage-time folds.
+Fold boundaries use an online token-major permutation inside the same
+cooperative kernel. This exposes `Us`, `Td`, role-stage fusion, channel depth,
+and CTA residency as measured design dimensions instead of fixed CTA roles.
+The `appt-online` candidate specializes the V100 `logN=20,7+7+6` dependency
+graph into three concurrent CTA roles. It publishes reordered packet groups
+directly to the next fold and removes fold-wide drain/transpose barriers; it
+uses two N-sized boundary buffers and remains an explicit research option.
+The schedule now has a family of interchangeable physical subgraph cores.
+`appt-online` uses warp-register radix-2 exchange and
+`appt-online-radix4` uses a CTA-resident shared-memory radix-4 codelet. Three
+tail-fusion points expose the occupancy/traffic tradeoff directly:
+`fused-tail` removes state2 with a 64-row tile, `split-tail` restores residency
+with a half-size global handoff, and `register-tail` keeps a 32-row tile while
+retaining the closed low half across shared memory and registers. On V100 the
+register-tail point is the fastest online core in all tested 32/64-bit,
+batch-1/4 cases, reaching 0.664x--0.732x v0.6 throughput at batch 1 and
+0.470x--0.625x at batch 4. Its local coefficient tree is loaded once per CTA
+instead of once per row and is preserved across both dependency-closed tail
+halves. It is a substantial physical-core improvement, not
+yet a replacement for the mature resident 10+10 implementation. Core choice,
+resource budget, and role service weights are searched jointly; see
+[`results/appt_tail_cores/analysis.md`](results/appt_tail_cores/analysis.md).
+Per-fold `segment-data-space` values also select 1/2/4-way online publication
+microgroups, so boundary coalescing and final-output coalescing can be searched
+independently rather than being tied to one kernel-wide tile.
+See [Hybrid Dataflow NTT](docs/hybrid_dataflow_ntt.md) and [Hierarchical
+Dataflow NTT](docs/hierarchical_dataflow_ntt.md).
+
 | Operator | Numeric forms | Processing-unit candidates | Mapping families |
 |:--|:--|:--|:--|
-| NTT | 32/64-bit words, compatible primes below `2^63` | radix-2/4/8, Shoup, Barrett, fused coset twiddles | baseline, local tile, Hybrid2D, compact stage, stage pipeline |
+| NTT | 32/64-bit words, compatible primes below `2^63` | radix-2/4/8, Shoup, Barrett, fused coset twiddles | baseline, local tile, Hybrid2D, compact stage, stage pipeline, experimental resident hybrid dataflow |
 | FFT | FP16/BF16 storage with native or FP32 accumulation, FP32, FP64, legacy FP16/FP32 WMMA | radix-2/4/8, four-multiply, Gauss-3, thread/CTA/WMMA DFT8, FP32/FP64 cuFFTDx | temporal tile, hierarchical, online reorder, warp hybrid, stage pipeline |
 | FWHT | FP16/BF16 storage with native or FP32 accumulation, FP32, FP64 | radix-2/4/8, shared and warp-register exchange | temporal tile, hierarchical, online reorder, warp hybrid, stage pipeline |
 | Subset/superset zeta and Mobius | uint32 | asymmetric radix-2/4/8 | temporal tile, hierarchical, online reorder, warp hybrid, stage pipeline |
@@ -164,13 +275,16 @@ auto-selects a measured stable subset (27.74% leave-one-batch-out coverage,
 1.00013x geometric-mean and 1.01112x worst regret) and explicitly requests a
 short measurement outside that subset.
 
-The matching-protocol [library/base/search comparison](docs/v100_three_way_comparison.md)
-separates mapping-search gain from external-library position. Across ten
-representative V100 shapes, searched configurations are 2.349x faster than the
-fixed radix-2 base by geometric mean and 1.109x faster than the matched
-cuFFT/Dao FHT/GPU-NTT rows. Operator-level ratios are 1.015x for FFT, 1.054x
-for FWHT, and 1.313x for NTT; these summarize the selected matrix rather than
-all precisions and shapes.
+The current [v0.6/v0.7 comprehensive comparison](docs/v06_v07_comprehensive_comparison.md)
+separates mapping-search gain, generation-to-generation position, and external-
+library position. The final ten-shape library matrix reaches 1.019x cuFFT,
+1.052x Dao FHT, and 1.314x archived GPU-NTT throughput by operator geometric
+mean. The refreshed matched 18-shape NTT matrix shows that the resident radix-4
+v0.7 point improves the original streamed radix-2 base by 4.760x and reaches
+1.028x of v0.6-search throughput overall. It is 2.127x faster for uint64
+`logN=10`, but reaches only 0.785x/0.651x for uint32/uint64 `logN=12`; the
+remaining boundary is length- and residency-dependent. These are representative
+single-V100 results, not all-precision or universal claims.
 
 ### Same-Machine Library Comparisons
 
@@ -377,9 +491,11 @@ hypotheses, measured boundaries, manifest generator, and analysis commands are i
   scalar comprehensive run to 1.011x and is faster by median on 20/25 stable
   `logN=14..18` shapes. Tensor Core DFT8 helps the local unit but does not
   remove layout, synchronization, and composition costs.
-- FWHT closely tracks Dao FHT after importing its validated local register
-  hierarchy. This demonstrates processing-unit reuse, not independent invention
-  of that core.
+- FWHT reuses Dao's validated local register hierarchy. Separating exact
+  power-of-two execution from general-shape bounds/stride handling restores
+  the hot path: the current `logN=15` rows are 1.076x/1.077x faster than Dao
+  at batch 256/512. This demonstrates processing-unit reuse, not independent
+  invention of that core.
 - NTT comparisons pin modulus, output order, batch, library revision, and
   resident timing. Natural and native bit-reversed results are not mixed.
 - XOR-zeta currently has no external tuned-library baseline.
@@ -397,7 +513,7 @@ software release as:
   author  = {TruNcat3},
   title   = {cuButterfly: Hardware-Mapped Space-Time Parallelism for Butterfly Computations on GPUs},
   year    = {2026},
-  version = {0.6.0},
+  version = {0.7.0},
   url     = {https://github.com/TruNcat3/cuButterfly}
 }
 ```
diff --git a/apps/cuntt_bench.cpp b/apps/cuntt_bench.cpp
index 41a9366..3c80745 100644
--- a/apps/cuntt_bench.cpp
+++ b/apps/cuntt_bench.cpp
@@ -18,17 +18,118 @@ std::string take_arg(int& index, int argc, char** argv) {
     return argv[++index];
 }
 
+std::vector<std::string> split_list(const std::string& value) {
+    std::vector<std::string> result;
+    std::size_t begin = 0;
+    while (begin <= value.size()) {
+        const std::size_t end = value.find(',', begin);
+        result.push_back(value.substr(begin, end == std::string::npos ? end : end - begin));
+        if (end == std::string::npos) break;
+        begin = end + 1;
+    }
+    return result;
+}
+
+std::vector<std::uint32_t> parse_u32_list(const std::string& value) {
+    std::vector<std::uint32_t> result;
+    for (const auto& item : split_list(value)) result.push_back(static_cast<std::uint32_t>(std::stoul(item)));
+    return result;
+}
+
+std::string join_u32(const std::vector<std::uint32_t>& values) {
+    std::string result;
+    for (const auto value : values) {
+        if (!result.empty()) result += '+';
+        result += std::to_string(value);
+    }
+    return result;
+}
+
+std::string join_subgraph_cores(const std::vector<cuntt::NttSubgraphMapping>& mappings) {
+    std::string result;
+    for (const auto& mapping : mappings) {
+        if (!result.empty()) result += '+';
+        result += cuntt::ntt_subgraph_core_name(mapping.core);
+    }
+    return result;
+}
+
+std::string join_mapping_field(const std::vector<cuntt::NttSubgraphMapping>& mappings,
+                               std::uint32_t cuntt::NttSubgraphMapping::*field) {
+    std::vector<std::uint32_t> values;
+    for (const auto& mapping : mappings) values.push_back(mapping.*field);
+    return join_u32(values);
+}
+
+std::string join_boundary_storage(const std::vector<cuntt::NttBoundaryMapping>& mappings) {
+    std::string result;
+    for (const auto& mapping : mappings) {
+        if (!result.empty()) result += '+';
+        result += cuntt::boundary_storage_name(mapping.storage);
+    }
+    return result;
+}
+
+std::string join_boundary_buffers(const std::vector<cuntt::NttBoundaryMapping>& mappings) {
+    std::vector<std::uint32_t> values;
+    for (const auto& mapping : mappings) values.push_back(mapping.buffers);
+    return join_u32(values);
+}
+
+std::vector<std::uint32_t> execution_stage_partition(
+    const cuntt::PlanConfig& config) {
+    if (config.stage_partition.empty()) return {};
+    std::vector<std::uint32_t> result;
+    std::uint32_t stages = config.stage_partition.front();
+    for (std::size_t boundary = 0; boundary < config.boundary_mappings.size();
+         ++boundary) {
+        if (config.boundary_mappings[boundary].storage ==
+            cuntt::BoundaryStorage::ResidentFused) {
+            stages += config.stage_partition[boundary + 1];
+        } else {
+            result.push_back(stages);
+            stages = config.stage_partition[boundary + 1];
+        }
+    }
+    result.push_back(stages);
+    return result;
+}
+
 void print_usage() {
-    std::cout << "cuntt_bench [--logN 16] [--batch 1] [--backend baseline|tile256|hybrid2d|compact-stage|stage-pipeline]\n"
-              << "            [--stage-space 1|2|4|8]\n"
+    std::cout << "cuntt_bench [--logN 16] [--batch 1] [--backend baseline|tile256|hybrid2d|compact-stage|stage-pipeline|hybrid-dataflow|hierarchical-barrier|hierarchical-dataflow]\n"
+              << "            [--stage-space K]\n"
               << "            [--stage-handoff atomic|named-barrier]\n"
+              << "            [--flow-tile-log 5|6|7|8] [--data-space 8|16|32] [--role-stages K]\n"
+              << "            [--target-ctas-per-sm K]\n"
+              << "            [--data-time K] [--token-interleave 1|2]\n"
+              << "            [--pipeline-buffers 1|2|3]\n"
+              << "            [--dataflow-layout hermes-xor|linear] [--dataflow-state inplace|ping-pong]\n"
               << "            [--n1-log 8] [--rows-per-block 4] [--threads-per-block 256]\n"
               << "            [--compute-unit auto|radix2|radix4|radix8]\n"
+              << "            [--hierarchical-core dataflow-radix4|hybrid2d-radix4]\n"
+              << "            [--stage-partition 8,8,4] [--segment-cores dataflow-radix4|homogeneous-radix4|homogeneous-warp-radix2|homogeneous-warp256-radix2|homogeneous-warp256-static-radix2|homogeneous-warp256-static-io-radix2|homogeneous-warp256-coefficient-reuse-static-io-radix2|homogeneous-warp128-static-io-radix2|homogeneous-warp128-coefficient-reuse-static-io-radix2|homogeneous-warp128-vector-radix4-static-io|homogeneous-warp128-vector-radix4-packed-stage6-static-io|homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io|homogeneous-warp128-packet-shared-radix4-static-io|homogeneous-warp64-static-io-radix2|homogeneous-warp128-pipeline-static-io-radix2|homogeneous-warp128-cooperative-static-io-radix2|appt-pipeline|appt-online|appt-online-radix4|appt-online-fused-tail|appt-online-split-tail|appt-online-register-tail|appt-online-register-tail-warp|appt-online-register-tail-column-warp|appt-online-register-tail-radix8|appt-online-register-tail-grouped|appt-online-register-tail-grouped-writer-final|appt-online-register-tail-grouped-writer-final-data-time|appt-online-register-tail-grouped-writer-final-resident|appt-online-register-tail-grouped-writer-final-resident-quarter]\n"
+              << "            [--segment-threads 256] [--segment-units 8|16|32]\n"
+              << "            [--segment-data-space K] [--segment-data-time K]\n"
+              << "            [--segment-role-stages K] [--segment-token-interleave 1|2]\n"
+              << "            [--segment-coefficient-reuse-stages 0|1|2|3|4|5|6|7]\n"
+              << "            [--segment-cta-weights 7,7,6]\n"
+              << "            [--execution-group-cores radix2|radix4|radix8]\n"
+              << "            [--execution-group-threads K] [--execution-group-units K]\n"
+              << "            [--execution-group-data-space K] [--execution-group-data-time K]\n"
+              << "            [--execution-group-cta-weights K,...]\n"
+              << "            [--appt-role-weights producer,tail,writer]\n"
+              << "            [--appt-fragment-width 8|16|32] [--appt-writer-tiles 1|2|4]\n"
+              << "            [--appt-data-time-roles MASK] (producer=1, tail=2, writer=4)\n"
+              << "            [--boundary-storage full-scratch|ring|resident-fused] [--boundary-buffers 1] [--ready-window K]\n"
+              << "            [--packet-readiness per-packet|wave-bitmap]\n"
+              << "            [--packet-compute-layout interleaved-rows|warp-rows]\n"
+              << "            [--packet-fold-wave-barriers]\n"
               << "            [--cross-twiddle first|second|fused|fused-barrett]\n"
               << "            [--mod-multiply shoup|barrett]\n"
               << "            [--word-bits 32|64]\n"
-              << "            [--output-order natural|bit-reversed]\n"
-              << "            [--auto-select] [--warmup 5] [--repeat 20] [--modulus Q] [--inverse] [--verify] [--csv]\n";
+              << "            [--input-order natural|appt-static]\n"
+              << "            [--output-order natural|bit-reversed|appt-static]\n"
+              << "            [--auto-select] [--trace-pipeline] [--profile-appt-roles] [--warmup 5] [--repeat 20] [--modulus Q] [--inverse] [--verify] [--csv]\n";
 }
 
 std::uint32_t reverse_bits(std::uint32_t value, std::uint32_t bits) {
@@ -42,8 +143,19 @@ std::uint32_t reverse_bits(std::uint32_t value, std::uint32_t bits) {
 bool verify_output(const std::vector<std::uint64_t>& input, const std::vector<std::uint64_t>& output, const cuntt::PlanConfig& config,
                    std::size_t& mismatch_index) {
     const std::size_t n = 1ULL << config.log_n;
+    cuntt::ApptLayoutInfo layout;
+    layout.log_n = config.log_n;
+    layout.stage_partition = config.stage_partition;
+    layout.fragment_width = config.appt_role_mapping.fragment_width;
+    layout.xor_permutation = true;
     for (std::size_t batch_index = 0; batch_index < config.batch; ++batch_index) {
-        std::vector<std::uint64_t> expected(input.begin() + batch_index * n, input.begin() + (batch_index + 1) * n);
+        std::vector<std::uint64_t> expected(n);
+        for (std::size_t index = 0; index < n; ++index) {
+            const std::size_t source = config.input_order == cuntt::InputOrder::ApptStatic
+                                           ? cuntt::appt_static_index(index, layout)
+                                           : index;
+            expected[index] = input[batch_index * n + source];
+        }
         cuntt::reference_ntt(expected, config.modulus, config.inverse);
         if (config.output_order == cuntt::OutputOrder::BitReversed) {
             std::vector<std::uint64_t> reordered(n);
@@ -52,11 +164,20 @@ bool verify_output(const std::vector<std::uint64_t>& input, const std::vector<st
                 reordered[index]           = expected[reversed];
             }
             expected.swap(reordered);
+        } else if (config.output_order == cuntt::OutputOrder::ApptStatic) {
+            std::vector<std::uint64_t> reordered(n);
+            for (std::size_t index = 0; index < n; ++index) {
+                reordered[cuntt::appt_static_index(index, layout)] = expected[index];
+            }
+            expected.swap(reordered);
         }
         const auto output_begin = output.begin() + batch_index * n;
         const auto mismatch     = std::mismatch(expected.begin(), expected.end(), output_begin);
         if (mismatch.first != expected.end()) {
             mismatch_index = batch_index * n + static_cast<std::size_t>(mismatch.first - expected.begin());
+            std::cerr << "expected=" << *mismatch.first
+                      << ", actual=" << *(output_begin +
+                          (mismatch.first - expected.begin())) << '\n';
             return false;
         }
     }
@@ -71,6 +192,24 @@ int main(int argc, char** argv) {
     std::uint32_t     repeat = 20;
     bool              verify = false;
     bool              csv    = false;
+    bool              trace_pipeline = false;
+    std::vector<cuntt::NttSubgraphCore> segment_cores;
+    std::vector<std::uint32_t> segment_threads;
+    std::vector<std::uint32_t> segment_units;
+    std::vector<std::uint32_t> segment_data_space;
+    std::vector<std::uint32_t> segment_data_time;
+    std::vector<std::uint32_t> segment_role_stages;
+    std::vector<std::uint32_t> segment_token_interleave;
+    std::vector<std::uint32_t> segment_coefficient_reuse_stages;
+    std::vector<std::uint32_t> segment_weights;
+    std::vector<cuntt::NttSubgraphCore> execution_group_cores;
+    std::vector<std::uint32_t> execution_group_threads;
+    std::vector<std::uint32_t> execution_group_units;
+    std::vector<std::uint32_t> execution_group_data_space;
+    std::vector<std::uint32_t> execution_group_data_time;
+    std::vector<std::uint32_t> execution_group_weights;
+    std::vector<cuntt::BoundaryStorage> boundary_storage;
+    std::vector<std::uint32_t> boundary_buffers;
 
     try {
         for (int i = 1; i < argc; ++i) {
@@ -89,6 +228,24 @@ int main(int argc, char** argv) {
                 config.stage_space = static_cast<std::uint32_t>(std::stoul(take_arg(i, argc, argv)));
             } else if (arg == "--stage-handoff") {
                 config.stage_handoff = cuntt::parse_stage_handoff(take_arg(i, argc, argv));
+            } else if (arg == "--flow-tile-log") {
+                config.flow_tile_log_n = static_cast<std::uint32_t>(std::stoul(take_arg(i, argc, argv)));
+            } else if (arg == "--data-space") {
+                config.data_space = static_cast<std::uint32_t>(std::stoul(take_arg(i, argc, argv)));
+            } else if (arg == "--role-stages") {
+                config.role_stages = static_cast<std::uint32_t>(std::stoul(take_arg(i, argc, argv)));
+            } else if (arg == "--target-ctas-per-sm") {
+                config.target_ctas_per_sm = static_cast<std::uint32_t>(std::stoul(take_arg(i, argc, argv)));
+            } else if (arg == "--data-time") {
+                config.data_time = static_cast<std::uint32_t>(std::stoul(take_arg(i, argc, argv)));
+            } else if (arg == "--token-interleave") {
+                config.token_interleave = static_cast<std::uint32_t>(std::stoul(take_arg(i, argc, argv)));
+            } else if (arg == "--pipeline-buffers") {
+                config.pipeline_buffers = static_cast<std::uint32_t>(std::stoul(take_arg(i, argc, argv)));
+            } else if (arg == "--dataflow-layout") {
+                config.dataflow_layout = cuntt::parse_dataflow_layout(take_arg(i, argc, argv));
+            } else if (arg == "--dataflow-state") {
+                config.dataflow_state_mode = cuntt::parse_dataflow_state_mode(take_arg(i, argc, argv));
             } else if (arg == "--n1-log") {
                 config.n1_log = static_cast<std::uint32_t>(std::stoul(take_arg(i, argc, argv)));
             } else if (arg == "--rows-per-block") {
@@ -97,12 +254,88 @@ int main(int argc, char** argv) {
                 config.threads_per_block = static_cast<std::uint32_t>(std::stoul(take_arg(i, argc, argv)));
             } else if (arg == "--compute-unit") {
                 config.compute_unit = cuntt::parse_compute_unit(take_arg(i, argc, argv));
+            } else if (arg == "--hierarchical-core") {
+                config.hierarchical_core = cuntt::parse_hierarchical_core(take_arg(i, argc, argv));
+            } else if (arg == "--stage-partition") {
+                config.stage_partition = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--segment-cores") {
+                for (const auto& item : split_list(take_arg(i, argc, argv)))
+                    segment_cores.push_back(cuntt::parse_ntt_subgraph_core(item));
+            } else if (arg == "--segment-threads") {
+                segment_threads = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--segment-units") {
+                segment_units = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--segment-data-space") {
+                segment_data_space = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--segment-data-time") {
+                segment_data_time = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--segment-role-stages") {
+                segment_role_stages = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--segment-token-interleave") {
+                segment_token_interleave = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--segment-coefficient-reuse-stages") {
+                segment_coefficient_reuse_stages =
+                    parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--segment-cta-weights") {
+                segment_weights = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--execution-group-cores") {
+                for (const auto& item : split_list(take_arg(i, argc, argv)))
+                    execution_group_cores.push_back(
+                        cuntt::parse_ntt_subgraph_core(item));
+            } else if (arg == "--execution-group-threads") {
+                execution_group_threads = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--execution-group-units") {
+                execution_group_units = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--execution-group-data-space") {
+                execution_group_data_space = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--execution-group-data-time") {
+                execution_group_data_time = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--execution-group-cta-weights") {
+                execution_group_weights = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--appt-role-weights") {
+                const auto weights = parse_u32_list(take_arg(i, argc, argv));
+                if (weights.size() != 3) {
+                    throw std::invalid_argument(
+                        "--appt-role-weights requires producer,tail,writer");
+                }
+                config.appt_role_mapping.producer_weight = weights[0];
+                config.appt_role_mapping.tail_weight = weights[1];
+                config.appt_role_mapping.writer_weight = weights[2];
+            } else if (arg == "--appt-fragment-width") {
+                config.appt_role_mapping.fragment_width =
+                    static_cast<std::uint32_t>(
+                        std::stoul(take_arg(i, argc, argv)));
+            } else if (arg == "--appt-writer-tiles") {
+                config.appt_role_mapping.writer_tiles_per_cta =
+                    static_cast<std::uint32_t>(
+                        std::stoul(take_arg(i, argc, argv)));
+            } else if (arg == "--appt-data-time-roles") {
+                config.appt_role_mapping.data_time_role_mask =
+                    static_cast<std::uint32_t>(
+                        std::stoul(take_arg(i, argc, argv)));
+            } else if (arg == "--boundary-storage") {
+                for (const auto& item : split_list(take_arg(i, argc, argv)))
+                    boundary_storage.push_back(cuntt::parse_boundary_storage(item));
+            } else if (arg == "--boundary-buffers") {
+                boundary_buffers = parse_u32_list(take_arg(i, argc, argv));
+            } else if (arg == "--ready-window") {
+                config.ready_window = static_cast<std::uint32_t>(std::stoul(take_arg(i, argc, argv)));
+            } else if (arg == "--packet-readiness") {
+                config.packet_readiness_mode =
+                    cuntt::parse_packet_readiness_mode(take_arg(i, argc, argv));
+            } else if (arg == "--packet-compute-layout") {
+                config.packet_compute_layout =
+                    cuntt::parse_packet_compute_layout(take_arg(i, argc, argv));
+            } else if (arg == "--packet-fold-wave-barriers") {
+                config.packet_fold_wave_barriers = true;
             } else if (arg == "--cross-twiddle") {
                 config.cross_twiddle_placement = cuntt::parse_cross_twiddle_placement(take_arg(i, argc, argv));
             } else if (arg == "--mod-multiply") {
                 config.modular_multiply = cuntt::parse_modular_multiply(take_arg(i, argc, argv));
             } else if (arg == "--word-bits") {
                 config.word_bits = static_cast<std::uint32_t>(std::stoul(take_arg(i, argc, argv)));
+            } else if (arg == "--input-order") {
+                config.input_order = cuntt::parse_input_order(take_arg(i, argc, argv));
             } else if (arg == "--output-order") {
                 config.output_order = cuntt::parse_output_order(take_arg(i, argc, argv));
             } else if (arg == "--warmup") {
@@ -117,6 +350,11 @@ int main(int argc, char** argv) {
                 config.auto_select = true;
             } else if (arg == "--verify") {
                 verify = true;
+            } else if (arg == "--trace-pipeline") {
+                trace_pipeline = true;
+            } else if (arg == "--profile-appt-roles") {
+                config.profile_appt_roles = true;
+                trace_pipeline = true;
             } else if (arg == "--csv") {
                 csv = true;
             } else {
@@ -124,10 +362,121 @@ int main(int argc, char** argv) {
             }
         }
 
+        const auto expand_index = [](std::size_t size, std::size_t index, std::size_t expected) {
+            if (size != 1 && size != expected) throw std::invalid_argument("mapping list must contain one value or one per descriptor");
+            return size == 1 ? std::size_t{0} : index;
+        };
+        if (!segment_cores.empty() || !segment_threads.empty() ||
+            !segment_units.empty() || !segment_data_space.empty() ||
+            !segment_data_time.empty() || !segment_role_stages.empty() ||
+            !segment_token_interleave.empty() ||
+            !segment_coefficient_reuse_stages.empty() ||
+            !segment_weights.empty()) {
+            if (config.stage_partition.empty()) throw std::invalid_argument("segment mappings require --stage-partition");
+            config.subgraph_mappings.resize(config.stage_partition.size());
+            for (std::size_t index = 0; index < config.subgraph_mappings.size(); ++index) {
+                auto& mapping = config.subgraph_mappings[index];
+                // Preserve generated defaults for mapping dimensions that the
+                // CLI did not override. A zero CTA weight means auto-map.
+                mapping.core = cuntt::NttSubgraphCore::DataflowRadix4;
+                mapping.threads_per_block = 256;
+                mapping.units_per_cta = 0;
+                mapping.data_space = 0;
+                mapping.data_time = 0;
+                mapping.role_stages = 0;
+                mapping.token_interleave = 0;
+                mapping.coefficient_reuse_stages = 0;
+                mapping.cta_weight = 0;
+                if (!segment_cores.empty()) mapping.core = segment_cores[expand_index(segment_cores.size(), index, config.subgraph_mappings.size())];
+                if (!segment_threads.empty()) mapping.threads_per_block = segment_threads[expand_index(segment_threads.size(), index, config.subgraph_mappings.size())];
+                if (!segment_units.empty()) mapping.units_per_cta = segment_units[expand_index(segment_units.size(), index, config.subgraph_mappings.size())];
+                if (!segment_data_space.empty()) mapping.data_space = segment_data_space[expand_index(segment_data_space.size(), index, config.subgraph_mappings.size())];
+                if (!segment_data_time.empty()) mapping.data_time = segment_data_time[expand_index(segment_data_time.size(), index, config.subgraph_mappings.size())];
+                if (!segment_role_stages.empty()) mapping.role_stages = segment_role_stages[expand_index(segment_role_stages.size(), index, config.subgraph_mappings.size())];
+                if (!segment_token_interleave.empty()) mapping.token_interleave = segment_token_interleave[expand_index(segment_token_interleave.size(), index, config.subgraph_mappings.size())];
+                if (!segment_coefficient_reuse_stages.empty()) mapping.coefficient_reuse_stages = segment_coefficient_reuse_stages[expand_index(segment_coefficient_reuse_stages.size(), index, config.subgraph_mappings.size())];
+                if (!segment_weights.empty()) mapping.cta_weight = segment_weights[expand_index(segment_weights.size(), index, config.subgraph_mappings.size())];
+            }
+        }
+        if (!boundary_storage.empty() || !boundary_buffers.empty()) {
+            if (config.stage_partition.size() < 2) throw std::invalid_argument("boundary mappings require --stage-partition");
+            config.boundary_mappings.resize(config.stage_partition.size() - 1);
+            for (std::size_t index = 0; index < config.boundary_mappings.size(); ++index) {
+                auto& mapping = config.boundary_mappings[index];
+                if (!boundary_storage.empty()) mapping.storage = boundary_storage[expand_index(boundary_storage.size(), index, config.boundary_mappings.size())];
+                if (!boundary_buffers.empty()) mapping.buffers = boundary_buffers[expand_index(boundary_buffers.size(), index, config.boundary_mappings.size())];
+            }
+        }
+        if (!execution_group_cores.empty() || !execution_group_threads.empty() ||
+            !execution_group_units.empty() || !execution_group_data_space.empty() ||
+            !execution_group_data_time.empty() || !execution_group_weights.empty()) {
+            if (config.stage_partition.size() < 2 ||
+                config.boundary_mappings.size() + 1 != config.stage_partition.size()) {
+                throw std::invalid_argument(
+                    "execution group mappings require explicit stage and boundary mappings");
+            }
+            const auto groups = execution_stage_partition(config);
+            config.execution_group_mappings.resize(groups.size());
+            for (std::size_t index = 0;
+                 index < config.execution_group_mappings.size(); ++index) {
+                auto& mapping = config.execution_group_mappings[index];
+                mapping.core = cuntt::NttSubgraphCore::DataflowRadix4;
+                mapping.threads_per_block = 256;
+                mapping.units_per_cta = 1;
+                mapping.data_space = 1;
+                mapping.data_time = 1;
+                mapping.role_stages = 1;
+                mapping.token_interleave = 1;
+                mapping.coefficient_reuse_stages = 0;
+                mapping.cta_weight = groups[index];
+                if (!execution_group_cores.empty())
+                    mapping.core = execution_group_cores[expand_index(
+                        execution_group_cores.size(), index, groups.size())];
+                if (!execution_group_threads.empty())
+                    mapping.threads_per_block = execution_group_threads[expand_index(
+                        execution_group_threads.size(), index, groups.size())];
+                if (!execution_group_units.empty())
+                    mapping.units_per_cta = execution_group_units[expand_index(
+                        execution_group_units.size(), index, groups.size())];
+                if (!execution_group_data_space.empty())
+                    mapping.data_space = execution_group_data_space[expand_index(
+                        execution_group_data_space.size(), index, groups.size())];
+                if (!execution_group_data_time.empty())
+                    mapping.data_time = execution_group_data_time[expand_index(
+                        execution_group_data_time.size(), index, groups.size())];
+                if (!execution_group_weights.empty())
+                    mapping.cta_weight = execution_group_weights[expand_index(
+                        execution_group_weights.size(), index, groups.size())];
+            }
+        }
+
         const auto  device = cuntt::current_device_info();
         cuntt::Plan plan(config);
         config                       = plan.config();
+        const auto execution_partition = execution_stage_partition(config);
         const auto& selection        = plan.selection();
+        std::string appt_layout_id;
+        if (!config.subgraph_mappings.empty() &&
+            (config.subgraph_mappings.front().core ==
+                 cuntt::NttSubgraphCore::ApptOnlineRegisterTail ||
+             config.subgraph_mappings.front().core ==
+                 cuntt::NttSubgraphCore::ApptOnlineRegisterTailWarp ||
+             config.subgraph_mappings.front().core ==
+                 cuntt::NttSubgraphCore::ApptOnlineRegisterTailColumnWarp ||
+             config.subgraph_mappings.front().core ==
+                 cuntt::NttSubgraphCore::ApptOnlineRegisterTailRadix8 ||
+             config.subgraph_mappings.front().core ==
+                 cuntt::NttSubgraphCore::ApptOnlineRegisterTailGrouped ||
+             config.subgraph_mappings.front().core == cuntt::NttSubgraphCore::
+                 ApptOnlineRegisterTailGroupedWriterFinal ||
+             config.subgraph_mappings.front().core == cuntt::NttSubgraphCore::
+                 ApptOnlineRegisterTailGroupedWriterFinalDataTime ||
+             config.subgraph_mappings.front().core == cuntt::NttSubgraphCore::
+                 ApptOnlineRegisterTailGroupedWriterFinalResident ||
+             config.subgraph_mappings.front().core == cuntt::NttSubgraphCore::
+                 ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter)) {
+            appt_layout_id = plan.appt_layout_info().compatibility_id;
+        }
         const std::size_t          n = plan.points_per_transform();
         std::mt19937_64            random(0x43554e5454ULL + config.log_n + config.batch);
         std::vector<std::uint64_t> input(n * config.batch);
@@ -137,6 +486,11 @@ int main(int argc, char** argv) {
 
         std::vector<std::uint64_t> output;
         const auto                 stats = plan.execute(input, output, warmup, repeat);
+        const auto pipeline_trace = trace_pipeline ? plan.pipeline_trace()
+                                                   : std::vector<cuntt::PipelineSegmentTrace>{};
+        const auto role_metrics = config.profile_appt_roles
+                                      ? plan.pipeline_role_metrics()
+                                      : std::vector<cuntt::PipelineRoleMetrics>{};
 
         bool        correct        = true;
         std::size_t mismatch_index = 0;
@@ -146,21 +500,61 @@ int main(int argc, char** argv) {
 
         std::cout << std::fixed << std::setprecision(6);
         if (csv) {
-            std::cout << "device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_"
+            std::cout << "device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_"
                          "log,rows_per_block,threads_"
-                         "per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,"
-                         "d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct\n";
+                         "per_block,hierarchical_core,stage_partition,logical_subgraphs,execution_stage_partition,execution_groups,materialized_boundaries,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,execution_group_cores,boundary_storage,boundary_buffers,ready_window,packet_readiness,packet_compute_layout,packet_fold_wave_barriers,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,"
+                         "appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct\n";
             std::cout << '"' << device.name << "\"," << device.compute_major << '.' << device.compute_minor << ','
                       << static_cast<int>(selection.automatic) << ",\"" << selection.target << "\",\"" << selection.implementation
                       << "\",\"" << selection.confidence << "\"," << selection.predicted_kernel_ms << ",\"" << selection.reason << "\","
                       << cuntt::backend_name(config.backend) << ',' << config.stage_space << ',' << cuntt::stage_handoff_name(config.stage_handoff)
+                      << ',' << config.flow_tile_log_n << ',' << config.data_space << ',' << config.role_stages << ','
+                      << config.target_ctas_per_sm << ',' << config.data_time << ',' << config.token_interleave << ','
+                      << config.pipeline_buffers << ','
+                      << cuntt::dataflow_layout_name(config.dataflow_layout) << ','
+                      << cuntt::dataflow_state_mode_name(config.dataflow_state_mode)
                       << ',' << cuntt::compute_unit_name(config.compute_unit) << ',' << config.word_bits << ',' << config.log_n << ',' << n << ','
                       << config.batch << ',' << config.modulus << ',' << (64U - static_cast<std::uint32_t>(__builtin_clzll(config.modulus))) << ','
-                      << config.n1_log << ',' << config.rows_per_block << ',' << config.threads_per_block << ',' << static_cast<int>(config.inverse)
-                      << ',' << warmup << ',' << repeat << ',' << stats.h2d_ms << ',' << stats.kernel_ms << ',' << stats.d2h_ms << ','
+                      << config.n1_log << ',' << config.rows_per_block << ',' << config.threads_per_block << ','
+                      << cuntt::hierarchical_core_name(config.hierarchical_core) << ",\"" << join_u32(config.stage_partition)
+                      << "\"," << config.stage_partition.size() << ",\""
+                      << join_u32(execution_partition) << "\"," << execution_partition.size()
+                      << ',' << (execution_partition.empty() ? 0 : execution_partition.size() - 1)
+                      << ",\"" << join_subgraph_cores(config.subgraph_mappings) << "\",\""
+                      << join_mapping_field(config.subgraph_mappings, &cuntt::NttSubgraphMapping::threads_per_block)
+                      << "\",\"" << join_mapping_field(config.subgraph_mappings, &cuntt::NttSubgraphMapping::units_per_cta)
+                      << "\",\"" << join_mapping_field(config.subgraph_mappings, &cuntt::NttSubgraphMapping::data_space)
+                      << "\",\"" << join_mapping_field(config.subgraph_mappings, &cuntt::NttSubgraphMapping::data_time)
+                      << "\",\"" << join_mapping_field(config.subgraph_mappings, &cuntt::NttSubgraphMapping::role_stages)
+                      << "\",\"" << join_mapping_field(config.subgraph_mappings, &cuntt::NttSubgraphMapping::token_interleave)
+                      << "\",\"" << join_mapping_field(config.subgraph_mappings, &cuntt::NttSubgraphMapping::coefficient_reuse_stages)
+                      << "\",\"" << join_mapping_field(config.subgraph_mappings, &cuntt::NttSubgraphMapping::cta_weight)
+                      << "\",\"" << join_subgraph_cores(config.execution_group_mappings)
+                      << "\",\"" << join_boundary_storage(config.boundary_mappings) << "\",\""
+                      << join_boundary_buffers(config.boundary_mappings) << "\"," << config.ready_window << ','
+                      << cuntt::packet_readiness_mode_name(
+                             config.packet_readiness_mode)
+                      << ','
+                      << cuntt::packet_compute_layout_name(
+                             config.packet_compute_layout)
+                      << ','
+                      << static_cast<int>(config.packet_fold_wave_barriers)
+                      << ','
+                      << static_cast<int>(config.inverse)
+                      << ',' << warmup << ',' << repeat << ',' << stats.h2d_ms << ',' << stats.kernel_ms << ','
+                      << stats.timed_region_wall_ms << ',' << stats.host_timing_overhead_ms << ','
+                      << config.appt_role_mapping.producer_weight << ','
+                      << config.appt_role_mapping.tail_weight << ','
+                      << config.appt_role_mapping.writer_weight << ','
+                      << config.appt_role_mapping.fragment_width << ','
+                      << config.appt_role_mapping.writer_tiles_per_cta << ','
+                      << config.appt_role_mapping.data_time_role_mask << ','
+                      << cuntt::input_order_name(config.input_order) << ','
+                      << cuntt::output_order_name(config.output_order) << ",\""
+                      << appt_layout_id << "\"," << stats.d2h_ms << ','
                       << stats.kernel_ntt_per_second << ',' << stats.end_to_end_ntt_per_second << ',' << stats.kernel_points_per_second << ','
                       << cuntt::cross_twiddle_placement_name(config.cross_twiddle_placement) << ','
-                      << cuntt::modular_multiply_name(config.modular_multiply) << ',' << cuntt::output_order_name(config.output_order) << ','
+                      << cuntt::modular_multiply_name(config.modular_multiply) << ','
                       << (verify ? static_cast<int>(correct) : -1) << '\n';
         } else {
             std::cout << "device: " << device.name << " (sm_" << device.compute_major << device.compute_minor << ")\n"
@@ -173,25 +567,80 @@ int main(int argc, char** argv) {
                           << "predicted_kernel_ms: " << selection.predicted_kernel_ms << "\n"
                           << "selection_reason: " << selection.reason << "\n";
             }
+            if (config.backend == cuntt::Backend::HybridDataflow && !selection.implementation.empty()) {
+                std::cout << "hybrid_dataflow_mapping_source: " << selection.implementation << "\n"
+                          << "hybrid_dataflow_mapping_confidence: " << selection.confidence << "\n"
+                          << "hybrid_dataflow_mapping_reason: " << selection.reason << "\n";
+            }
             std::cout
                       << "stage_space: " << config.stage_space << "\n"
                       << "stage_handoff: " << cuntt::stage_handoff_name(config.stage_handoff) << "\n"
+                      << "hybrid_dataflow: tile_log=" << config.flow_tile_log_n << ", data_space=" << config.data_space
+                      << ", role_stages=" << config.role_stages
+                      << ", target_ctas_per_sm=" << config.target_ctas_per_sm
+                      << ", data_time=" << config.data_time
+                      << ", token_interleave=" << config.token_interleave
+                      << ", buffers=" << config.pipeline_buffers
+                      << ", layout=" << cuntt::dataflow_layout_name(config.dataflow_layout)
+                      << ", state=" << cuntt::dataflow_state_mode_name(config.dataflow_state_mode) << "\n"
                       << "compute_unit: " << cuntt::compute_unit_name(config.compute_unit) << "\n"
+                      << "hierarchical_core: " << cuntt::hierarchical_core_name(config.hierarchical_core) << "\n"
+                      << "stage_partition: " << join_u32(config.stage_partition) << "\n"
+                      << "logical_subgraphs: " << config.stage_partition.size() << "\n"
+                      << "execution_stage_partition: " << join_u32(execution_partition) << "\n"
+                      << "execution_groups: " << execution_partition.size() << "\n"
+                      << "materialized_boundaries: "
+                      << (execution_partition.empty() ? 0 : execution_partition.size() - 1) << "\n"
+                      << "ready_window: " << config.ready_window << "\n"
+                      << "packet_readiness: "
+                      << cuntt::packet_readiness_mode_name(
+                             config.packet_readiness_mode)
+                      << "\n"
+                      << "packet_compute_layout: "
+                      << cuntt::packet_compute_layout_name(
+                             config.packet_compute_layout)
+                      << "\n"
+                      << "packet_fold_wave_barriers: "
+                      << static_cast<int>(config.packet_fold_wave_barriers)
+                      << "\n"
                       << "word_bits: " << config.word_bits << "\n"
                       << "shape: logN=" << config.log_n << ", N=" << n << ", batch=" << config.batch << "\n"
                       << "mapping: n1_log=" << config.n1_log << ", rows_per_block=" << config.rows_per_block
                       << ", threads_per_block=" << config.threads_per_block
                       << ", cross_twiddle=" << cuntt::cross_twiddle_placement_name(config.cross_twiddle_placement) << "\n"
                       << "mod_multiply: " << cuntt::modular_multiply_name(config.modular_multiply) << "\n"
+                      << "input_order: " << cuntt::input_order_name(config.input_order) << "\n"
                       << "output_order: " << cuntt::output_order_name(config.output_order) << "\n"
+                      << "appt_layout_id: " << appt_layout_id << "\n"
+                      << "appt_roles: producer=" << config.appt_role_mapping.producer_weight
+                      << ", tail=" << config.appt_role_mapping.tail_weight
+                      << ", writer=" << config.appt_role_mapping.writer_weight
+                      << ", fragment_width=" << config.appt_role_mapping.fragment_width
+                      << ", writer_tiles=" << config.appt_role_mapping.writer_tiles_per_cta
+                      << ", data_time_roles=" << config.appt_role_mapping.data_time_role_mask << "\n"
                       << "direction: " << (config.inverse ? "inverse" : "forward") << "\n"
                       << "h2d_ms: " << stats.h2d_ms << "\n"
                       << "kernel_ms: " << stats.kernel_ms << "\n"
+                      << "timed_region_wall_ms: " << stats.timed_region_wall_ms << "\n"
+                      << "host_timing_overhead_ms: " << stats.host_timing_overhead_ms << "\n"
                       << "d2h_ms: " << stats.d2h_ms << "\n"
                       << "kernel_ntt_s: " << stats.kernel_ntt_per_second << "\n"
                       << "end_to_end_ntt_s: " << stats.end_to_end_ntt_per_second << "\n"
                       << "kernel_points_s: " << stats.kernel_points_per_second << "\n"
                       << "correct: " << (verify ? (correct ? "yes" : "no") : "not checked") << "\n";
+            for (std::size_t segment = 0; segment < pipeline_trace.size(); ++segment) {
+                std::cout << "pipeline_segment_" << segment << ": start="
+                          << pipeline_trace[segment].start_globaltimer << ", end="
+                          << pipeline_trace[segment].end_globaltimer << "\n";
+            }
+            for (std::size_t role = 0; role < role_metrics.size(); ++role) {
+                const auto& metric = role_metrics[role];
+                std::cout << "pipeline_role_" << role
+                          << ": wait=" << metric.wait_globaltimer
+                          << ", compute=" << metric.compute_globaltimer
+                          << ", boundary=" << metric.boundary_globaltimer
+                          << ", tasks=" << metric.tasks << "\n";
+            }
         }
 
         if (verify && !correct) {
diff --git a/config/butterfly_architecture_space.json b/config/butterfly_architecture_space.json
index 13afe39..1ebd605 100644
--- a/config/butterfly_architecture_space.json
+++ b/config/butterfly_architecture_space.json
@@ -57,7 +57,8 @@
       "coefficient_supply": {
         "residence": ["immediate", "register", "constant", "shared", "l1", "l2", "global", "generated", "distributed-memory"],
         "sharing_scope": ["cell", "thread", "warp", "cta", "cluster", "grid"],
-        "schedule": ["preload", "stream", "prefetch", "recurrence", "fused-generate"]
+        "schedule": ["preload", "stream", "prefetch", "recurrence", "fused-generate"],
+        "reuse_stage_depth": "nonnegative integer; zero disables cross-butterfly coefficient reuse"
       },
       "dimension_boundary": ["none", "register", "shared-resident", "global-scratch", "cooperative-grid", "distributed-exchange"],
       "schedule": ["stage-major", "data-major", "wavefront", "persistent", "producer-consumer"],
@@ -82,7 +83,7 @@
       "alignment_bytes": [4, 8, 16, 32, 64, 128]
     },
     "F_realization": {
-      "kernel_form": ["baseline", "tile256", "temporal-tile", "hierarchical", "online-reorder", "hybrid2d", "compact-stage", "warp-hybrid", "stage-pipeline", "resident", "direct", "cooperative", "vendor-baseline"],
+      "kernel_form": ["baseline", "tile256", "temporal-tile", "hierarchical", "online-reorder", "hybrid2d", "hybrid-dataflow", "hierarchical-barrier", "hierarchical-dataflow", "compact-stage", "warp-hybrid", "stage-pipeline", "resident", "direct", "cooperative", "vendor-baseline"],
       "threads_per_cta": [32, 64, 128, 256, 512, 1024],
       "warps_per_cta": [1, 2, 4, 8, 16, 32],
       "ctas_per_work_unit": [1, 2, 4, 8, "generated"],
@@ -121,7 +122,7 @@
       "precision": ["uint32", "uint64"],
       "cell": "modular weighted sum/difference",
       "coefficient": ["native-table", "shoup", "barrett", "montgomery", "recurrence", "compressed"],
-      "cores": ["radix2", "radix4", "radix8", "shoup", "barrett", "compact-root"],
+      "cores": ["radix2", "radix4", "radix8", "dataflow-radix4", "homogeneous-radix4", "homogeneous-warp-radix2", "homogeneous-warp256-radix2", "homogeneous-warp256-static-radix2", "homogeneous-warp256-static-io-radix2", "homogeneous-warp256-coefficient-reuse-static-io-radix2", "homogeneous-warp128-static-io-radix2", "homogeneous-warp128-coefficient-reuse-static-io-radix2", "homogeneous-warp128-vector-radix4-static-io", "homogeneous-warp128-vector-radix4-packed-stage6-static-io", "homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io", "homogeneous-warp128-packet-shared-radix4-static-io", "hybrid2d-radix4", "appt-online", "appt-online-radix4", "appt-online-fused-tail", "appt-online-split-tail", "appt-online-register-tail", "appt-online-register-tail-radix8", "appt-online-register-tail-grouped", "appt-online-register-tail-grouped-writer-final", "appt-online-register-tail-grouped-writer-final-data-time", "appt-online-register-tail-grouped-writer-final-resident", "appt-online-register-tail-grouped-writer-final-resident-quarter", "shoup", "barrett", "compact-root"],
       "traits": ["stage-coefficient", "symmetric-update", "exact-arithmetic", "modulus-contract"]
     },
     "fwht": {
@@ -176,6 +177,31 @@
       "radix2": {"stage_group": "radix2", "arithmetic_core": "scalar", "coefficient": ["native-table", "shoup", "barrett", "montgomery", "recurrence"], "exchange": ["thread-register", "warp-shuffle", "shared"]},
       "radix4": {"stage_group": "radix4", "arithmetic_core": "scalar", "coefficient": ["native-table", "shoup", "barrett", "montgomery", "recurrence"], "exchange": ["thread-register", "warp-shuffle", "shared"]},
       "radix8": {"stage_group": "radix8", "arithmetic_core": "scalar", "coefficient": ["native-table", "shoup", "barrett", "montgomery", "recurrence"], "exchange": ["thread-register", "warp-shuffle", "shared"]},
+      "dataflow-radix4": {"stage_group": "radix4", "arithmetic_core": "scalar", "coefficient": ["native-table", "shoup"], "exchange": ["thread-register", "shared"]},
+      "homogeneous-radix4": {"stage_group": "radix4", "arithmetic_core": "scalar", "coefficient": ["native-table", "shoup"], "exchange": ["thread-register", "shared"], "schedule": "two-level-role-data-time"},
+      "homogeneous-warp-radix2": {"stage_group": "radix2", "arithmetic_core": "scalar", "coefficient": ["native-table", "shoup"], "exchange": ["warp-shuffle", "thread-register"], "schedule": "two-level-role-data-time"},
+      "homogeneous-warp256-radix2": {"stage_group": "radix2", "arithmetic_core": "scalar", "coefficient": ["native-table", "shoup"], "exchange": ["warp-shuffle", "thread-register", "shared"], "schedule": "two-level-role-data-time"},
+      "homogeneous-warp256-static-radix2": {"stage_group": "radix2", "arithmetic_core": "scalar", "coefficient": ["native-table", "shoup"], "exchange": ["warp-shuffle", "thread-register", "shared"], "schedule": "two-level-role-data-time", "output_layout": "xor-static-writer"},
+      "homogeneous-warp256-static-io-radix2": {"stage_group": "radix2", "arithmetic_core": "scalar", "coefficient": ["native-table", "shoup"], "exchange": ["warp-shuffle", "thread-register", "shared"], "schedule": "two-level-role-data-time", "input_layout": "coalesced-row-packet", "output_layout": "xor-static-writer"},
+      "homogeneous-warp256-coefficient-reuse-static-io-radix2": {"stage_group": "radix2", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["warp-shuffle", "thread-register", "shared"], "schedule": "two-level-role-data-time", "input_layout": "coalesced-row-packet", "output_layout": "xor-static-writer"},
+      "homogeneous-warp128-static-io-radix2": {"stage_group": "radix2", "arithmetic_core": "scalar", "coefficient": ["native-table", "shoup"], "exchange": ["warp-shuffle", "thread-register", "shared"], "schedule": "dual-row-group", "input_layout": "coalesced-row-packet", "output_layout": "xor-static-writer"},
+      "homogeneous-warp128-coefficient-reuse-static-io-radix2": {"stage_group": "radix2", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["warp-shuffle", "thread-register", "shared"], "schedule": "dual-row-group", "input_layout": "coalesced-row-packet", "output_layout": "xor-static-writer"},
+      "homogeneous-warp128-vector-radix4-static-io": {"stage_group": "radix4", "arithmetic_core": "vector", "coefficient": ["shoup"], "coefficient_distribution": ["direct", "lane-distributed-shuffle", "dual-bank-lane-distributed-shuffle"], "coefficient_reuse_stages": [0, 3, 4, 5, 6, 7], "exchange": ["thread-register", "warp-shuffle", "shared"], "schedule": "dual-row-group", "input_layout": "coalesced-row-packet", "register_layout": "four-consecutive-values-per-lane", "output_layout": "xor-static-writer"},
+      "homogeneous-warp128-vector-radix4-packed-stage6-static-io": {"stage_group": "radix4", "arithmetic_core": "vector", "coefficient": ["shoup"], "coefficient_distribution": ["lane-distributed-shuffle", "aligned-stage6-vector-load"], "coefficient_reuse_stages": [6], "exchange": ["thread-register", "warp-shuffle", "shared"], "schedule": "dual-row-group", "input_layout": "coalesced-row-packet", "register_layout": "four-consecutive-values-per-lane", "output_layout": "xor-static-writer"},
+      "homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io": {"stage_group": "radix4", "arithmetic_core": "vector", "coefficient": ["shoup"], "coefficient_distribution": ["aligned-stage6-pair-load-all-lanes", "lane-distributed-shuffle"], "coefficient_reuse_stages": [6], "exchange": ["thread-register", "warp-shuffle", "shared"], "schedule": "dual-row-group", "input_layout": "coalesced-row-packet", "register_layout": "four-consecutive-values-per-lane", "output_layout": "xor-static-writer"},
+      "homogeneous-warp128-packet-shared-radix4-static-io": {"stage_group": "radix4", "arithmetic_core": "scalar", "coefficient": ["shoup"], "coefficient_reuse_stages": [0], "exchange": ["thread-register", "shared"], "schedule": "one-or-two-independent-four-row-packets", "synchronization": "named-barrier-128", "input_layout": "coalesced-row-packet", "register_layout": "four-values-per-physical-unit", "output_layout": "xor-static-writer"},
+      "hybrid2d-radix4": {"stage_group": "radix4", "arithmetic_core": "imported-codelet", "coefficient": ["native-table", "shoup"], "exchange": ["thread-register", "shared", "imported-codelet"]},
+      "appt-online": {"stage_group": "radix2", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["thread-register", "warp-shuffle", "operator-defined"]},
+      "appt-online-radix4": {"stage_group": "radix4", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["shared", "operator-defined"]},
+      "appt-online-fused-tail": {"stage_group": "radix4", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["shared", "operator-defined"]},
+      "appt-online-split-tail": {"stage_group": "radix4", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["shared", "operator-defined"]},
+      "appt-online-register-tail": {"stage_group": "radix4", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["thread-register", "shared", "operator-defined"]},
+      "appt-online-register-tail-radix8": {"stage_group": "radix8", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["thread-register", "shared", "operator-defined"]},
+      "appt-online-register-tail-grouped": {"stage_group": "radix4", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["thread-register", "shared", "operator-defined"]},
+      "appt-online-register-tail-grouped-writer-final": {"stage_group": "radix4", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["thread-register", "shared", "operator-defined"]},
+      "appt-online-register-tail-grouped-writer-final-data-time": {"stage_group": "radix4", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["thread-register", "shared", "operator-defined"]},
+      "appt-online-register-tail-grouped-writer-final-resident": {"stage_group": "radix4", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["thread-register", "shared", "operator-defined"]},
+      "appt-online-register-tail-grouped-writer-final-resident-quarter": {"stage_group": "radix4", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["thread-register", "shared", "operator-defined"]},
       "shoup": {"stage_group": "radix2", "arithmetic_core": "scalar", "coefficient": ["shoup"], "exchange": ["thread-register", "warp-shuffle", "shared"]},
       "barrett": {"stage_group": "radix2", "arithmetic_core": "scalar", "coefficient": ["barrett"], "exchange": ["thread-register", "warp-shuffle", "shared"]},
       "compact-root": {"stage_group": "radix2", "arithmetic_core": "scalar", "coefficient": ["compressed"], "exchange": ["thread-register", "shared"]}
@@ -251,6 +277,9 @@
     "compact-stage": {"Us": "packed stage group", "Rs": "register/shared", "boundary": "global-scratch"},
     "warp-hybrid": {"Us": "warp-local stages", "Hs": "shuffle then shared", "Rs": "register/shared", "boundary": "none"},
     "stage-pipeline": {"Us": "stage_space", "Hs": "named-barrier-or-atomic", "schedule": "producer-consumer"},
+    "hybrid-dataflow": {"Us": "stages in a streamed subgraph", "Ur": "stages fused per persistent warp role", "Ts": "on-chip subgraph feedback", "Ud": "butterflies per token wave", "Td": "tokens per fixed partition", "Rb": "target resident CTAs per SM", "Rs": "shared resident state", "Rd": "register within role, shared between roles", "boundary": "none", "schedule": "wavefront"},
+    "hierarchical-barrier": {"Us": "stages per resident layer", "Ts": "two grid-synchronized graph layers", "Ud": "resident subgraphs per CTA", "Td": "serial subgraphs per persistent CTA", "Rb": "target resident CTAs per SM", "Rs": "per-subgraph shared state", "Rd": "online-transposed global boundary", "boundary": "one online reorder", "schedule": "persistent cooperative grid with phase barrier"},
+    "hierarchical-dataflow": {"Us": "variable stages per fixed-size subgraph", "Ts": "readiness-driven subgraph wavefront", "Ud": "subgraph units per CTA", "Td": "tokens reused by a persistent CTA role", "Rb": "weighted resident CTA roles per SM", "Rs": "per-subgraph shared state", "Rd": "online global boundary per edge", "boundary": "D-1 full-scratch or ring edges", "schedule": "interleaved roles with dependency-local tokens"},
     "resident": {"Rs": "shared/register", "Rd": "shared/register", "boundary": "none"},
     "direct": {"Us": "full transform", "Ts": 1, "boundary": "none"},
     "vendor-baseline": {"specialization": "external", "status": "external-baseline"}
@@ -261,7 +290,10 @@
       "tile256": "tile256",
       "hybrid2d": "hybrid2d",
       "compact-stage": "compact-stage",
-      "stage-pipeline": "stage-pipeline"
+      "stage-pipeline": "stage-pipeline",
+      "hybrid-dataflow": "hybrid-dataflow",
+      "hierarchical-barrier": "hierarchical-barrier",
+      "hierarchical-dataflow": "hierarchical-dataflow"
     },
     "butterfly_backends": {
       "temporal-tile": "temporal-tile",
diff --git a/config/v100_appt_static_layout.json b/config/v100_appt_static_layout.json
new file mode 100644
index 0000000..32f7a89
--- /dev/null
+++ b/config/v100_appt_static_layout.json
@@ -0,0 +1,41 @@
+{
+  "schema": "cubutterfly-appt-static-search-v1",
+  "device": "Tesla V100-SXM2-16GB",
+  "compute_capability": "7.0",
+  "fixed_subgraph": {
+    "logN": 20,
+    "stage_partition": [7, 7, 6],
+    "physical_core": "appt-online-register-tail",
+    "target_ctas_per_sm": {"uint32": 3, "uint64": 2}
+  },
+  "layout_space": {
+    "input_order": ["natural", "appt-static"],
+    "output_order": ["natural", "appt-static"],
+    "fragment_width": [8, 16, 32],
+    "xor_permutation": [true],
+    "writer_tiles_per_cta": [1, 2, 4]
+  },
+  "physical_role_space": {
+    "uint32": {
+      "producer_weight": [7, 8, 9],
+      "tail_weight": [10, 12, 14],
+      "writer_weight": [1, 2, 3, 4]
+    },
+    "uint64": {
+      "producer_weight": [9, 10, 11],
+      "tail_weight": [8, 10, 12],
+      "writer_weight": [1, 2, 3]
+    }
+  },
+  "acceptance": {
+    "natural_geomean_speedup_vs_current_register_tail": 1.05,
+    "natural_primary_points_above_1_03": 3,
+    "primary_point_count": 4,
+    "store_sector_ratio_limit": {
+      "uint32_static": 0.30,
+      "uint64_static": 0.50,
+      "uint32_natural": 0.45,
+      "uint64_natural": 0.70
+    }
+  }
+}
diff --git a/config/v100_hierarchical_streaming.json b/config/v100_hierarchical_streaming.json
new file mode 100644
index 0000000..0da6762
--- /dev/null
+++ b/config/v100_hierarchical_streaming.json
@@ -0,0 +1,42 @@
+{
+  "schema": "cuntt-ntt-streaming-search-v1",
+  "device": "Tesla V100-SXM2-16GB",
+  "compute_capability": "7.0",
+  "scope": {
+    "word_bits": [32, 64],
+    "logN": [12, 13, 14, 15, 16, 17, 18, 19, 20],
+    "batch": [1, 2, 4, 8, 16, 32]
+  },
+  "subgraph": {
+    "stage_log": [5, 6, 7, 8, 9, 10],
+    "core": ["radix2", "radix4", "dataflow-radix4", "homogeneous-radix4", "homogeneous-warp-radix2", "homogeneous-warp256-radix2", "homogeneous-warp256-static-radix2", "homogeneous-warp256-static-io-radix2", "homogeneous-warp256-coefficient-reuse-static-io-radix2", "homogeneous-warp128-static-io-radix2", "homogeneous-warp128-coefficient-reuse-static-io-radix2", "homogeneous-warp128-vector-radix4-static-io", "homogeneous-warp128-vector-radix4-packed-stage6-static-io", "homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io", "homogeneous-warp128-packet-shared-radix4-static-io", "hybrid2d-radix4", "appt-online", "appt-online-radix4", "appt-online-fused-tail", "appt-online-split-tail", "appt-online-register-tail", "appt-online-register-tail-radix8", "appt-online-register-tail-grouped", "appt-online-register-tail-grouped-writer-final", "appt-online-register-tail-grouped-writer-final-data-time"],
+    "threads": [128, 256, 512],
+    "coefficient_reuse_stages": [1, 2, 3, 4, 5, 6, 7],
+    "cta_weight_policy": ["stage-proportional", "measured-service-time"],
+    "measured_10x10_weights": [[8, 12], [9, 11], [10, 10]],
+    "measured_10x10_coefficient_reuse_depth": {
+      "warp256": 1,
+      "warp128-dual-radix2": 4,
+      "warp128-dual-vector-radix4": 6
+    },
+    "measured_10x10_dual_warp128_core": {
+      "core": "homogeneous-warp128-vector-radix4-static-io",
+      "coefficient_distribution": "lane-distributed-shuffle",
+      "coefficient_reuse_stages": 6
+    },
+    "measured_appt_online_weights": {
+      "uint32_batch1_warp": [6, 6, 8],
+      "uint32_batched_warp": [7, 7, 6],
+      "uint32_cta_radix4": [7, 6, 7],
+      "uint64_batch1": [4, 8, 8],
+      "uint64_batched_warp": [6, 8, 6],
+      "uint64_batched_cta_radix4": [5, 7, 8]
+    }
+  },
+  "pipeline": {
+    "target_ctas_per_sm": [2, 3, 4, 5],
+    "ready_window": [1, 4, 8, 16, 32],
+    "boundary_storage": ["full-scratch", "ring"],
+    "boundary_buffers": [1, 2, 3, 4]
+  }
+}
diff --git a/config/v100_homogeneous_10x10.json b/config/v100_homogeneous_10x10.json
new file mode 100644
index 0000000..f5116e2
--- /dev/null
+++ b/config/v100_homogeneous_10x10.json
@@ -0,0 +1,87 @@
+{
+  "schema": "cuntt-homogeneous-two-level-search-v1",
+  "device": "Tesla V100-SXM2-16GB",
+  "shape": {
+    "logN": 20,
+    "stage_partition": [10, 10],
+    "boundary_storage": "full-scratch"
+  },
+  "logical_space": {
+    "producer_data_time": [1, 2, 4],
+    "consumer_data_time": [1, 2, 4],
+    "cta_weight_pairs": [[8, 12], [9, 11], [10, 10]],
+    "batch": [1, 4, 16],
+    "word_bits": [32, 64]
+  },
+  "physical_instance": {
+    "core": [
+      "homogeneous-radix4",
+      "homogeneous-warp-radix2",
+      "homogeneous-warp256-radix2",
+      "homogeneous-warp256-static-radix2",
+      "homogeneous-warp256-static-io-radix2",
+      "homogeneous-warp256-coefficient-reuse-static-io-radix2",
+      "homogeneous-warp128-static-io-radix2",
+      "homogeneous-warp128-coefficient-reuse-static-io-radix2",
+      "homogeneous-warp128-vector-radix4-static-io",
+      "homogeneous-warp128-vector-radix4-packed-stage6-static-io",
+      "homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io",
+      "homogeneous-warp128-packet-shared-radix4-static-io"
+    ],
+    "threads_per_block": [128, 256],
+    "units_per_cta": [4, 8],
+    "row_packet_data_space": {
+      "uint32": [4, 8],
+      "uint64": [2, 4]
+    },
+    "coefficient_reuse_stages": [1, 2, 3, 4, 5, 6, 7],
+    "target_ctas_per_sm": [2, 3, 4]
+  },
+  "control": {
+    "core": "dataflow-radix4",
+    "producer_data_time": 1,
+    "consumer_data_time": 1,
+    "cta_weight_pair": [9, 11]
+  },
+  "measured_uint32_half_packet": {
+    "rows": 4,
+    "threads_per_block": 128,
+    "target_ctas_per_sm": 3,
+    "data_time_pair": [1, 1],
+    "cta_weight_by_batch": {
+      "1": [11, 9],
+      "4": [8, 7],
+      "16": [17, 13]
+    },
+    "coefficient_reuse_depth_by_core": {
+      "homogeneous-warp256-coefficient-reuse-static-io-radix2": 1,
+      "homogeneous-warp128-coefficient-reuse-static-io-radix2": 4,
+      "homogeneous-warp128-vector-radix4-static-io": 6
+    },
+    "selected_dual_warp128": {
+      "core": "homogeneous-warp128-vector-radix4-static-io",
+      "coefficient_distribution": "lane-distributed-shuffle",
+      "coefficient_reuse_stages": 6,
+      "threads_per_block": 256,
+      "units_per_cta": 8,
+      "target_ctas_per_sm": 2
+    },
+    "experimental_packed_stage6": {
+      "core": "homogeneous-warp128-vector-radix4-packed-stage6-static-io",
+      "coefficient_distribution": "aligned-stage6-vector-load",
+      "coefficient_reuse_stages": 6,
+      "threads_per_block": 256,
+      "units_per_cta": 8,
+      "target_ctas_per_sm": 2
+    },
+    "experimental_packed_stage6_distributed": {
+      "core": "homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io",
+      "coefficient_distribution": "aligned-stage6-pair-load-all-lanes",
+      "coefficient_reuse_stages": 6,
+      "threads_per_block": 256,
+      "units_per_cta": 8,
+      "target_ctas_per_sm": 2
+    }
+  },
+  "note": "The GPU warp scheduler hides latency among resident ready warps; it does not construct the logical subgraph, preserve its layout, or choose per-role data-time traversal."
+}
diff --git a/config/v100_hybrid_dataflow.json b/config/v100_hybrid_dataflow.json
new file mode 100644
index 0000000..1b10682
--- /dev/null
+++ b/config/v100_hybrid_dataflow.json
@@ -0,0 +1,48 @@
+{
+  "schema_version": 1,
+  "target": "v100-sm70",
+  "primary": {
+    "flow_tile_log_n": [5, 6, 7, 8],
+    "stage_space_by_tile": {"5": [5], "6": [2, 4, 6], "7": [7], "8": [2, 4, 8]},
+    "data_space_by_word": {"32": [16, 32], "64": [8, 16]},
+    "role_stages": [1],
+    "target_ctas_per_sm": 1,
+    "token_interleave": 1,
+    "data_time": [1, 2, 4, 8],
+    "pipeline_buffers": 2,
+    "layout": "hermes-xor",
+    "state": "inplace",
+    "handoff": "named-barrier"
+  },
+  "defaults": [
+    {"word_bits": [32, 64], "log_n": 10, "flow_tile_log_n": 5, "stage_space": 5, "data_space_by_word": {"32": 32, "64": 16}, "batch_min": 1, "batch_per_sm": 0, "role_stages": 5, "data_time": 10, "target_ctas_per_sm": 1, "token_interleave": 1, "compute_unit": "radix4"},
+    {"word_bits": [32], "log_n": 12, "flow_tile_log_n": 6, "stage_space": 6, "data_space_by_word": {"32": 32}, "batch_min": 1, "batch_per_sm": 2, "batch_offset": 1, "role_stages": 6, "data_time": 6, "target_ctas_per_sm": 1, "token_interleave": 1, "compute_unit": "radix4"},
+    {"word_bits": [32], "log_n": 12, "flow_tile_log_n": 6, "stage_space": 6, "data_space_by_word": {"32": 32}, "batch_min": 1, "batch_per_sm": 0, "role_stages": 6, "data_time": 12, "target_ctas_per_sm": 1, "token_interleave": 1, "compute_unit": "radix4"},
+    {"word_bits": [64], "log_n": 12, "flow_tile_log_n": 6, "stage_space": 6, "data_space_by_word": {"64": 16}, "batch_min": 1, "batch_per_sm": 0, "role_stages": 6, "data_time": 12, "target_ctas_per_sm": 1, "token_interleave": 1, "compute_unit": "radix4"}
+  ],
+  "ablations": [
+    {"word_bits": [32, 64], "flow_tile_log_n": 8, "stage_space": 8, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 1, "pipeline_buffers": 3, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier"},
+    {"word_bits": [32, 64], "flow_tile_log_n": 8, "stage_space": 8, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 1, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "atomic"},
+    {"word_bits": [32, 64], "flow_tile_log_n": 8, "stage_space": 8, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 1, "pipeline_buffers": 2, "layout": "linear", "state": "inplace", "handoff": "named-barrier"},
+    {"word_bits": [32, 64], "flow_tile_log_n": 8, "stage_space": 8, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 1, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "ping-pong", "handoff": "named-barrier"},
+    {"word_bits": [32, 64], "flow_tile_log_n": 5, "stage_space": 5, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 4, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 2},
+    {"word_bits": [32, 64], "flow_tile_log_n": 5, "stage_space": 5, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 4, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 5},
+    {"word_bits": [32, 64], "flow_tile_log_n": 6, "stage_space": 6, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 4, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 2},
+    {"word_bits": [32, 64], "flow_tile_log_n": 6, "stage_space": 6, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 4, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 3},
+    {"word_bits": [32, 64], "flow_tile_log_n": 6, "stage_space": 6, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 4, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 6},
+    {"word_bits": [32, 64], "flow_tile_log_n": 7, "stage_space": 7, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 2, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 7},
+    {"word_bits": [32, 64], "flow_tile_log_n": 8, "stage_space": 8, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 1, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 2},
+    {"word_bits": [32, 64], "flow_tile_log_n": 8, "stage_space": 8, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 1, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 4},
+    {"word_bits": [32, 64], "flow_tile_log_n": 8, "stage_space": 8, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 1, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 8},
+    {"word_bits": [32, 64], "flow_tile_log_n": 6, "stage_space": 6, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 8, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 2},
+    {"word_bits": [32, 64], "flow_tile_log_n": 6, "stage_space": 6, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 8, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 3},
+    {"word_bits": [32, 64], "flow_tile_log_n": 6, "stage_space": 6, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 8, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 6},
+    {"word_bits": [64], "flow_tile_log_n": 6, "stage_space": 6, "data_space_by_word": {"64": 16}, "data_time": 8, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 6, "target_ctas_per_sm": 3},
+    {"word_bits": [32, 64], "flow_tile_log_n": 5, "stage_space": 5, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 10, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 5, "token_interleave": 1},
+    {"word_bits": [32, 64], "flow_tile_log_n": 5, "stage_space": 5, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 10, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 5, "token_interleave": 2},
+    {"word_bits": [32, 64], "flow_tile_log_n": 6, "stage_space": 6, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 12, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 6, "token_interleave": 1},
+    {"word_bits": [32, 64], "flow_tile_log_n": 6, "stage_space": 6, "data_space_by_word": {"32": 32, "64": 16}, "data_time": 12, "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 6, "token_interleave": 2},
+    {"word_bits": [32, 64], "flow_tile_log_n": 5, "stage_space": 5, "data_space_by_word": {"32": 32, "64": 16}, "data_time": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 5, "token_interleave": 1},
+    {"word_bits": [32, 64], "flow_tile_log_n": 6, "stage_space": 6, "data_space_by_word": {"32": 32, "64": 16}, "data_time": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], "pipeline_buffers": 2, "layout": "hermes-xor", "state": "inplace", "handoff": "named-barrier", "role_stages": 6, "token_interleave": 1}
+  ]
+}
diff --git a/config/v100_hybrid_radix4_comparison.json b/config/v100_hybrid_radix4_comparison.json
new file mode 100644
index 0000000..fe7464d
--- /dev/null
+++ b/config/v100_hybrid_radix4_comparison.json
@@ -0,0 +1,53 @@
+{
+  "schema_version": 1,
+  "hardware": "v100-sm70",
+  "protocol": {"warmup": 30, "repeat": 500, "trials": 3, "seed": 20260818},
+  "workloads": [
+    {
+      "id": "ntt10_u64", "operator": "ntt", "precision": "uint64",
+      "modulus": "1152921504606584833", "modulus_bits": 60, "logN": 10,
+      "direction": "forward", "normalization": "none", "placement": "out-of-place",
+      "output_order": "natural", "batches": [1, 16, 80, 160, 256, 512],
+      "implementations": [
+        {"id": "v06_tile", "name": "v0.6-tile256", "runner": "ntt", "reference": true,
+         "args": ["--backend", "tile256", "--word-bits", "64", "--output-order", "natural"]},
+        {"id": "v07_pipe", "name": "v0.7-pipeline-radix2", "runner": "ntt",
+         "args": ["--backend", "hybrid-dataflow", "--compute-unit", "radix2", "--word-bits", "64"]},
+        {"id": "v07_r4", "name": "v0.7-resident-radix4", "runner": "ntt",
+         "args": ["--backend", "hybrid-dataflow", "--compute-unit", "radix4", "--word-bits", "64"]}
+      ]
+    },
+    {
+      "id": "ntt12_u32", "operator": "ntt", "precision": "uint32",
+      "modulus": "1073479681", "modulus_bits": 30, "logN": 12,
+      "direction": "forward", "normalization": "none", "placement": "out-of-place",
+      "output_order": "natural", "batches": [1, 16, 80, 160, 256, 512],
+      "implementations": [
+        {"id": "v06_r2", "name": "v0.6-hybrid2d-radix2", "runner": "ntt", "reference": true,
+         "args": ["--backend", "hybrid2d", "--compute-unit", "radix2", "--word-bits", "32", "--cross-twiddle", "fused", "--output-order", "natural"]},
+        {"id": "v06_r4", "name": "v0.6-hybrid2d-radix4", "runner": "ntt",
+         "args": ["--backend", "hybrid2d", "--compute-unit", "radix4", "--word-bits", "32", "--cross-twiddle", "fused", "--output-order", "natural"]},
+        {"id": "v07_pipe", "name": "v0.7-pipeline-radix2", "runner": "ntt",
+         "args": ["--backend", "hybrid-dataflow", "--compute-unit", "radix2", "--word-bits", "32"]},
+        {"id": "v07_r4", "name": "v0.7-resident-radix4", "runner": "ntt",
+         "args": ["--backend", "hybrid-dataflow", "--compute-unit", "radix4", "--word-bits", "32"]}
+      ]
+    },
+    {
+      "id": "ntt12_u64", "operator": "ntt", "precision": "uint64",
+      "modulus": "1152921504606584833", "modulus_bits": 60, "logN": 12,
+      "direction": "forward", "normalization": "none", "placement": "out-of-place",
+      "output_order": "natural", "batches": [1, 16, 80, 160, 256, 512],
+      "implementations": [
+        {"id": "v06_r2", "name": "v0.6-hybrid2d-radix2", "runner": "ntt", "reference": true,
+         "args": ["--backend", "hybrid2d", "--compute-unit", "radix2", "--word-bits", "64", "--cross-twiddle", "fused", "--output-order", "natural"]},
+        {"id": "v06_r4", "name": "v0.6-hybrid2d-radix4", "runner": "ntt",
+         "args": ["--backend", "hybrid2d", "--compute-unit", "radix4", "--word-bits", "64", "--cross-twiddle", "fused", "--output-order", "natural"]},
+        {"id": "v07_pipe", "name": "v0.7-pipeline-radix2", "runner": "ntt",
+         "args": ["--backend", "hybrid-dataflow", "--compute-unit", "radix2", "--word-bits", "64"]},
+        {"id": "v07_r4", "name": "v0.7-resident-radix4", "runner": "ntt",
+         "args": ["--backend", "hybrid-dataflow", "--compute-unit", "radix4", "--word-bits", "64"]}
+      ]
+    }
+  ]
+}
diff --git a/config/v100_ntt_partition_space.json b/config/v100_ntt_partition_space.json
new file mode 100644
index 0000000..7a57dc8
--- /dev/null
+++ b/config/v100_ntt_partition_space.json
@@ -0,0 +1,18885 @@
+{
+  "schema": "cuntt-ntt-partition-space-v2",
+  "shape": {
+    "logN": 20,
+    "batch": 1,
+    "word_bits": 32
+  },
+  "dimensions": {
+    "segment_count": [
+      2,
+      8
+    ],
+    "stage_log": [
+      2,
+      10
+    ],
+    "constraint": "sum(stage_partition) == logN",
+    "per_segment": [
+      "core",
+      "threads",
+      "units",
+      "data_space",
+      "data_time",
+      "cta_weight"
+    ],
+    "per_boundary": [
+      "storage",
+      "buffers",
+      "readiness",
+      "layout"
+    ],
+    "execution_group_count": [
+      2,
+      8
+    ],
+    "lowering_constraint": "resident-fused groups adjacent logical subgraphs; each execution group has at most 10 stages"
+  },
+  "preferred_stage_logs": [
+    6,
+    8,
+    10
+  ],
+  "partition_count": 3950,
+  "partition_count_by_segments": {
+    "2": 1,
+    "3": 57,
+    "4": 375,
+    "5": 976,
+    "6": 1287,
+    "7": 924,
+    "8": 330
+  },
+  "shortlist_policy": {
+    "top_per_segment_count": 4,
+    "boundary_penalty": 1.0,
+    "note": "shortlist covers M; execution_shortlist covers every legal (M,G); event timing ranks candidates"
+  },
+  "shortlist": [
+    {
+      "segment_count": 2,
+      "stage_partition": [
+        10,
+        10
+      ],
+      "logical_boundary_count": 1,
+      "minimum_execution_group_count": 2,
+      "minimum_materialized_boundary_count": 1,
+      "full_scratch_value_passes": 2,
+      "full_scratch_workspace_bytes": 4194304,
+      "minimum_full_scratch_workspace_bytes": 4194304,
+      "publication_tokens": 1,
+      "minimum_publication_tokens": 1,
+      "task_counts": [
+        1024,
+        1024
+      ],
+      "stage_min": 10,
+      "stage_max": 10,
+      "stage_stddev": 0.0,
+      "default_cta_weights": [
+        10,
+        10
+      ],
+      "physical_templates": [
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix2",
+            "radix2"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix4",
+            "radix4"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix8",
+            "radix8"
+          ]
+        },
+        {
+          "kind": "tail-specialized",
+          "cores": [
+            "radix4",
+            "radix8"
+          ]
+        }
+      ],
+      "execution_templates": [
+        {
+          "kind": "full-scratch",
+          "boundary_storage": [
+            "full-scratch"
+          ],
+          "execution_stage_partition": [
+            10,
+            10
+          ],
+          "execution_group_count": 2,
+          "materialized_boundary_count": 1
+        },
+        {
+          "kind": "ring",
+          "boundary_storage": [
+            "ring"
+          ],
+          "execution_stage_partition": [
+            10,
+            10
+          ],
+          "execution_group_count": 2,
+          "materialized_boundary_count": 1
+        }
+      ],
+      "static_score": 1.0
+    },
+    {
+      "segment_count": 3,
+      "stage_partition": [
+        6,
+        6,
+        8
+      ],
+      "logical_boundary_count": 2,
+      "minimum_execution_group_count": 3,
+      "minimum_materialized_boundary_count": 2,
+      "full_scratch_value_passes": 3,
+      "full_scratch_workspace_bytes": 8388608,
+      "minimum_full_scratch_workspace_bytes": 8388608,
+      "publication_tokens": 320,
+      "minimum_publication_tokens": 320,
+      "task_counts": [
+        16384,
+        16384,
+        4096
+      ],
+      "stage_min": 6,
+      "stage_max": 8,
+      "stage_stddev": 0.9428090415820634,
+      "default_cta_weights": [
+        6,
+        6,
+        8
+      ],
+      "physical_templates": [
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix2",
+            "radix2",
+            "radix2"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix4"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix8",
+            "radix8",
+            "radix8"
+          ]
+        },
+        {
+          "kind": "tail-specialized",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix8"
+          ]
+        }
+      ],
+      "execution_templates": [
+        {
+          "kind": "full-scratch",
+          "boundary_storage": [
+            "full-scratch",
+            "full-scratch"
+          ],
+          "execution_stage_partition": [
+            6,
+            6,
+            8
+          ],
+          "execution_group_count": 3,
+          "materialized_boundary_count": 2
+        },
+        {
+          "kind": "ring",
+          "boundary_storage": [
+            "ring",
+            "ring"
+          ],
+          "execution_stage_partition": [
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+            6,
+            8
+          ],
+          "execution_group_count": 3,
+          "materialized_boundary_count": 2
+        }
+      ],
+      "static_score": 2.2357022603955157
+    },
+    {
+      "segment_count": 3,
+      "stage_partition": [
+        6,
+        8,
+        6
+      ],
+      "logical_boundary_count": 2,
+      "minimum_execution_group_count": 3,
+      "minimum_materialized_boundary_count": 2,
+      "full_scratch_value_passes": 3,
+      "full_scratch_workspace_bytes": 8388608,
+      "minimum_full_scratch_workspace_bytes": 8388608,
+      "publication_tokens": 128,
+      "minimum_publication_tokens": 128,
+      "task_counts": [
+        16384,
+        4096,
+        16384
+      ],
+      "stage_min": 6,
+      "stage_max": 8,
+      "stage_stddev": 0.9428090415820634,
+      "default_cta_weights": [
+        6,
+        8,
+        6
+      ],
+      "physical_templates": [
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix2",
+            "radix2",
+            "radix2"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix4"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix8",
+            "radix8",
+            "radix8"
+          ]
+        },
+        {
+          "kind": "tail-specialized",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix8"
+          ]
+        }
+      ],
+      "execution_templates": [
+        {
+          "kind": "full-scratch",
+          "boundary_storage": [
+            "full-scratch",
+            "full-scratch"
+          ],
+          "execution_stage_partition": [
+            6,
+            8,
+            6
+          ],
+          "execution_group_count": 3,
+          "materialized_boundary_count": 2
+        },
+        {
+          "kind": "ring",
+          "boundary_storage": [
+            "ring",
+            "ring"
+          ],
+          "execution_stage_partition": [
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+            8,
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+          "execution_group_count": 3,
+          "materialized_boundary_count": 2
+        }
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+      "static_score": 2.3357022603955158
+    },
+    {
+      "segment_count": 3,
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+        6,
+        6
+      ],
+      "logical_boundary_count": 2,
+      "minimum_execution_group_count": 3,
+      "minimum_materialized_boundary_count": 2,
+      "full_scratch_value_passes": 3,
+      "full_scratch_workspace_bytes": 8388608,
+      "minimum_full_scratch_workspace_bytes": 8388608,
+      "publication_tokens": 320,
+      "minimum_publication_tokens": 320,
+      "task_counts": [
+        4096,
+        16384,
+        16384
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+      "stage_min": 6,
+      "stage_max": 8,
+      "stage_stddev": 0.9428090415820634,
+      "default_cta_weights": [
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+        6,
+        6
+      ],
+      "physical_templates": [
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix2",
+            "radix2",
+            "radix2"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix4"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix8",
+            "radix8",
+            "radix8"
+          ]
+        },
+        {
+          "kind": "tail-specialized",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix8"
+          ]
+        }
+      ],
+      "execution_templates": [
+        {
+          "kind": "full-scratch",
+          "boundary_storage": [
+            "full-scratch",
+            "full-scratch"
+          ],
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+            6,
+            6
+          ],
+          "execution_group_count": 3,
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+        {
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+          "materialized_boundary_count": 2
+        }
+      ],
+      "static_score": 2.3357022603955158
+    },
+    {
+      "segment_count": 3,
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+        5,
+        10
+      ],
+      "logical_boundary_count": 2,
+      "minimum_execution_group_count": 2,
+      "minimum_materialized_boundary_count": 1,
+      "full_scratch_value_passes": 3,
+      "full_scratch_workspace_bytes": 8388608,
+      "minimum_full_scratch_workspace_bytes": 4194304,
+      "publication_tokens": 1056,
+      "minimum_publication_tokens": 1,
+      "task_counts": [
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+        32768,
+        1024
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+      "stage_stddev": 2.357022603955158,
+      "default_cta_weights": [
+        5,
+        5,
+        10
+      ],
+      "physical_templates": [
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix2",
+            "radix2",
+            "radix2"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix4"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix8",
+            "radix8",
+            "radix8"
+          ]
+        },
+        {
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+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          7,
+          9
+        ],
+        "execution_group_count": 4,
+        "materialized_boundary_count": 3
+      },
+      "static_score": 31.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          5,
+          9
+        ],
+        "execution_group_count": 5,
+        "materialized_boundary_count": 4
+      },
+      "static_score": 32.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          2,
+          3,
+          9
+        ],
+        "execution_group_count": 6,
+        "materialized_boundary_count": 5
+      },
+      "static_score": 33.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          2,
+          3,
+          3,
+          6
+        ],
+        "execution_group_count": 7,
+        "materialized_boundary_count": 6
+      },
+      "static_score": 34.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "full-scratch",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          2,
+          3,
+          3,
+          3,
+          3
+        ],
+        "execution_group_count": 8,
+        "materialized_boundary_count": 7
+      },
+      "static_score": 35.125
+    }
+  ]
+}
diff --git a/config/v100_v06_v07_comparison.json b/config/v100_v06_v07_comparison.json
new file mode 100644
index 0000000..4571d8f
--- /dev/null
+++ b/config/v100_v06_v07_comparison.json
@@ -0,0 +1,55 @@
+{
+  "schema_version": 1,
+  "hardware": "v100-sm70",
+  "protocol": {"warmup": 30, "repeat": 500, "trials": 3, "seed": 20260817},
+  "workloads": [
+    {
+      "id": "ntt10_u64", "operator": "ntt", "precision": "uint64",
+      "modulus": "1152921504606584833", "modulus_bits": 60, "logN": 10,
+      "direction": "forward", "normalization": "none", "placement": "out-of-place",
+      "output_order": "natural", "batches": [1, 16, 80, 160, 256, 512],
+      "implementations": [
+        {"id": "v06", "name": "v0.6-fixed-baseline", "runner": "ntt", "reference": true,
+         "args": ["--backend", "baseline", "--word-bits", "64", "--output-order", "natural"]},
+        {"id": "v06_search", "name": "v0.6-search-tile256", "runner": "ntt",
+         "args": ["--backend", "tile256", "--word-bits", "64", "--output-order", "natural"]},
+        {"id": "v07", "name": "v0.7-base-hybrid-dataflow-Ur1-Td4", "runner": "ntt",
+         "args": ["--backend", "hybrid-dataflow", "--word-bits", "64", "--flow-tile-log", "5", "--stage-space", "5", "--data-space", "16", "--role-stages", "1", "--data-time", "4", "--token-interleave", "1"]},
+        {"id": "v07_search", "name": "v0.7-search-hybrid-dataflow-static-table", "runner": "ntt",
+         "args": ["--backend", "hybrid-dataflow", "--word-bits", "64"]}
+      ]
+    },
+    {
+      "id": "ntt12_u32", "operator": "ntt", "precision": "uint32",
+      "modulus": "1073479681", "modulus_bits": 30, "logN": 12,
+      "direction": "forward", "normalization": "none", "placement": "out-of-place",
+      "output_order": "natural", "batches": [1, 16, 80, 160, 256, 512],
+      "implementations": [
+        {"id": "v06", "name": "v0.6-fixed-hybrid2d-radix2", "runner": "ntt", "reference": true,
+         "args": ["--backend", "hybrid2d", "--compute-unit", "radix2", "--word-bits", "32", "--cross-twiddle", "fused", "--output-order", "natural"]},
+        {"id": "v06_search", "name": "v0.6-search-hybrid2d-radix4", "runner": "ntt",
+         "args": ["--backend", "hybrid2d", "--compute-unit", "radix4", "--word-bits", "32", "--cross-twiddle", "fused", "--output-order", "natural"]},
+        {"id": "v07", "name": "v0.7-base-hybrid-dataflow-Ur1-Td4", "runner": "ntt",
+         "args": ["--backend", "hybrid-dataflow", "--word-bits", "32", "--flow-tile-log", "6", "--stage-space", "6", "--data-space", "32", "--role-stages", "1", "--data-time", "4", "--token-interleave", "1"]},
+        {"id": "v07_search", "name": "v0.7-search-hybrid-dataflow-static-table", "runner": "ntt",
+         "args": ["--backend", "hybrid-dataflow", "--word-bits", "32"]}
+      ]
+    },
+    {
+      "id": "ntt12_u64", "operator": "ntt", "precision": "uint64",
+      "modulus": "1152921504606584833", "modulus_bits": 60, "logN": 12,
+      "direction": "forward", "normalization": "none", "placement": "out-of-place",
+      "output_order": "natural", "batches": [1, 16, 80, 160, 256, 512],
+      "implementations": [
+        {"id": "v06", "name": "v0.6-fixed-hybrid2d-radix2", "runner": "ntt", "reference": true,
+         "args": ["--backend", "hybrid2d", "--compute-unit", "radix2", "--word-bits", "64", "--cross-twiddle", "fused", "--output-order", "natural"]},
+        {"id": "v06_search", "name": "v0.6-search-hybrid2d-radix4", "runner": "ntt",
+         "args": ["--backend", "hybrid2d", "--compute-unit", "radix4", "--word-bits", "64", "--cross-twiddle", "fused", "--output-order", "natural"]},
+        {"id": "v07", "name": "v0.7-base-hybrid-dataflow-Ur1-Td4", "runner": "ntt",
+         "args": ["--backend", "hybrid-dataflow", "--word-bits", "64", "--flow-tile-log", "6", "--stage-space", "6", "--data-space", "16", "--role-stages", "1", "--data-time", "4", "--token-interleave", "1"]},
+        {"id": "v07_search", "name": "v0.7-search-hybrid-dataflow-static-table", "runner": "ntt",
+         "args": ["--backend", "hybrid-dataflow", "--word-bits", "64"]}
+      ]
+    }
+  ]
+}
diff --git a/docs/README.md b/docs/README.md
index efc129a..b447f41 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -23,6 +23,7 @@ Started](getting_started.md); architecture and paper readers should begin with
 | [Examples](examples.md) | Which minimal, build-checked example matches each integration style? |
 | [Device API](device_api.md) | What is the shortest device-pointer integration recipe? |
 | [Runtime Mapping Selector](runtime_selector.md) | How does a supported workload resolve to a calibrated mapping? |
+| [APPT Static Layout](appt_static_layout.md) | How does static output remap fixed-owner tail stores, and how is natural order restored online? |
 
 ## Reading Paths
 
@@ -39,6 +40,8 @@ Methodology](hardware_mapping_methodology.md) for resource demand and selection,
 then [Complete Butterfly Design Space](butterfly_design_space.md) for the formal
 object boundaries. [Research Positioning](cubutterfly_positioning.md) and
 [V100 Research Status](research_status.md) delimit the contribution and claims.
+The [APPT Static Layout](appt_static_layout.md) case study then shows how an
+online representation change follows from ownership and sector behavior.
 
 **Kernel and generator development.** Read [FFT Design
 Space](fft_design_space.md), [FFT Pipeline
@@ -83,6 +86,10 @@ comprehensive and scaling reports define the paper-facing comparison protocol.
 | [Structured 2x2 V100 Results](structured_2x2_v100_results.md) | Does a parameterized dense pair unit preserve the mapping methodology across precision and length? |
 | [V100 External Baselines](v100_external_baselines.md) | What do matching-protocol Dao FHT and GPU-NTT comparisons establish? |
 | [V100 Library/Base/Search Comparison](v100_three_way_comparison.md) | How much comes from search, and where does the selected point stand against specialized libraries? |
+| [V100 v0.6/v0.7 Comprehensive Comparison](v06_v07_comprehensive_comparison.md) | How do the mature and streaming NTT paths compare, and what is the current library boundary? |
+| [v0.6/v0.7 Crossover Attribution](../results/v06_v07_crossover/analysis.md) | Are version crossovers inherent, or do they expose missing candidate-space inclusion and CTA-wave boundaries? |
+| [Resident M/G Lowering versus v0.6](resident_v06_comparison.md) | Which v0.7 costs come from logical-boundary materialization, and which remain in physical-core coverage? |
+| [v0.7 Global-Load Sector Root Cause](v07_sector_root_cause.md) | Why can identical external dataflow generate more cache-request sectors, and what is actually pipelined? |
 | [V100 Research Status](research_status.md) | Which claims are closed, what are the current performance boundaries, and what remains? |
 | [General-Shape V100 Selection Results](general_shape_results.md) | How much do composition and physical-core selection recover, and which boundaries remain? |
 | [v0.6 Implementation Status](v0.6_implementation_status.md) | What is implemented, validated, selected by default, retained only as a candidate, or deferred? |
@@ -96,6 +103,14 @@ Repository maintenance and research priorities are documented in
 
 ## Architecture And Mapping
 
+- [Hybrid Dataflow NTT](hybrid_dataflow_ntt.md): strict on-chip graph streaming,
+  four unfolding factors, generated points, and the StagePipeline distinction.
+- [Hierarchical Dataflow NTT](hierarchical_dataflow_ntt.md): one-launch,
+  multi-CTA graph execution with one online-reordered inter-layer boundary.
+- [Homogeneous Two-Level Subgraph Template](homogeneous_subgraph_template.md):
+  generated `K0+K1` roles, per-role data-time traversal, warp-scheduler
+  boundary, and the V100 `10+10` control experiment.
+
 - [Hybrid2D GPU Mapping](hybrid2d_architecture.md): Cooley-Tukey/NTT
   factorization and current CUDA realization.
 - [Processing-Unit Design Space](processing_unit_design_space.md): local
diff --git a/docs/api_reference.md b/docs/api_reference.md
index ecbd71a..f7c29a1 100644
--- a/docs/api_reference.md
+++ b/docs/api_reference.md
@@ -176,13 +176,25 @@ semantic references; they are not performance implementations.
 | `batch` | number of contiguous transforms |
 | `modulus` | prime modulus admitting the requested power-of-two root |
 | `inverse` | forward or inverse transform |
-| `backend` | `Baseline`, `Tile256`, `Hybrid2D`, `CompactStage`, or `StagePipeline` |
+| `input_order` | natural or a compatible APPT static input layout |
+| `output_order` | natural, supported bit-reversed output, or APPT static output |
+| `backend` | `Baseline`, `Tile256`, `Hybrid2D`, `CompactStage`, `StagePipeline`, `HybridDataflow`, `HierarchicalBarrier`, or `HierarchicalDataflow` |
+| `appt_role_mapping` | independent producer/tail/writer service weights, fragment width, and writer tiles per CTA |
 | `stage_space` | StagePipeline unfolding; zero selects its default |
 | `stage_handoff` | `Atomic` or `NamedBarrier` |
 | `n1_log` | Hybrid2D first factor; zero selects a device-derived default |
 | `rows_per_block` | Hybrid2D row grouping; zero selects a device-derived default |
 | `threads_per_block` | Hybrid2D CTA size; zero selects a device-derived default |
 | `compute_unit` | `Auto`, `Radix2`, `Radix4`, or `Radix8` |
+| `hierarchical_core` | `DataflowRadix4` default or generated `Hybrid2DRadix4` physical-unit ablation |
+| `stage_partition` | ordered v0.7 subgraph stage counts; its length is the large-stage count `M` (`2..8`), each generic entry is `2..10`, and entries sum to `log_n` |
+| `subgraph_mappings` | per-subgraph core, thread count, unfolding, and CTA service weight |
+| `boundary_mappings` | per-logical-edge `FullScratch`, `Ring`, or `ResidentFused` realization and buffer count |
+| `execution_group_mappings` | optional physical codelet mappings after resident-fused lowering; its count is physical `G`, not logical `M` |
+| `ready_window` | readiness control; packet-streaming NTT uses `1/2/4/8/16` as 32-cycle polling-backoff quanta (default `2`), while other fixed-role kernels retain the scan-window value for future task stealing |
+| `packet_readiness_mode` | experimental packet-streaming publication identity: `PerPacket` uses one word per packet; `WaveBitmap` retains packet identity as bits and polls four masked words per q-wave |
+| `packet_compute_layout` | experimental online stage-0/1 mapping: `InterleavedRows` mixes four rows per warp; `WarpRows` assigns one row to each warp for a controlled bank/broadcast ablation |
+| `packet_fold_wave_barriers` | experimental packet-core synchronization ablation; folds the end-of-wave barrier into the next wave's staging barrier and retains one final barrier (default `false`) |
 | `word_bits` | physical word width, 32 or 64 |
 | `cross_twiddle_placement` | `FirstPass`, `SecondPass`, `Fused`, or legacy `FusedBarrett` alias |
 | `modular_multiply` | `Shoup` or `Barrett` |
@@ -193,6 +205,12 @@ semantic references; they are not performance implementations.
 `kDefaultModulus` is `1152921504606584833`. Input coefficients must be reduced
 modulo the selected modulus.
 
+`Plan::config()` preserves the resolved logical `stage_partition`, mappings,
+and boundary policies. Resident-fused edges are lowered internally; the
+resolved physical choices are exposed in `execution_group_mappings`. The CLI
+prints `logical_subgraphs`, `execution_stage_partition`, `execution_groups`,
+and `materialized_boundaries` so measurements cannot conflate `M` with `G`.
+
 ## NTT Plan
 
 | Member | Contract |
@@ -202,6 +220,7 @@ modulo the selected modulus.
 | `selection()` | automatic-selection decision metadata |
 | `points_per_transform()` | `2^log_n` |
 | `data_size()` | bytes for all contiguous batches |
+| `pipeline_trace()` | per-physical-execution-group `%globaltimer` start/end records after a v0.7 execution |
 | `workspace_size()` | minimum scratch bytes |
 | `set_stream`, `stream` | bind/query the CUDA stream |
 | `set_workspace`, `workspace` | bind/query caller-owned or internal scratch |
diff --git a/docs/appt_static_layout.md b/docs/appt_static_layout.md
new file mode 100644
index 0000000..4cbcaae
--- /dev/null
+++ b/docs/appt_static_layout.md
@@ -0,0 +1,131 @@
+# APPT Static Layout and Online Writer
+
+## Why This Boundary Exists
+
+The `7+7+6` register-tail kernel already keeps each dependency-closed tail on
+chip. Its remaining final store was nevertheless expensive: one tail task owns
+a fixed `c`, while natural order makes adjacent threads land 128 elements
+apart. This is a layout/ownership mismatch, not an NTT arithmetic problem.
+
+APPT resolves the mismatch by changing the representation at the subgraph
+boundary. For natural index
+
+```text
+i = (a << 14) | (d << 7) | c
+```
+
+the V100 logN=20 layout is
+
+```text
+phi(i) = (a << 14) | (c << 7) |
+         ((d & ~mask) | ((d XOR c) & mask))
+mask   = fragment_width - 1
+```
+
+`fragment_width` is a searched hardware parameter in `{8,16,32}`. The XOR is
+an involution within each fragment, so the inverse uses the same low-bit XOR.
+The public compatibility ID includes the transform, stage partition, XOR
+scheme, fragment width, and ABI version. Two plans may chain static buffers
+only when their IDs match exactly.
+
+## Architecture Mapping
+
+```text
+natural/static input
+        |
+        v
+ producer CTAs       S-space: stages 0..6; D-time: four c microgroups
+        |
+        | state1 [a,c,d] + dependency counters
+        v
+ tail CTAs           S-time: stages 7..19; low/high halves remain resident
+        |
+        | phi(a,d,c), coalesced APPT static publication
+        +-------------------------------> APPT-static output
+        |
+        | fragment readiness
+        v
+ writer CTAs         D-space: independent warp tiles (fragment x 32)
+        |
+        | shared XOR transpose, warp-local synchronization
+        v
+ natural output
+```
+
+Producer, tail, and writer weights are physical service-rate parameters. They
+are deliberately separate from the three logical stage descriptors. The
+cooperative grid fixes all roles concurrently, allowing the writer to consume
+ready fragments while other CTAs continue producer and tail work. There is one
+kernel launch and no grid barrier. Natural output reuses `state1` for completed
+static values; it does not allocate another N-element workspace.
+
+Each writer warp owns one `fragment_width x 32` shared slot. Loads follow the
+static `c,d` representation and stores follow natural `d,c` order. Independent
+warps use `__syncwarp`, avoiding the CTA barriers that dominated the first
+writer implementation.
+
+## Public Contracts
+
+The C++ API adds `InputOrder::ApptStatic`, `OutputOrder::ApptStatic`,
+`ApptRoleMapping`, `Plan::appt_layout_info()`, `appt_static_index()`, and
+`appt_natural_index()`. The C API exposes the same contract through
+`cubutterflySetNttLayouts` and `cubutterflyPlanGetNttLayoutInfo`.
+
+The physical kernel is currently restricted to a packed, out-of-place,
+logN=20 NTT with partition `7+7+6` and the APPT register-tail core. Other
+shapes fail explicitly. Natural output remains the fair external-library
+contract. Static output is reported separately as the compatible chaining
+ceiling.
+
+## Preliminary V100 Results
+
+CUDA-event timings below are medians of three independent processes, each with
+three warmups and twenty repeats. They validate the selected neighborhood;
+they are not the final paper table. `v0.6` is the mature resident `10+10`
+radix-4 kernel.
+
+| word bits | batch | v0.6 ms | APPT static ms | warp-writer natural ms | natural/v0.6 throughput |
+|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | 0.147 | 0.177 | 0.220 | 0.668x |
+| 32 | 4 | 0.346 | 0.582 | 0.688 | 0.503x |
+| 32 | 16 | 1.126 | 3.097 | 3.628 | 0.310x |
+| 64 | 1 | 0.203 | 0.265 | 0.327 | 0.623x |
+| 64 | 4 | 0.554 | 0.861 | 1.074 | 0.516x |
+| 64 | 16 | 1.844 | 4.728 | 5.726 | 0.322x |
+
+The experiment establishes two points. First, changing only the output
+representation removes the original fixed-`c` scatter mechanism; the u32
+static path is faster than the previous register-tail natural scatter, and the
+warp writer brings u32 b1 back to approximately that prior kernel time. Second,
+natural conversion remains constrained on u64: 128 registers and 48 KiB
+dynamic shared memory limit residency to two CTAs/SM, so three physical
+services compete inside a smaller resident grid. Both word widths show a new
+batch-16 scaling cliff even after local role-weight search. NCU must determine
+whether the cliff is readiness ordering, cache working set, or memory-service
+competition. The mature v0.6 kernel remains the production/default winner;
+APPT static/register-tail remains an explicit research backend.
+
+## Reproduction
+
+Generate the parameter space and run the CUDA-event scan with:
+
+```bash
+python3 scripts/generate_appt_static_space.py \
+  --word-bits 32 --batch 1 --output /tmp/appt-u32-b1.json
+
+TRIALS=3 WARMUP=3 REPEAT=20 BATCHES=1,4,16 \
+  ./scripts/benchmark_appt_static_layout.sh
+```
+
+NCU requires administrator counter permission on the current server:
+
+```bash
+cd /home/wt/git/Hermes/cuNTT-v05
+sudo -E env BIN="$PWD/build-cuda118/cuntt_bench" \
+  "$PWD/scripts/profile_appt_static_layout_ncu.sh"
+```
+
+The profiler writes raw reports, `summary.csv`, and `analysis.md` under
+`results/ncu_appt_static_layout`. Acceptance thresholds are recorded in
+`config/v100_appt_static_layout.json`; no default promotion should be claimed
+until the NCU sector limits and multi-trial natural-order thresholds pass.
diff --git a/docs/c_api.md b/docs/c_api.md
index 5d41933..8c2d5eb 100644
--- a/docs/c_api.md
+++ b/docs/c_api.md
@@ -67,6 +67,50 @@ into a selected warp-register unit. Its algorithm name includes
 The suffix is deliberately absent when the selected core, operator, direction,
 or layout uses the materialized pack fallback.
 
+Power-of-two NTT plans expose the hierarchical local-core choice through the
+explicit algorithm names `ntt-hierarchical-dataflow` (native dataflow radix-4)
+and `ntt-hierarchical-dataflow-hybrid2d-radix4` (the mature Hybrid2D radix-4
+schedule). The latter is currently specialized for `logN=20`, `n1_log=10`;
+runtime measurement considers it only where that shape is legal.
+
+Explicit `ntt-appt-register-tail`, `ntt-appt-register-tail-radix8`, and
+`ntt-appt-register-tail-grouped` plans may expose an APPT static boundary. The
+`ntt-appt-register-tail-grouped-writer-final` variant accepts a natural or APPT
+static input but requires natural output: it fuses the last butterfly stage
+with the static-to-natural writer. The
+`ntt-appt-register-tail-grouped-writer-final-data-time` variant additionally
+traverses a batch transform group inside each fixed spatial task. Grouped
+algorithms select an `a`-space group
+of 16 through the public preset; the research CLI exposes 8/16/32 for
+architecture scans.
+
+`ntt-appt-register-tail-grouped-writer-final-resident` is the experimental
+fixed-`a` composite core. It keeps stages 0--13 in one resident 128x128
+subgraph and requires natural output. The current 96 KiB V100 specialization
+is exposed for research and explicit-plan reproduction; it is not an automatic
+selection candidate.
+
+`ntt-appt-register-tail-grouped-writer-final-resident-quarter` preserves that
+dependency closure and boundary layout while using four 32-row execution
+quarters and a 48 KiB shared-memory budget. It is also explicit-only: the
+current V100 implementation restores two CTA/SM but still spills retained
+state, so automatic selection continues to prefer measured production cores.
+
+```c
+cubutterflySetNttLayouts(descriptor,
+    CUBUTTERFLY_NTT_LAYOUT_NATURAL,
+    CUBUTTERFLY_NTT_LAYOUT_APPT_STATIC);
+cubutterflyCreatePlan(handle, descriptor, &plan);
+
+cubutterflyNttLayoutInfo_t layout;
+cubutterflyPlanGetNttLayoutInfo(plan, &layout);
+```
+
+The current C ABI supports this layout only for a packed rank-one, out-of-place
+logN=20 NTT. A consumer must compare `compatibility_id` before reusing a static
+buffer. Natural-to-static, static-to-natural, and static-to-static plans retain
+the same mathematical NTT; only the external index representation changes.
+
 ## Selection And Cache
 
 The default policy uses this order:
diff --git a/docs/design_overview.md b/docs/design_overview.md
index 5ac8806..a7f5311 100644
--- a/docs/design_overview.md
+++ b/docs/design_overview.md
@@ -220,6 +220,11 @@ graph, mapping, unit, layout, realization, and selector is specified in
 
 ## 8. Current Claim Boundary
 
+The experimental NTT [Hybrid Dataflow backend](hybrid_dataflow_ntt.md) is the
+first strict realization of fixed-size subgraph streaming across both stage and
+data dimensions. It is separated from the older StagePipeline baseline so that
+the architectural contribution can be tested against subkernel time reuse.
+
 The artifact demonstrates on V100 that one mapping vocabulary survives changes
 in operator and processing unit, that the best factorization changes with
 length, batch, and precision, and that counter-guided changes predict measured
diff --git a/docs/getting_started.md b/docs/getting_started.md
index 4afbcca..b2ea9b1 100644
--- a/docs/getting_started.md
+++ b/docs/getting_started.md
@@ -85,6 +85,74 @@ compute-sanitizer --tool racecheck ./build/cubutterfly_tests
 
 ## NTT CLI
 
+The experimental resident graph-streaming backend is selected explicitly:
+
+```bash
+./build/cuntt_bench --backend hybrid-dataflow --logN 12 --batch 16 \
+  --compute-unit radix4 \
+  --flow-tile-log 6 --stage-space 6 --role-stages 6 \
+  --data-space 16 --data-time 12 --token-interleave 1 \
+  --pipeline-buffers 2 --dataflow-layout hermes-xor \
+  --dataflow-state inplace --stage-handoff named-barrier --verify
+```
+
+It has zero global workspace and rejects transforms that do not fit in one
+CTA's shared memory. It is not selected by `--auto-select`.
+
+The preserved v0.6 two-phase implementation is explicit:
+
+```bash
+./build/cuntt_bench --backend hierarchical-barrier \
+  --logN 20 --batch 4 --word-bits 32 --modulus 998244353 \
+  --n1-log 10 --rows-per-block 4 --data-time 1 \
+  --threads-per-block 256 --verify
+```
+
+This backend requires cooperative launch support and one full-size workspace
+for its online-transposed inter-layer boundary. `n1_log` selects the first
+resident graph layer; the second contains `logN-n1_log` stages. Both local
+lengths must currently be in `6..10`.
+
+At the generated `10+10` point, add `--hierarchical-core hybrid2d-radix4` to
+select the mature Hybrid2D local schedule as an explicit physical-unit
+ablation. The default is `dataflow-radix4`.
+
+The v0.7 backend accepts a variable subgraph decomposition and records direct
+evidence of overlap:
+
+```bash
+./build/cuntt_bench --backend hierarchical-dataflow \
+  --logN 15 --batch 2 --stage-partition 5,5,5 \
+  --segment-threads 256 --segment-cta-weights 5,5,5 \
+  --boundary-storage full-scratch --trace-pipeline --verify
+```
+
+For a large batch, `--boundary-storage ring --boundary-buffers 2` bounds each
+edge to two transform slots. Epoch tokens prevent a slot from being overwritten
+until every downstream task has loaded its prior transform.
+
+Adjacent segments overlap when `pipeline_segment_(i+1).start` is smaller than
+`pipeline_segment_i.end`. The streaming ABI provides generic radix-2/4/8
+subgraph cores with warp-level data-space unfolding. On V100, `logN=20`
+defaults to a generated `10+10` point that imports the mature four-row resident
+radix-4 core; use an explicit `7,7,6` partition to study the three-segment
+single-transform wavefront. The latter accepts `--segment-units 8|16|32`; its
+measured V100 default is 32 units per CTA with `6,6,8` role weights.
+
+`--compute-unit radix4` selects the primary resident physical unit. It combines
+two NTT stages before each CTA synchronization while retaining the full state
+on chip. `--compute-unit radix2` selects the original persistent-role pipeline
+as an architectural ablation; `radix8` is not generated for this backend.
+
+`--role-stages 1` selects the original one-stage-per-role stream.
+`--role-stages K` fuses `K` consecutive stages in registers and is available
+only for points emitted by the target manifest.
+`--token-interleave 2` selects the two-token register software-pipeline
+ablation. It is distinct from `--data-time`, which sets packet depth.
+`--target-ctas-per-sm K` selects a generated launch-bounds candidate. The V100
+default is `1`; higher targets are explicit physical-unit ablations, not runtime
+promises.
+
 ```bash
 ./build/cuntt_bench --help
 ```
diff --git a/docs/hierarchical_dataflow_ntt.md b/docs/hierarchical_dataflow_ntt.md
new file mode 100644
index 0000000..2a9a3f1
--- /dev/null
+++ b/docs/hierarchical_dataflow_ntt.md
@@ -0,0 +1,982 @@
+# Hierarchical Dataflow NTT
+
+## Why A Second Dataflow Backend Exists
+
+Strict `HybridDataflow` keeps one complete transform in one CTA. It proves that
+stage-space and data-space reuse can form a resident graph, but shared memory is
+CTA-private: once the transform state becomes large, one CTA cannot expose
+enough intra-transform parallelism.
+
+The old implementation is now named `HierarchicalBarrier`: it executes all
+first-layer tasks, calls a grid-wide barrier, then executes all second-layer
+tasks. `HierarchicalDataflow` now names the v0.7 implementation. It accepts an
+arbitrary `stage_partition`, maps each fixed-size subgraph to persistent CTA
+roles, and starts a consumer when its dependency wave is visible.
+
+```mermaid
+flowchart LR
+  I[Global input] --> L1[Layer 1 persistent CTAs]
+  subgraph K[One cooperative kernel]
+    direction LR
+    L1 --> S1[resident radix-4 subgraphs]
+    S1 --> B[online-transposed boundary]
+    B --> R[dependency-wave readiness]
+    R --> L2[Layer 2 persistent CTAs]
+    L2 --> S2[resident radix-4 subgraphs]
+  end
+  S2 --> O[Natural-order output]
+```
+
+There is one grid synchronization at kernel entry to initialize counters. There
+is no grid synchronization between computation segments. CTA roles are
+interleaved in launch order so producer and consumer roles coexist in each
+residency wave.
+
+For adjacent digits `(B,C)`, a producer task fixes outer prefix `A` and
+remainder `(C,D)`, while a consumer fixes `(A,B)` and `D`. All producers that
+share `(A,D)` form one dependency wave: once every `C` task completes, all `B`
+consumers in that wave are ready. Full-scratch mode therefore publishes one
+counter per `(A,D)` wave instead of polling one token per coefficient.
+
+This boundary is not a stage-by-stage spill. It is one full-size, globally
+visible permutation between two resident layers, required because CUDA cannot
+directly share CTA-local state. Cross-layer twiddles are fused into the second
+layer's butterfly coefficients, so the boundary does not add an independent
+modular multiplication per element.
+
+## Mapping Parameters
+
+For a transform with `logN = n1_log + n2_log`:
+
+| Axis | Control | Hardware meaning |
+|:--|:--|:--|
+| resident stage space `U_s` | local layer length | two stages per radix-4 CTA barrier |
+| graph time `T_s` | two cooperative layers | one grid-wide handoff rather than one launch per layer |
+| subgraph data space `U_d` | `units_per_cta` | independent resident subgraphs owned by one CTA |
+| subgraph data time `T_d` | `data_time` | subgraphs serially streamed by a persistent CTA |
+| block residency `R_b` | `target_ctas_per_sm` | persistent grid size and achievable occupancy |
+| physical width | `threads_per_block` | lane supply versus registers and shared-state pressure |
+
+The descriptor path supports `M=2..8` ordered subgraphs with local logs in
+`2..10` and `sum(stage_partition)=logN`; overall `logN=12..20` remains the API
+range. The generic path maps one unit to a warp. Specialized resident kernels
+expose `units_per_cta` independently from the logical stage partition; current
+V100 instances cover `10+10` and the compiled permutations of `6+7+7` and
+`6+6+8`. The physical unit is fused-Shoup resident radix-4. Automatic `R_b`
+uses the exact compiled kernel's CUDA occupancy, while an impossible explicit
+value is rejected.
+
+`M` is deliberately not the number of global passes. Every logical edge has a
+boundary realization: `full-scratch`, bounded `ring`, or `resident-fused`.
+Adjacent subgraphs connected by resident-fused edges are lowered into one
+physical execution group. If the lowering produces `G` groups, the runtime
+descriptor contains `G` roles and only `G-1` materialized boundaries, while
+the public plan still reports the original logical partition and its `M`
+subgraph mappings. `execution_group_mappings` selects the physical codelet for
+these lowered groups independently from the logical mappings.
+
+```mermaid
+flowchart LR
+  L[Logical partition: M subgraphs] --> E[Choose each edge realization]
+  E --> F[Resident-fuse adjacent subgraphs]
+  F --> G[Physical schedule: G execution groups]
+  G --> W[G-1 global or ring boundaries]
+  G --> C[Per-group processing-unit mapping]
+```
+
+Two physical radix-4 schedules are explicit at the `10+10` point:
+
+- `dataflow-radix4` is the default unit developed with the persistent graph;
+- `hybrid2d-radix4` imports the mature Hybrid2D coefficient reuse and index
+  schedule as a generated ablation.
+
+Both execute identical NTT arithmetic and use the same outer graph. They differ
+only in the local instruction schedule and register live ranges.
+
+The resident lowering control confirms this separation. Every logical
+`M=2..8` candidate can lower to the same `G=2,10+10` schedule. Its measured
+spread across M is at most 1.99% for batch 1/4/16. Holding that lowering fixed
+and changing only the execution-group core from generic radix-4 to
+`dataflow-radix4` improves median time by 2.88x/3.04x/3.25x. Thus M is not a
+proxy for global passes, and processing-unit quality is not attributed to the
+architecture-level factorization.
+
+NCU closes the mechanism: resident G4-to-G2 lowering removes
+2.56x--2.73x load sectors and 4.91x--5.01x warp instructions; physical-core
+replacement removes a further 2.62x--2.64x load sectors, reduces registers
+from 72 to 40, and nearly doubles active warps. M2/M4 counter deltas remain
+within 1.27% after both lower to the same physical core.
+
+## Relationship To Existing Backends
+
+| Backend | launches | ownership | materialized internal boundaries | useful regime |
+|:--|---:|:--|---:|:--|
+| Hybrid2D | 2 | many CTAs per layer | 1 | mature large-transform path |
+| HybridDataflow | 1 | 1 CTA per transform | 0 | strict residency and small transforms |
+| HierarchicalBarrier | 1 | persistent two-phase graph | 1 | preserved v0.6 mature radix-4 baseline |
+| HierarchicalDataflow | 1 | readiness-driven multi-CTA graph | G-1, with G <= M | v0.7 variable subgraph stream |
+
+The comparison isolates orchestration from the local arithmetic unit. The
+generic path maps one independent subgraph to each warp, so a 256-thread CTA
+executes eight subgraphs concurrently with warp-local synchronization. The
+generated V100 `10+10` point imports the validated resident radix-4 unit with
+four rows per CTA and fused cross-dimension coefficients, then changes only
+ownership and handoff scheduling.
+
+## V100 Boundary Result (HierarchicalBarrier)
+
+The first fixed-total-work screen uses approximately `2^22` points for each
+length. All 20 backend/precision cases pass exact modular verification. The
+most important crossover is at `logN=20, batch=4`:
+
+| words | Hybrid2D ms | hierarchical ms | relative to Hybrid2D | selected hierarchical point |
+|---:|---:|---:|---:|:--|
+| 32 | 0.2806 | 0.2421 | 1.159x faster | rows=4, Td=1, threads=256, Rb=5 |
+| 64 | 0.4280 | 0.4572 | 0.936x | rows=2, Td=1, threads=512, Rb=2 |
+
+These are medians of three confirmation runs with 30 warmups and 200 measured
+iterations. The initial complete design-space CSV is
+[`results/hierarchical_dataflow_log20_space.csv`](../results/hierarchical_dataflow_log20_space.csv).
+It shows a numeric-width resource cliff: the 32-bit point sustains five CTAs/SM,
+whereas the best 64-bit point sustains only two. The remaining 64-bit deficit is
+therefore a physical-state/residency problem, not evidence that the two-layer
+dataflow schedule changes the NTT formula.
+
+The matched NCU capture confirms that both plans move essentially the same
+amount of DRAM data. For uint32, HierarchicalDataflow is 1.215x faster under
+NCU while executing 6.6% fewer warp instructions and 1.5% fewer integer thread
+instructions. For uint64 it is 0.932x, executes 5.4% more warp instructions and
+7.1% more integer instructions, uses 48 rather than 32 registers/thread, and
+admits two rather than four register-limited CTAs/SM. The complete plan totals
+are in
+[`results/ncu_hierarchical_dataflow/analysis.md`](../results/ncu_hierarchical_dataflow/analysis.md).
+
+A controlled `launch_bounds` experiment forced the uint64 kernel to 40
+registers and three nominal CTAs/SM, but introduced a 16-byte/thread stack frame
+and regressed event time. Explicitly reusing radix-4 coefficients similarly
+reduced the reported register count while lengthening live ranges and losing
+performance. Both candidates were rejected. On V100, reducing reported
+registers is not sufficient; the next unit must remove persistent-loop/index
+instructions without spilling or shortening the modular-arithmetic dependency
+hiding window.
+
+The explicit mature-core experiment reinforces this boundary. At
+`logN=20,batch=4`, `hybrid2d-radix4` uses 32 versus 38 registers/thread for
+uint32 and 44 versus 48 for uint64, but is respectively 6.2% and 3.6% slower
+than `dataflow-radix4`. Lower register count does not cross the V100 block
+allocation boundary for the selected uint64 point, while the changed live
+range loses useful modular-arithmetic ILP. The mature unit remains selectable
+as a processing-core ablation rather than becoming the default.
+
+Matched NCU confirms the mechanism. The native unit is 1.147x/1.029x faster
+for uint32/uint64 even though the mature unit executes 5.7%/4.6% fewer warp
+instructions and 8.3%/6.0% fewer integer thread instructions. Effective
+residency remains 5/5 CTAs per SM for uint32 and 2/2 for uint64. Mature-core
+long-scoreboard stall rises by 12.45/3.43 percentage points while active warps
+are unchanged. This is a physical-unit load/dependency scheduling regression,
+not an outer-graph or DRAM-traffic regression. Full counters are in
+[`results/ncu_hierarchical_cores/analysis.md`](../results/ncu_hierarchical_cores/analysis.md).
+
+## Reproduction
+
+Run the length screen or the full `logN=20` physical scan from any directory:
+
+```bash
+MODE=screen ./scripts/benchmark_hierarchical_dataflow.sh
+MODE=space WARMUP=20 REPEAT=100 ./scripts/benchmark_hierarchical_dataflow.sh
+MODE=cores WARMUP=30 REPEAT=200 ./scripts/benchmark_hierarchical_dataflow.sh
+./scripts/benchmark_resident_execution_groups.sh
+EXECUTION_GROUPS=2 INCLUDE_MATCHED_CONTROLS=0 \
+  EXECUTION_GROUP_CORE=dataflow-radix4 TARGET_CTAS_PER_SM=4 \
+  ./scripts/benchmark_resident_execution_groups.sh
+./scripts/benchmark_resident_v06_comparison.sh
+```
+
+The final command runs the matched 32/64-bit, length, and batch matrix against
+both mature v0.6 candidates. Its confirmed result and interpretation are in
+[`resident_v06_comparison.md`](resident_v06_comparison.md).
+
+Collect matched NCU records for the two numeric crossover points:
+
+```bash
+sudo -E ./scripts/profile_hierarchical_dataflow_ncu.sh
+sudo -E ./scripts/profile_hierarchical_cores_ncu.sh
+BIN="$PWD/build-v07/cuntt_bench" ./scripts/benchmark_hierarchical_resident_776.sh
+sudo -E env BIN="$PWD/build-v07/cuntt_bench" ./scripts/profile_hierarchical_streaming_ncu.sh
+```
+
+The profiler captures DRAM bytes, integer instructions, active warps, barrier
+and scoreboard stalls, registers, shared memory, waves, and occupancy limits.
+
+## v0.7 Wave/Resident Result
+
+The correctness-first implementation exposed a 13.5x regression at
+`logN=20,batch=4`: per-coefficient polling, runtime indexing, and one subgraph
+per CTA raised warp instructions 5.63x and measured DRAM traffic 4.39x. The
+revised implementation makes three changes:
+
+1. aggregate dependencies into `(A,D)` wave counters;
+2. execute eight warp-local subgraphs per 256-thread CTA in the generic path;
+3. generate a V100 `10+10` path that reuses the mature four-row resident
+   radix-4 core and fused coefficient table.
+
+CUDA-event time for the 64-bit `logN=20,batch=4` checkpoint falls from about
+`6.0 ms` in the original readiness core to `1.49 ms` with generic warp-wave
+`7+7+6`, then to about `0.55--0.56 ms` with the generated `10+10` resident
+point after optimizing the release/acquire handoff. The preserved v0.6 barrier
+path is about `0.50--0.51 ms` at batch 4, leaving roughly a 9% implementation
+gap rather than an order-of-magnitude gap. A measured `9:11` producer/consumer
+split accounts for the second subgraph's fused twiddle and finalization work.
+At batch 8 the two paths are effectively tied; at batch 16 and 32 the stream
+meets or exceeds the barrier path as additional homogeneous transforms amortize
+pipeline fill, drain, and fixed-role tails.
+
+The initial diagnosis and the post-fix checkpoint are recorded in
+[`results/hierarchical_streaming/v07_ncu_analysis.md`](../results/hierarchical_streaming/v07_ncu_analysis.md)
+and
+[`results/hierarchical_streaming/v07_wave_core_checkpoint.md`](../results/hierarchical_streaming/v07_wave_core_checkpoint.md).
+
+The optimized NCU capture reduces specialized-kernel barrier stall below the
+v0.6 barrier path, but exposes a more fundamental boundary. In the generated
+`10+10` row/column mapping, every second-layer row depends on all first-layer
+packets of its transform. Consequently, this point pipelines across batch but
+cannot stream inside one transform. Small-batch replacement requires either a
+specialized three-or-more-layer mapping or online reordering that produces
+packets with a local dependency closure. A single global work queue was tested
+and rejected because packet-level atomic arbitration traded waiting for queue
+serialization; the future scheduler must use distributed ownership.
+
+Use `--trace-pipeline` to print per-segment `%globaltimer` intervals. Tests
+require valid intervals and require adjacent overlap for three-or-more segment
+single-transform wavefronts.
+`scripts/generate_ntt_streaming_space.py` enumerates legal partitions, validates
+the producer/consumer DAG, and emits mapping candidates.
+
+A two-segment row/column factorization at batch 1 is a useful negative control:
+each second-segment task needs one value from every first-segment task, so its
+dependency closure prevents layer overlap even though both roles are resident.
+Three segments retain an independent outer digit and produce a real wavefront;
+multiple batch transforms can also fill a two-segment pipeline. The generator
+records this distinction as `single_transform_wavefront`.
+
+### Generated `7+7+6` Single-Transform Wave
+
+The first specialized three-layer point is now implemented for V100
+`logN=20`. Each CTA owns multiple fixed-size radix-4 subgraphs, and the two
+boundaries publish dependency waves instead of whole-transform completion.
+The selected V100 mapping is 32 units per CTA, `6:6:8` role weights, and a
+target of three/two CTAs per SM for uint32/uint64. These parameters are emitted
+by the generator, surfaced in benchmark CSV, and remain explicitly
+overridable through `--segment-units`, `--segment-cta-weights`, and
+`--target-ctas-per-sm`.
+
+Pipeline tracing proves that segment 1 starts before segment 0 ends in a single
+transform. The current second boundary still closes too broadly, so segment 2
+starts only after segment 1 is almost complete. In matched batch-1 timings the
+resident point takes `0.460524 ms` for uint32 and `0.683448 ms` for uint64,
+versus `0.432241/0.567828 ms` for the generic `7+7+6` wave kernel. This is an
+architectural semantics checkpoint, not yet a performance replacement. Full
+measurements and interpretation are in
+[`results/hierarchical_streaming/v07_resident_776_checkpoint.md`](../results/hierarchical_streaming/v07_resident_776_checkpoint.md).
+
+The subsequent matched NCU and three-trial batch sweep show why this point is
+not selected automatically. Resident `10+10` crosses v0.6 around batch 16,
+while resident `7+7+6` falls from 0.187x to 0.096x of v0.6 for uint32 and from
+0.221x to 0.104x for uint64 between batch 1 and 32. At uint64 batch 4 the
+resident three-layer core executes far fewer instructions than the generic
+three-layer core, yet reaches 37.02% barrier stall and 6.282x the v0.6 DRAM
+read traffic. See the
+[`current comprehensive comparison`](../results/hierarchical_streaming/v07_current_comprehensive_comparison.md)
+for the version/library separation and acceptance criteria.
+
+## APPT Four-Axis Macro-Tile Backend
+
+`appt-pipeline` is a separate HierarchicalDataflow physical core. It corrects
+an important limitation of the fixed-role `10+10` and `7+7+6` experiments:
+the entries in `stage_partition` no longer identify different CTA kernels.
+They are time folds of one fixed physical butterfly subgraph.
+
+```mermaid
+flowchart LR
+  subgraph CTA[one persistent CTA: fixed physical subgraph]
+    W0[warp role 0] -->|shared ring token| W1[warp role 1]
+    W1 -->|shared ring token| WX[...]
+    WX -->|shared ring token| WU[warp role Us-1]
+  end
+  D0[Td token 0] --> W0
+  D1[Td token 1] --> W0
+  DN[Td token n] --> W0
+  WU --> R[online fold layout]
+  R -->|next Ts fold, same warp roles| W0
+```
+
+The concrete mapping is `A=(Us/Ts,Ud/Td)`:
+
+| APPT axis | CUDA realization | current control |
+|:--|:--|:--|
+| stage space `Us` | fixed warp pipeline depth | first `stage_partition` entry |
+| stage time `Ts` | reuse of those roles after a fold | number of partition entries |
+| data space `Ud` | butterflies active in a warp | `segment_data_space` |
+| data time `Td` | independent tokens fed through the same roles | `segment_data_time` |
+| physical stage fusion | logical stages retained in one warp's registers | `segment_role_stages` |
+| physical subgraph replication | independent complete warp pipelines per CTA | `segment_units / ceil(Us / role-stages)` |
+| handoff grouping | adjacent tokens committed with one flag transition | `segment_token_interleave` |
+| coefficient reuse depth | low register stages sharing one coefficient pair per lane | `segment_coefficient_reuse_stages` |
+| channel capacity | shared-memory tokens between adjacent roles | `boundary_buffers` |
+
+Unrelated tokens have no readiness counters and do not synchronize. Adjacent
+warp roles use CTA-local ring channels. A cooperative grid synchronization is
+used only when a stage-time fold has exhausted its dependency closure. At that
+point the same kernel permutes the completed token-major layout into the next
+fold's token-major layout. The final fold writes natural order directly. Thus
+the implementation uses one CUDA launch and one full-size scratch allocation;
+it does not launch or spill once per NTT stage.
+
+The first V100 checkpoint covers `Us=7/8`, one or two stages per warp role,
+`Td=4/8`, 32/64-bit words, and batch 1/4. All configurations used for the
+checkpoint pass exact modular verification. The best points are:
+
+| bits | batch | mapping `(Us,role-stages,Td,buffers,CTA/SM)` | APPT ms | state-path GB/s | v0.6 ms | APPT/v0.6 |
+|---:|---:|:--|---:|---:|---:|---:|
+| 32 | 1 | `(7,1,4,2,2)` | 0.6696 | 62.6 | 0.1284 | 0.192x |
+| 32 | 4 | `(7,1,8,2,2)` | 2.5930 | 64.7 | 0.3102 | 0.120x |
+| 64 | 1 | `(7,1,4,2,2)` | 0.9222 | 91.0 | 0.2040 | 0.221x |
+| 64 | 4 | `(7,1,8,2,2)` | 3.4876 | 96.2 | 0.5545 | 0.159x |
+
+More homogeneous work does improve the APPT pipeline's average state-path
+throughput, as expected. It does not yet compensate for the physical-unit and
+layout costs. `Us=8` crosses a V100 register/shared-channel threshold, while
+two-stage warp roles reduce parallel modular-multiply issue capacity and are
+11--28% slower in this screen. The remaining boundary permutation has
+coalesced writes but non-coalesced reads; the state-path bandwidth is only
+about 63--96 GB/s, far below the V100 DRAM roof. This core is therefore an
+architecture-semantics checkpoint and a design-space target, not the default
+high-performance implementation.
+
+Reproduce the event scan and collect the matched hardware counters with:
+
+```bash
+./scripts/benchmark_appt_pipeline.sh
+sudo -E env BIN="$PWD/build-v07/cuntt_bench" ./scripts/profile_appt_pipeline_ncu.sh
+```
+
+The checked-in checkpoint is
+[`results/appt_pipeline/checkpoint/analysis.md`](../results/appt_pipeline/checkpoint/analysis.md).
+The NCU script records achieved DRAM percentage, global sectors, cache hit
+rates, shared-bank conflicts, stalls, register count, shared memory, and waves.
+
+The first matched NCU run rules out launch cost as the primary regression. A
+two-point fit `T(B)=Tfixed+B*Tsteady` gives the `Us=8,role=1` core a 158.8 us
+fixed term and a 2068.4 us/transform steady term. The fixed term is at most
+7.1% of batch-1 time and 1.9% of batch-4 time; it also includes pipeline
+fill/drain, so the actual cooperative launch contribution is smaller. In
+contrast, v0.6 has a 131.0 us/transform steady term.
+
+NCU attributes the sustained cost to 4.17x/4.00x global load/store sectors,
+13.50x warp instructions, 5.28x integer instructions, 39.2% barrier stall, and
+127 registers/thread. DRAM reaches only 10.5% of peak. Two-stage warp roles
+reduce instruction counts but also halve active warps to 12.5%, making the
+kernel slower. The complete fixed-cost and hardware table is in
+[`results/appt_pipeline/ncu/analysis.md`](../results/appt_pipeline/ncu/analysis.md).
+
+### Generated Physical-Subgraph Checkpoint
+
+The next implementation step attacks those sustained costs rather than launch
+submission. It adds four changes while preserving `A=(Us/Ts,Ud/Td)`:
+
+1. A `32x33` shared-memory tiled online transpose makes both sides of each fold
+   reorder warp-coalesced.
+2. `segment_token_interleave=2` now batches two tokens into one channel
+   handshake instead of merely changing loop order.
+3. `segment_units` may instantiate two independent copies of the complete warp
+   pipeline in one CTA. Packets are distributed between replicas; replicas do
+   not add a logical dependency.
+4. The generated `logN=20,Us=7` kernel makes fold count, stage bounds, and
+   bit-reversal width compile-time constants and unrolls the stage-time loop.
+
+The focused three-trial V100 checkpoint uses 30 event-timed repetitions per
+trial. Every selected point passes exact modular verification:
+
+| bits | batch | best `(Us,role-stages,replicas,Td,token-group,buffers,CTA/SM)` | generated APPT ms | initial APPT ms | v0.6 ms | generated/v0.6 |
+|---:|---:|:--|---:|---:|---:|---:|
+| 32 | 1 | `(7,2,2,4,2,2,2)` | 0.3515 | 0.6696 | 0.1364 | 0.388x |
+| 32 | 4 | `(7,2,2,8,2,2,2)` | 1.2081 | 2.5930 | 0.3194 | 0.264x |
+| 64 | 1 | `(7,2,2,4,1,2,2)` | 0.5377 | 0.9222 | 0.2033 | 0.378x |
+| 64 | 4 | `(7,2,2,4,2,2,2)` | 1.9723 | 3.4876 | 0.5551 | 0.281x |
+
+The improvement over the initial APPT point is 41.7%--53.4%. It is caused by
+physical-subgraph generation and replication, not CUDA Graph replay: an APPT
+execution is already one cooperative kernel launch, and CUDA-event `kernel_ms`
+does not include plan construction or host-to-device transfer. The remaining
+2.6x--3.8x gap to v0.6 is therefore still a physical-unit throughput problem.
+For a one-shot launch, run with `--repeat 1` and compare `kernel_ms` with
+`timed_region_wall_ms`; `host_timing_overhead_ms` reports their nonnegative
+difference. It includes CUDA event and synchronization overhead and is
+therefore a conservative upper bound on host submission cost, not a CUDA Graph
+speedup prediction.
+
+On the V100 uint64 batch-1 generated point, five one-shot measurements report
+`7.25--9.08 us` with an `8.10 us` median host-timing difference around a
+`0.607 ms` kernel. That is a 1.3% conservative upper bound. With 30 launches in
+the timed region the difference amortizes to `0.27 us` per invocation. CUDA
+Graph replay is therefore an API-level latency option for a larger composed
+application, not the missing APPT throughput mechanism.
+
+```bash
+./build-v07/cuntt_bench --backend hierarchical-dataflow \
+  --logN 20 --batch 1 --word-bits 64 --modulus 576460756061519873 \
+  --stage-partition 7,7,6 --segment-cores appt-pipeline \
+  --segment-units 8 --segment-data-space 16 --segment-data-time 4 \
+  --segment-role-stages 2 --segment-token-interleave 1 \
+  --boundary-storage ring --boundary-buffers 2 --target-ctas-per-sm 2 \
+  --warmup 5 --repeat 1 --csv
+```
+The matched NCU capture of `appt_us7_rs2_rep2_ti2` confirms the static
+address-path gain. Relative to the barrier kernel, warp instructions fall from
+`13.53x` in the initial Us8 core to `3.86x`, integer instructions fall from
+`5.26x` to `2.06x`, barrier stall falls from 39.1% to 24.2%, and achieved DRAM
+rises from 10.9% to 24.0%. Registers decrease from 125 to 116 per thread.
+
+The residual cost is also explicit. Global load/store sectors remain
+`3.56x/4.00x` because every stage-time fold still materializes and reads the
+online-transposed state. Long-scoreboard stall rises to 30.8%, so the new core
+has removed much of the generic control path and exposed memory dependency
+latency. Its fitted steady cost is 540.9 us/transform versus 124.9 us for the
+barrier core; the 118.5 us fixed term is only 18.0% of batch-1 time. More batch
+cannot remove this steady-state difference.
+
+The generated checkpoint is
+[`results/appt_pipeline/generated_checkpoint/analysis.md`](../results/appt_pipeline/generated_checkpoint/analysis.md).
+The matched counter report is
+[`results/appt_pipeline/generated_ncu/analysis.md`](../results/appt_pipeline/generated_ncu/analysis.md).
+The scan labels and summary now include `replicas` and `token-group`, so these
+axes cannot silently collapse into the same design point.
+
+### Online Fold Pipeline
+
+`appt-online` is the first implementation in which `Ts` entries are concurrent
+physical roles rather than sequential phases of one kernel. The generated
+`logN=20,7+7+6` DAG uses three CTA role pools:
+
+```text
+64 high groups: fold0 -> ready[A]
+64 high groups: wait ready[A], fold1 -> count[C]
+128 middle groups: wait count[C] == 64, fold2 -> natural output
+```
+
+Fold0 writes the first boundary directly in fold1 token-major order. Fold1
+publishes each 32-group slice as soon as it is complete, and fold2 consumes a
+middle group as soon as all 64 high-group contributions arrive. There is one
+cooperative grid synchronization to initialize readiness state and no grid
+barrier between folds. The two simultaneously live boundaries require two
+N-sized workspace buffers. Forward and inverse uint32/uint64 execution pass
+exact modular verification.
+
+The focused V100 scan uses three trials and 50 timed repetitions:
+
+| bits | batch | staged APPT ms | online ms | online/staged | v0.6 ms | online/v0.6 |
+|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | 0.3360 | 0.2574 | 1.305x | 0.1290 | 0.501x |
+| 32 | 4 | 1.2080 | 0.8616 | 1.402x | 0.3103 | 0.360x |
+| 64 | 1 | 0.5401 | 0.6082 | 0.888x | 0.2034 | 0.334x |
+| 64 | 4 | 1.9801 | 1.8293 | 1.082x | 0.5541 | 0.303x |
+
+The improvement grows with homogeneous load in both numeric forms: uint64
+crosses from a small-batch loss to a batch-4 win, while the uint32 gain rises
+from 1.305x to 1.402x. This validates the expected pipeline amortization
+relative to staged APPT. It does not yet close the v0.6 gap. A coalesced 8x8
+second-boundary publication was tested, but its additional dependency wait and
+CTA barriers outweighed the store benefit; the fine-grained single-A publisher
+is retained.
+
+The matched NCU pass separates this gain from the remaining gap. Online
+execution reduces the fitted staged steady cost from 532.9 to 450.0
+us/transform (`1.184x`), while pipeline fill/drain rises from 121.3 to 224.1
+us. It therefore changes from `0.971x` staged performance at batch 1 to
+`1.113x` at batch 4. Warp and integer instructions fall by 55.5% and 55.8%,
+and registers fall from 116 to 80 per thread. The bottleneck has moved to the
+physical boundaries: store sectors rise from `4.01x` to `4.50x` of the v0.6
+barrier reference, achieved DRAM is only 11.9%, and active warps are 18.3%.
+The fitted steady cost remains `3.51x` v0.6, so CUDA Graph or host-launch
+changes cannot close the residual gap. See
+[`results/ncu_appt_pipeline_analysis/analysis.md`](../results/ncu_appt_pipeline_analysis/analysis.md).
+
+### Per-Fold Publication Granularity
+
+The online specialization now permits `data-space` to differ by fold. The
+second entry controls how many adjacent A dependency groups fold 1 publishes
+together; the third controls how many adjacent C groups fold 2 emits together.
+For this generated kernel, values 16/8/32 select microgroup sizes 1/2/4. For
+example, `--segment-data-space 16,8,32` selects publish group 2 and output group
+4. All variants preserve the same 64 fold-1 tasks, 128 fold-2 tasks, and exact
+NTT formula.
+
+The corrected full 3x3 screen finds a 1.055x gain for uint32 batch 1 and a
+1.022x gain for uint32 batch 4; uint64 retains the fine 1/1 point. Wider writes reduce
+fragmentation, but grouped tasks wait for multiple upstream groups and create
+head-of-line blocking. Consequently the fine point remains the default, while
+the independent axes remain available to a numeric/batch-aware selector. See
+[`online_fold_microgroup_matrix.md`](../results/appt_pipeline/online_fold_microgroup_matrix.md).
+
+Fine CTA-role screening selects `6/6/8` and `7/7/6` for uint32 batch 1/4,
+and `8/8/4` and `5/7/8` for uint64 batch 1/4. Moving more capacity to fold 2
+improves uint64 batch 4 by 1.4%, confirming a downstream service-rate
+bottleneck. The small magnitude means the next scheduler must be
+work-conserving: a CTA whose preferred role has no ready task should be able to
+claim a ready task from another role while retaining weighted preferences.
+
+### Per-Role Redundancy Attribution
+
+`--profile-appt-roles` selects a separate intrusive diagnostic kernel. It
+accumulates readiness wait, load/butterfly work, boundary/output publication,
+and task counts for each fold without adding timers to the normal kernel. For
+uint64 batch 4 the per-task medians are:
+
+| fold | wait us | compute us | boundary us | role span us |
+|---:|---:|---:|---:|---:|
+| 0 | 0.00 | 216.32 | 6.85 | 1598.5 |
+| 1 | 106.03 | 218.90 | 37.80 | 1668.1 |
+| 2 | 128.43 | 104.00 | 2.58 | 1458.2 |
+
+Fold-2 tasks contain half as many points as fold-0/1 tasks, so compute time per
+point is nearly equal across all three folds. There is no isolated slow stage
+formula. Fold 1 has the expensive scattered state2 publication; fold 2 has the
+largest readiness wait and a 470 us pipeline start delay. Summed wait is 34.4%
+of measured CTA time. Dividing all measured active CTA work by the 160 resident
+CTAs gives a work-conserving lower bound of 1.109 ms, versus 1.935 ms measured
+by the diagnostic kernel and 0.614 ms for v0.6. Thus scheduling holes account
+for the larger first optimization opportunity; even their complete removal
+would leave a 1.81x physical-work gap to v0.6. The remaining gap consists of
+the unavoidable third global pass of `7+7+6`, fold-layout traffic, and the
+warp-radix2/twiddle core versus v0.6's resident radix-4 core. See
+[`results/appt_role_breakdown/analysis.md`](../results/appt_role_breakdown/analysis.md).
+
+### Physical Subgraph Core Is A Mapping Axis
+
+The per-role result above is a lower bound for the original warp-register
+radix-2 core, not for the APPT schedule itself. The stage/data decomposition
+does not prescribe how a fixed subgraph is executed. The implementation now
+exposes multiple online cores under the same `7+7+6` DAG, readiness protocol,
+and cooperative launch:
+
+- `appt-online`: four or two values per lane, warp shuffle exchange, radix-2
+  stage execution;
+- `appt-online-radix4`: 32 rows per CTA, padded shared state, two stages per
+  radix-4 pass, and direct twiddle addressing without an expanded N-sized
+  coefficient table;
+- `appt-online-fused-tail`: a dependency-closed 64x128 tail executes folds 1
+  and 2 without state2, but 64-bit shared memory limits it to one CTA/SM;
+- `appt-online-split-tail`: two resident 32x128 halves replace state2 with an
+  N/2 low-half handoff, preserving occupancy at the cost of a fifth global
+  value pass;
+- `appt-online-register-tail`: one CTA computes both halves, retaining the low
+  half in a hardware-derived shared/register budget. It uses 32/48 KiB shared
+  and 47/128 registers per thread for uint32/uint64, giving 3/2 CTA per SM
+  without local-memory spill and with only one N-sized intermediate state. The
+  producer and tail transforms cache their 127 twiddle/Shoup pairs once in
+  otherwise unused shared capacity, rather than issuing the same coefficient
+  loads independently for all 32 rows. The tail reserves this tree while the
+  retained low values move by one register slot, so the high half reuses it
+  without increasing shared allocation or reducing CTA residency.
+- `appt-online-register-tail-warp`: both the 128-point row and 32-point column
+  codelets use register/shuffle exchange. It removes CTA barriers but is a
+  measured negative control because the dependent shuffle chain reduces
+  modular-multiply instruction-level parallelism, especially for uint64 on
+  sm_70;
+- `appt-online-register-tail-column-warp`: keeps the cached radix-4 row core
+  and uses shuffle exchange only for the 32-point column suffix. This isolates
+  barrier reduction from the row codelet and is also slower than radix-4;
+- `appt-online-register-tail-radix8`: fuses three shared-memory stages per
+  round. It reduces the 7-stage row core from four to three synchronization
+  rounds and the 5-stage column core from three to two without replacing
+  independent modular multiplies with a shuffle dependency chain.
+- `appt-online-register-tail-grouped`: makes the producer data-space axis
+  physical. `data_space={8,16,32}` groups that many `a` coordinates, loads the
+  low source bits cooperatively, and transposes the 32-row tile on chip. Its
+  intermediate state is `[c][b][a]`, so both producer publication and tail
+  consumption remain coalesced. A separate N-sized static-output region keeps
+  online publication from overwriting grouped state that another tail task has
+  not consumed; this changes workspace capacity, not the number of final
+  writer value transfers.
+- `appt-online-register-tail-grouped-writer-final`: preserves the grouped
+  state and logical `7+7+6` graph, but publishes pre-final low/high tail halves
+  in APPT static order. The existing natural writer loads both halves,
+  performs stage 19 with `c`-contiguous fragments, and writes both results.
+  This is an online output permutation inside the same cooperative kernel,
+  not another global value pass. The core therefore requires natural output.
+- `appt-online-register-tail-grouped-writer-final-data-time`: retains the same
+  codelet and boundaries but makes role-local batch traversal selectable.
+  Within an enabled spatial producer, tail, or writer task, `data_time` batch
+  transforms are traversed before advancing the spatial coordinate. The
+  `appt_data_time_role_mask` bits are producer=1, tail=2, writer=4. This is a
+  physical scheduling axis: coefficient/layout state is reused within a role,
+  while the role boundaries still use global state and readiness counters.
+- `appt-online-register-tail-grouped-writer-final-resident`: fixes one `a`
+  coordinate and executes stages 0--13 as a dependency-closed 128x128 resident
+  2D subgraph. Two 64x128 halves run stages 0--12, stage 13 joins their
+  retained values, and the result is published in the grouped layout consumed
+  by the existing stages 14--18 tail and stage-19 writer. A fixed producer
+  `c` tile cannot be fused directly: after the online `[b][c][a] ->
+  [c][d][a]` reorder, one tail `c` tile consumes a column from all 128
+  producer-`c` tiles. Fixed `a` is the smallest implemented closure that owns
+  all of those dependencies.
+
+The matched physical-core experiment uses identical role weights and fragment
+layouts for radix-4 and radix-8. Role calibration and physical-core selection
+are reported separately:
+
+| bits | batch | radix-4 default ms | radix-4 matched ms | radix-8 matched ms | radix-8/radix-4 | best/v0.6 |
+|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | 0.217651 | 0.213658 | 0.213914 | 0.999x | 0.690x |
+| 32 | 4 | 0.707533 | 0.710246 | 0.703027 | 1.010x | 0.497x |
+| 32 | 16 | 3.658752 | 3.145779 | 3.064883 | 1.026x | 0.331x |
+| 64 | 1 | 0.318515 | 0.298803 | 0.294093 | 1.016x | 0.692x |
+| 64 | 4 | 1.134797 | 1.033370 | 1.048730 | 0.985x | 0.590x |
+| 64 | 16 | 5.824256 | 5.172122 | 5.461299 | 0.947x | 0.356x |
+
+Radix-8 is therefore a numeric/batch-dependent option, not a universal
+replacement: it is selected for uint32 batch 4/16 and uint64 batch 1, while
+radix-4 remains preferable for larger uint64 batches. The larger uint32 batch
+16 improvement versus the old default is mostly role rebalancing (16.3%),
+with radix-8 adding another 2.6%. This confirms that the architecture mapping
+and physical codelet must be searched as separate axes. Reproduce the table
+with `scripts/benchmark_appt_physical_cores.sh`; results are in
+[`results/appt_physical_cores/analysis.md`](../results/appt_physical_cores/analysis.md).
+
+The corresponding NCU pass isolates what the radix change does and does not
+fix. Relative to matched radix-4, radix-8 leaves global-load sectors unchanged,
+reduces warp instructions by 1.7%--2.1%, and lowers long-scoreboard stall by
+6.0--10.0 percentage points. It also increases MIO-throttle stall and raises
+the uint32 register allocation from 48 to 69 registers/thread. CUDA-event
+timing therefore remains the ranking authority; in particular, NCU replay
+makes the uint64 batch-16 radix-8 point appear 1.234x faster although the
+three-trial event result is 0.947x.
+
+The dominant difference from v0.6 is request organization rather than
+butterfly instruction count. APPT issues 2.36x--2.37x the uint32 global-load
+sectors and 1.55x--1.57x the uint64 sectors. Its L1 hit rate falls to nearly
+zero for batch 4/16, compared with 46%--52% for v0.6. At batch 16 APPT executes
+slightly fewer warp and integer instructions than v0.6, so additional
+arithmetic cannot explain the 2.8x--3.0x time gap. The current producer fixes
+one `a` coordinate while a warp varies `b`; bit reversal maps `b` into the
+high-stride source bits and `a` into the contiguous low source bits. Thus the
+next physical point must implement data-space unfolding as grouped `a` loads
+followed by an on-chip transpose, while preserving the same logical APPT
+graph. Full counters and controlled deltas are in
+[`results/ncu_appt_physical_cores/analysis.md`](../results/ncu_appt_physical_cores/analysis.md).
+
+Role rebalancing remains an architectural effect, not just an idle-CTA fix.
+At batch 16 it improves NCU replay time by 19.2% for uint32 and 15.3% for
+uint64 while load/store sector counts remain fixed; L2 hit rate rises from
+65.6% to 76.3% and from 51.8% to 62.1%, respectively. The producer/tail
+service ratio therefore controls the live online-state footprint seen by the
+cache hierarchy and must be searched jointly with the physical subgraph.
+
+The grouped-producer search treats request width and CTA service allocation as
+separate parameters. Run correctness, CUDA-event screening, and the matched
+counter pass with:
+
+```bash
+./scripts/test_appt_grouped_producer_smoke.sh
+./scripts/benchmark_appt_grouped_producer.sh
+sudo -E "$PWD/scripts/profile_appt_grouped_producer_ncu.sh"
+```
+
+The event scan reports the best producer/tail/writer weights independently for
+each `a` group in `results/appt_grouped_producer/analysis.md`. NCU then checks
+whether the selected direction actually reduces load sectors and restores L1
+locality in `results/ncu_appt_grouped_producer/analysis.md`; replay time is not
+used to rank this cooperative kernel.
+
+The following first two-trial screen is now retained only as a
+correctness-negative diagnostic. The grouped producer wrote `[c][b][a]` while
+the tail consumed `[b][c][a]`; a delta input did not detect that transposition.
+The old `a=32` points were:
+
+| bits | batch | roles (P/T/W) | grouped ms | matched radix-4 ms | grouped/radix-4 | throughput/v0.6 |
+|---:|---:|---|---:|---:|---:|---:|
+| 32 | 1 | `7/13/3` | 0.193792 | 0.212147 | 1.095x | 0.762x |
+| 32 | 4 | `6/14/2` | 0.604288 | 0.701645 | 1.161x | 0.578x |
+| 32 | 16 | `6/16/2` | 2.025088 | 3.193830 | 1.577x | 0.528x |
+| 64 | 1 | `10/9/3` | 0.315879 | 0.313472 | 0.992x | 0.684x |
+| 64 | 4 | `8/10/2` | 0.970829 | 1.038003 | 1.069x | 0.627x |
+| 64 | 16 | `8/10/2` | 3.049907 | 5.206247 | 1.707x | 0.636x |
+
+These gains must not be reported as valid NTT performance. Their batch trend
+suggested that large homogeneous workloads amortize the grouped
+task protocol and expose the reduction in request fragmentation, as predicted
+by the APPT data-space argument. Uint64 batch 1 is the only neutral point,
+where the larger workspace and grouped readiness protocol are not amortized.
+Uint64 batch 4/16 also moves from the radix-4 service ratio to `8/10/2`, so
+physical request aggregation changes the producer service rate and the
+architecture mapping must be recalibrated after the codelet changes. The two
+samples at each selected point differ by less than 0.6% except non-winning
+uint64 candidates; a longer confirmation pass remains required for a paper
+table.
+
+The matched NCU pass describes the same invalid layout and therefore does not
+constitute a performance result. It did show how that request pattern reduced
+batch-16 DRAM reads from 1114 to 519 MiB
+for uint32 and from 1719 to 929 MiB for uint64. Relative to register-tail
+radix-4, global-load sectors fall to 0.822x/0.888x, L2 hit rate rises from
+75.4%/57.0% to 80.2%/69.7%, and long-scoreboard stall falls by 1.2/9.0
+percentage points. L1 remains near zero, so the original expectation of L1
+recovery is rejected: the measured gain comes from fewer requests and better
+L2 reuse.
+
+Those counters motivated a controlled writer experiment, but all ratios must
+be recaptured after the layout fix. In the old capture group 32 executed only
+0.956x/0.979x the v0.6 warp instructions for uint32/uint64, but it still issues
+1.95x/1.39x the load sectors. Uint64 additionally issues 1.50x the store
+sectors and reaches 50.4% long-scoreboard stall versus 37.1% for v0.6. The
+fixed-`c` tail makes stage-19 twiddle offsets stride by 128 across a warp. The
+next physical point therefore moves stage 19 into the existing static-to-
+natural writer: tail publishes dependency-closed low/high values, then writer
+lanes vary contiguous `c`, apply the final butterfly, and write both natural
+outputs without adding another global value pass. Full counters are in
+[`results/ncu_appt_grouped_producer/analysis.md`](../results/ncu_appt_grouped_producer/analysis.md).
+
+The controlled writer-final screen holds producer group 32 fixed and jointly
+searches fragment width, writer task coarsening, and P/T/W service weights:
+
+```bash
+./scripts/test_appt_grouped_producer_smoke.sh
+./scripts/benchmark_appt_writer_final.sh
+./scripts/benchmark_appt_writer_final_confirm.sh
+```
+
+The three-trial confirmation selects one stable service mapping per numeric
+type. Uint32 uses roles `6/12/4`, with fragment 8 for batch 1/4 and fragment 16
+for batch 16. Uint64 uses `8/8/4`, with the same fragment crossover:
+
+| bits | batch | writer-final ms | writer-final/grouped | throughput/v0.6 |
+|---:|---:|---:|---:|---:|
+| 32 | 1 | 0.174353 | 1.111x | 0.850x |
+| 32 | 4 | 0.510054 | 1.190x | 0.685x |
+| 32 | 16 | 1.737694 | 1.158x | 0.593x |
+| 64 | 1 | 0.286583 | 0.996x | 0.710x |
+| 64 | 4 | 0.936687 | 1.028x | 0.651x |
+| 64 | 16 | 3.067631 | 0.994x | 0.601x |
+
+Stage-19 writer fusion is therefore a valid uint32 improvement, but not a
+general uint64 replacement. The result supports online permutation as a
+physical mapping axis while showing that the writer's numeric service rate
+must be modeled separately. The selected NCU capture is:
+
+```bash
+sudo -E "$PWD/scripts/profile_appt_writer_final_ncu.sh"
+```
+
+CUDA-event timing remains the ranking authority; cooperative-kernel replay
+time is used only for attribution.
+
+The selected NCU result attributes the numeric crossover. Writer-final lowers
+global-load sectors by 21.6%--23.4% for uint32 and 16.4%--17.3% for uint64,
+while warp/integer instructions remain within 1.8%. Uint64 stays at two
+CTA/SM and 127 versus 128 registers/thread, so neither physical occupancy nor
+extra butterfly arithmetic explains its neutral event result. Instead,
+writer-final loses 6.1--8.6 L2-hit points for uint64 and raises actual DRAM
+reads by 0.7%--6.4%; uint32 still lowers DRAM reads by 6.6%--7.6% after its
+smaller 3.2--5.4 point L2 loss.
+
+This exposes the next architectural axis. The current task order completes a
+spatial writer region for one transform before visiting the same region in the
+next batch transform. A batch data-time traversal should invert that local
+order: hold the spatial subgraph fixed, advance `T_d` transforms, and reuse the
+same coefficient/cache footprint. This is distinct from adding batch as a
+flat grid dimension and directly instantiates APPT's data-time unfolding.
+Uint64 also retains exactly 1.50x the v0.6 store sectors because APPT writes
+producer state, static tail state, and natural output; the interleaved mapping
+must first recover cache reuse before considering a different boundary count.
+Full attribution is in
+[`results/ncu_appt_writer_final/analysis.md`](../results/ncu_appt_writer_final/analysis.md).
+
+The first data-time implementation has now been separated into two controlled
+experiments. Merely interleaving global task IDs did not place adjacent batch
+tokens on the same CTA and was a negative control. The corrected kernel holds
+one spatial task in a resident CTA/warp and loops over `T_d` transforms. Its
+batch-1 time is invariant with `T_d`, and random verification passes for both
+word widths, confirming true role-local temporal traversal.
+
+Applying this traversal to every role delays completion of the producer's
+spatial wavefront. At uint32 batch 16, `T_d=2`, the all-role mask reaches only
+0.976x writer-final throughput, while keeping producer spatial and unfolding
+tail+writer (mask 6) reaches 1.006x. The selected point is still only 0.596x
+v0.6; uint64 obtains no temporal gain. The result localizes the remaining gap:
+role placement recovers a few percent, but producer/tail/writer still
+materialize and reload state through global memory. Therefore the current
+kernel is not yet end-to-end on-chip residence of an APPT subgraph. Full event
+results are in
+[`results/appt_data_time/role-placement/analysis.md`](../results/appt_data_time/role-placement/analysis.md).
+
+The first composite resident experiment validates that dependency analysis but
+also exposes a physical resource limit. Its two 64x128 halves require 96 KiB
+of dynamic shared memory. Because producer, tail, and writer roles are template
+branches of one cooperative kernel, all roles inherit that launch footprint;
+the V100 grid is limited to one CTA/SM. The compiled resident specialization
+uses 255 registers/thread, with 8-byte uint32 and 144-byte uint64 thread stacks.
+
+| bits | batch | best P/T/W | resident ms | throughput/writer-final | throughput/v0.6 |
+|---:|---:|---|---:|---:|---:|
+| 32 | 1 | `10/8/4` | 0.531354 | 0.330x | 0.279x |
+| 32 | 4 | `12/8/2` | 1.354214 | 0.380x | 0.258x |
+| 32 | 16 | `12/8/2` | 3.827328 | 0.472x | 0.277x |
+| 64 | 1 | `8/8/4` | 0.698035 | 0.415x | 0.291x |
+| 64 | 4 | `12/6/2` | 2.019200 | 0.432x | 0.275x |
+| 64 | 16 | `12/6/2` | 6.198989 | 0.498x | 0.296x |
+
+The improving writer-final ratio with batch confirms that more homogeneous
+subgraphs amortize the cooperative protocol, but locality cannot compensate
+for the one-CTA/SM footprint. This is a valid negative physical point, not a
+negative result for 2D stage/data unfolding. The next implementation splits
+the resident `c` dimension into four 32-row quarters: stages 0--11 execute per
+quarter, stage 12 joins quarter pairs, and stage 13 joins the two halves. Its
+target is at most 48 KiB shared memory and two CTA/SM before any new role-weight
+scan. Reproduce this table with `scripts/benchmark_appt_resident_2d.sh`; raw and
+derived results are in
+[`results/appt_resident_2d/`](../results/appt_resident_2d/).
+
+That quarter point is now implemented as
+`appt-online-register-tail-grouped-writer-final-resident-quarter`. It retains
+q0/q1/q2 in a hardware-budgeted shared/register index space while q3 occupies
+the 32x129 execution tile. Stage 12 joins `(q0,q1)` and `(q2,q3)`; stage 13
+joins the resulting halves and publishes exactly the same stage-13 grouped
+state as the 96 KiB core. Random verification and the public explicit-plan
+path cover both word widths.
+
+| bits | batch | best P/T/W | quarter ms | throughput/96KiB | throughput/writer-final | throughput/v0.6 |
+|---:|---:|---|---:|---:|---:|---:|
+| 32 | 1 | `10/8/4` | 0.364621 | 1.457x | 0.481x | 0.404x |
+| 32 | 4 | `8/10/4` | 0.974182 | 1.389x | 0.525x | 0.357x |
+| 32 | 16 | `8/10/4` | 3.755520 | 1.070x | 0.481x | 0.280x |
+| 64 | 1 | `8/8/4` | 0.474317 | 1.473x | 0.610x | 0.428x |
+| 64 | 4 | `8/8/4` | 1.317427 | 1.655x | 0.717x | 0.464x |
+| 64 | 16 | `8/8/4` | 5.587430 | 1.110x | 0.562x | 0.346x |
+
+The resource gate succeeds: 48 KiB permits two CTAs/SM. It does not yet make
+the core register-resident. `__launch_bounds__(256,2)` caps allocation at 128
+registers/thread, and cuobjdump reports 528-byte uint32 and 672-byte uint64
+thread stacks. The shrinking advantage at batch 16 is consistent with local
+spill traffic scaling with useful work. A tested 128-thread alternative gives
+the compiler 255 registers/thread but doubles per-thread retained state; its
+stacks become 168/880 bytes and event time regresses to 0.496/0.633 ms at
+batch 1. The 256-thread point is therefore retained.
+
+This result changes the next physical-core target. Further P/T/W scanning
+cannot remove producer spill. The next candidate must reduce the simultaneous
+execution and retained register contexts, either with a role-specialized
+producer kernel whose launch resources are independent of tail/writer roles,
+or with a warp-register quarter codelet that releases shared capacity for the
+retained state. Reproduce the matched screen with
+`scripts/benchmark_appt_resident_quarter.sh`; results are in
+[`results/appt_resident_quarter/`](../results/appt_resident_quarter/).
+
+The following register-tail table is the pre-grouped physical checkpoint:
+
+| bits | batch | register-tail ms | v0.6 ms | throughput/v0.6 |
+|---:|---:|---:|---:|---:|
+| 32 | 1 | 0.2223 | 0.1475 | 0.664x |
+| 32 | 4 | 0.7449 | 0.3501 | 0.470x |
+| 64 | 1 | 0.3129 | 0.2290 | 0.732x |
+| 64 | 4 | 0.9783 | 0.6118 | 0.625x |
+
+The comparison uses three trials, 20 timed repetitions, and independently
+calibrated role weights. Reproduce it with
+`scripts/benchmark_appt_tail_cores.sh`; the full table is in
+[`results/appt_tail_cores/analysis.md`](../results/appt_tail_cores/analysis.md).
+The matched first-cache NCU pass reduces global-load sectors by
+20.5%--23.2%, integer instructions by 2.2%--4.4%, and replay time by
+3.8%--7.8%; store sectors do not change. Preserving the tree across the high
+tail then improves event timing by another 2.1%--4.5%. The NCU comparison is in
+[`results/ncu_appt_tail_coeff_cache/comparison.md`](../results/ncu_appt_tail_coeff_cache/comparison.md).
+
+The confirmed V100 scan uses three independent trials and 30 timed repetitions
+per candidate after jointly screening role weights:
+
+| bits | batch | warp ms | CTA radix-4 ms | radix-4/warp | v0.6 ms | best online/v0.6 |
+|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | 0.2953 | 0.3069 | 0.962x | 0.1480 | 0.501x |
+| 32 | 4 | 0.8886 | 0.9623 | 0.923x | 0.3504 | 0.394x |
+| 64 | 1 | 0.6713 | 0.4413 | 1.521x | 0.2285 | 0.518x |
+| 64 | 4 | 1.7718 | 1.2714 | 1.394x | 0.5555 | 0.437x |
+
+This crossover is architectural. A 64-bit shuffle is implemented as two
+32-bit shuffle operations on sm_70, so CTA radix-4 removes expensive
+register-exchange instructions. Native 32-bit shuffle is already efficient;
+there the shared-memory round trips and CTA barriers cost more than they save.
+Consequently physical core is selected by numeric type and then the role
+weights are selected from that core's measured service vector. The calibrated
+defaults are `(6,6,8)/(7,7,6)` for the uint32 warp core and
+`(4,8,8)/(5,7,8)` for the uint64 CTA core at batch 1/batched loads.
+
+Intrusive timing of the uint64 CTA core gives a batch-1 work-conserving active
+lower bound near 0.165 ms, already below the v0.6 time. At batch 4 the bound
+rises to about 0.852 ms because per-task compute time grows by 34%--46%; this
+leaves a physical memory/contention gap as well as idle role capacity. Thus
+batch 1 is primarily a scheduling problem after core replacement, while batch
+4 still requires both a better physical core/memory path and work-conserving
+role migration. Reproduce the timing scan with
+`scripts/benchmark_appt_core_space.sh`; collect the matched cache, DRAM,
+barrier, and instruction counters with
+`scripts/profile_appt_core_space_ncu.sh`.
+
+The completed counter pass shows that the load-dependent slowdown is not extra
+butterfly arithmetic. At uint64 batch 4 the CTA core uses 0.93x the v0.6 warp
+instructions and 0.97x the integer thread instructions, yet takes 2.29x the
+time. Its two materialized online boundaries produce 2.12x load sectors and
+4.50x store sectors, L1 hit rate falls from 51.9% to 23.1%, and barrier stall
+rises from 3.5% to 28.7%. Only 31.9% of sustained DRAM throughput is reached.
+The next core therefore needs a dependency-closed resident tail tile that
+combines two folds and removes one global state, not another arithmetic-only
+radix change. Detailed ratios are in
+[`results/ncu_appt_core_space/analysis.md`](../results/ncu_appt_core_space/analysis.md).
+
+The pre-fix NCU capture is still valid for the fine `1/1` point and the joint
+publish2/output4 point. Joint coalescing reduces batch-4 store sectors from
+9.44M to 4.19M (`55.6%`) but increases runtime from 1.912 to 2.145 ms. Global
+load sectors remain about 37.9M. Therefore scattered stores are real redundancy
+but are not the critical path by themselves; coarsening readiness and adding
+shared-memory reordering costs more than the saved store requests. The next
+core must preserve fine readiness while vectorizing publication.
+
+Reproduce this checkpoint with:
+
+```bash
+OUTPUT_DIR=results/appt_pipeline/online_checkpoint \
+TRIALS=3 WARMUP=5 REPEAT=50 WORD_BITS_LIST="32 64" \
+LOGN_LIST=20 BATCH_LIST="1 4" US_LIST=7 TD_LIST="4 8" \
+ROLE_STAGES_LIST=2 REPLICA_LIST=2 TOKEN_INTERLEAVE_LIST="1 2" \
+BUFFER_LIST=2 CTA_LIST=2 ./scripts/benchmark_appt_pipeline.sh
+```
+
+The result is
+[`results/appt_pipeline/online_checkpoint/analysis.md`](../results/appt_pipeline/online_checkpoint/analysis.md).
+
+## Current Limits
+
+- The cooperative launch requires device cooperative-grid support.
+- Full-scratch mode stores one global boundary per adjacent subgraph. Ring mode
+  bounds each edge to `buffers * N` values and protects reuse with producer
+  epochs plus downstream-consumed epochs; it is most useful when batch exceeds
+  the selected buffer count.
+- Resident-fused mode does not allocate or publish that logical edge. It groups
+  adjacent subgraphs into one physical codelet; current generic execution
+  groups support at most ten stages and at least two groups per transform.
+- The generic true-streaming kernel has radix-2/4/8 choices, `M=2..8`, and
+  warp-level data-space unfolding. Generated resident radix-4 schedules cover
+  V100 `10+10` plus the six compiled three-level permutations; other
+  partitions use the descriptor core.
+- The backend is a measured research candidate and is not yet a static default.
+- The `appt-online*` family currently covers only the generated V100
+  `logN=20,7+7+6` schedule. Workspace ranges from one N-sized state for fused
+  and register tails to two N-sized states for the original online cores.
+- Register-tail closes the state2 and occupancy problems, but the matched NCU
+  pass still shows 2.36x--2.37x v0.6 load sectors for uint32 and
+  1.55x--1.57x for uint64; batched L1 hit rate is approximately zero. The next
+  physical-core step is grouped `a`-space request aggregation and on-chip
+  transpose, not additional butterfly arithmetic.
+- The radix-8 experiment reduces synchronization rounds but closes at most
+  2.6% of the matched physical-core gap. Exceeding v0.6 now requires a larger
+  request-efficient subgraph codelet: coalesced input gather, fewer repeated
+  state/coefficient requests, and enough independent work per resident CTA to
+  hide the producer-to-tail handoff.
diff --git a/docs/homogeneous_subgraph_template.md b/docs/homogeneous_subgraph_template.md
new file mode 100644
index 0000000..2776ee9
--- /dev/null
+++ b/docs/homogeneous_subgraph_template.md
@@ -0,0 +1,384 @@
+# Homogeneous Two-Level Subgraph Template
+
+## Purpose
+
+This experiment separates the architecture schedule from the arithmetic
+codelet. A two-level transform is described by:
+
+- stage partition `(K0, K1)`;
+- producer and consumer stage-space roles;
+- row-group data-space ownership;
+- independent producer/consumer data-time factors `(Dtp, Dtc)`;
+- a selectable physical butterfly core and CTA service weights.
+
+`10+10` is the first generated instance, not the definition of the method.
+The CUDA template accepts `FirstLogN`, `SecondLogN`, and `RowsPerBlock`; the
+current build emits the V100 `10+10/rows4/threads256/full-scratch` point.
+
+## GPU Mapping
+
+Each resident CTA has a fixed producer or consumer role. A spatial task owns
+one four-row group. For `D_t > 1`, that CTA keeps the spatial group fixed and
+walks a group of batch transforms before taking another spatial task. Producer
+completion is published with a release operation; the consumer waits with an
+acquire operation. Both roles reuse the same resident radix-4 codelet shape.
+
+The warp scheduler automatically selects among ready warps from resident CTAs.
+It therefore already overlaps independent producer and consumer CTAs in the
+v0.6 kernel. It does not create the graph partition, data layout, readiness
+protocol, or a load/compute/store pipeline inside one CTA.
+
+## Static Physical Selection
+
+The logical `D_t=(1,1)` point is exactly the mature v0.6 physical schedule and
+is dispatched to that codelet. Non-degenerate points use the generated
+homogeneous traversal kernel. This is deliberate: a logical mapping can select
+an existing best physical core without changing the architecture definition.
+
+The generated kernels use the following resources on V100:
+
+| word | v0.6 registers/thread | homogeneous registers/thread | occupancy limit |
+|---:|---:|---:|---|
+| 32-bit | 40 | 45 | 4 CTA/SM; shared memory |
+| 64-bit | 48 | 48 | 2 CTA/SM; shared memory |
+
+Neither kernel spills local state. The 64-bit temporal gap is consequently a
+control/address scheduling cost, not an occupancy or arithmetic-core change.
+
+## V100 Result
+
+Two bracketed trials and ten timed repetitions were collected for 32/64-bit
+NTT, batch 1/4/16, six data-time pairs, and three CTA weight pairs. The full
+records are in
+[`results/homogeneous_10x10/`](../results/homogeneous_10x10/).
+
+| bits | batch | v0.6 ms | best non-degenerate `(Dtp,Dtc)` | temporal ms | temporal/v0.6 |
+|---:|---:|---:|---|---:|---:|
+| 32 | 1 | 0.1484 | `(4,1)` | 0.1483 | 1.000x |
+| 32 | 4 | 0.3492 | `(1,2)` | 0.3674 | 0.951x |
+| 32 | 16 | 1.0859 | `(2,1)` | 1.1438 | 0.949x |
+| 64 | 1 | 0.2293 | `(2,1)` | 0.2588 | 0.886x |
+| 64 | 4 | 0.6129 | `(2,1)` | 0.7611 | 0.805x |
+| 64 | 16 | 1.8461 | `(2,1)` | 2.1987 | 0.840x |
+
+The static `D_t=(1,1)` control is within measurement noise of v0.6. Merely
+traversing complete CTA subgraphs in data-time order does not improve the
+steady-state pipeline.
+
+NCU confirms that this is a scheduling effect rather than extra traffic. For
+64-bit batch 16, `D_t=(2,1)` takes 2364.256 us versus 1998.272 us for v0.6,
+while both move approximately 513 MiB read and 257 MiB written and use 48
+registers/thread plus 32816 bytes shared memory. Wait stalls increase from
+37.63% to 45.71%, and DRAM utilization falls from 44.53% to 37.90%. The full
+counter table is in
+[`results/ncu_homogeneous_10x10_analysis.md`](../results/ncu_homogeneous_10x10_analysis.md).
+
+## Required Next Core
+
+The current resident radix-4 core is a full-CTA codelet: all 256 threads share
+one tile and synchronize after each radix round. An outer `D_t` loop therefore
+serializes complete subgraphs. A true mixed-dataflow implementation needs a
+physical core with all of these properties:
+
+1. warp-granular dependency-closed subgraphs;
+2. disjoint or bank-safe state partitions for concurrent tokens;
+3. explicit prologue, compute, and epilogue phases;
+4. at least two in-flight token buffers without reducing occupancy below the
+   latency-hiding requirement;
+5. static output remapping before publication;
+6. fine readiness that does not wait for a whole transform.
+
+On V100, `cp.async` is unavailable and a second 64-bit full CTA tile would
+reduce occupancy. The next generated physical candidate should therefore use
+smaller warp-register tiles or multiple independently addressable shared
+partitions, not a double-buffered copy of the current 32 KiB tile.
+
+## Warp-Granular Physical-Core Screen
+
+Two generated cores now test that requirement:
+
+- `homogeneous-warp-radix2` assigns one complete 1024-point row to each warp;
+- `homogeneous-warp256-radix2` assigns a 256-point register prefix to each
+  warp, then uses one four-warp named-barrier exchange for the final two stages.
+
+The producer writes the second coordinate in static bit-reversed order, so the
+consumer reads its row contiguously. The 256-point variant supports 128-thread
+and 256-thread CTAs and therefore exposes the physical subgraph size as a
+search parameter. Both are correct for 32-bit and 64-bit NTT.
+
+| bits | batch | v0.6 ms | 1024/warp relative throughput | best 256/warp threads | 256/warp relative throughput |
+|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | 0.147763 | 0.334x | 128 | 0.490x |
+| 32 | 4 | 0.350004 | 0.278x | 128 | 0.421x |
+| 32 | 16 | 1.080781 | 0.235x | 256 | 0.321x |
+| 64 | 1 | 0.203879 | 0.267x | 128 | 0.571x |
+| 64 | 4 | 0.582451 | 0.228x | 256 | 0.432x |
+| 64 | 16 | 1.935258 | 0.235x | 256 | 0.305x |
+
+Reducing the warp tile is clearly beneficial, but these radix-2 prototypes do
+not yet replace v0.6. The full-warp core uses 159/238 registers per thread for
+32/64-bit words and permits only one CTA per SM. The 256-point core reduces the
+64-bit count to 167 registers and allows three 128-thread CTAs per SM, but it
+still executes a radix-2 instruction stream and retains strided producer and
+final-writer accesses. Since the relative throughput decreases with batch,
+launch/prologue amortization is not the dominant remaining loss. The next
+physical core should combine the 256-point ownership boundary with radix-4 or
+radix-8 register butterflies and a coalesced static writer.
+
+The first coalesced writer is now implemented as
+`homogeneous-warp256-static-radix2`. It groups eight uint32 rows or four uint64
+rows, fills complete 32-byte sectors, and uses an XOR row swizzle in shared
+memory. It applies the same mapping to the producer boundary and final natural
+output while leaving the radix-2 computation unchanged.
+
+| bits | batch | best plain 256/warp ms | static ms | static/plain | static/v0.6 |
+|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | 0.301721 | 0.233472 | 1.292x | 0.635x |
+| 32 | 4 | 0.831897 | 0.700877 | 1.187x | 0.498x |
+| 32 | 16 | 3.301991 | 2.077747 | 1.589x | 0.514x |
+| 64 | 1 | 0.454503 | 0.405709 | 1.120x | 0.533x |
+| 64 | 4 | 1.360896 | 1.133107 | 1.201x | 0.540x |
+| 64 | 16 | 6.410649 | 3.536333 | 1.813x | 0.547x |
+
+This is direct evidence for the APPT static-output rule: the benefit grows to
+1.59--1.81x at batch 16, where launch overhead is already amortized. The new
+core still trails v0.6 because the physical prefix remains radix-2 and the
+static packet consumes 32 KiB shared memory per warp group. A matched NCU pass
+now profiles both static variants to separate reduced sectors from added
+shared-memory barriers and occupancy loss.
+
+NCU shows that the writer does exactly what the layout model predicts: global
+store sectors fall from 33.554M to 4.194M, an 8x reduction, and below v0.6's
+8.389M. Warp instructions are only 1.039x v0.6 and integer instructions are
+0.617x, so radix-2 instruction count is not the next dominant limit. Load
+sectors remain 1.774x v0.6, active warps fall to 12.35%, and barrier stalls
+remain high.
+
+`homogeneous-warp256-static-io-radix2` therefore reuses the same staging memory
+for coalesced producer row-packet loads, keeps the boundary in natural order,
+and applies the consumer bit reversal while loading shared memory. It adds no
+shared capacity but introduces an extra group barrier on the read path.
+
+The first static-IO NCU pass reduces load sectors to 38.074M and DRAM reads
+below v0.6, but exposes 17.980M/19.416M shared load/store bank conflicts. The
+packet-wide `P(i)=i xor (i>>5)` revision cuts those counters to
+4.813M/6.359M and reduces matched NCU time from about 2.29 ms to 2.07 ms.
+However, it uses 172 registers per thread. Consequently the half packet is
+also limited to two CTAs/SM despite requesting three and cannot turn its lower
+shared allocation into occupancy.
+
+The next physical instance stores uint32 four-row packets in row-major shared
+memory with a seven-word bank skew while retaining `P(i)` within each row.
+This reduces the address expression, compiles to 164 registers per thread with
+no local memory, and restores three resident CTAs/SM. Other word/packet
+combinations retain the faster XOR-AoS layout; the layout choice is therefore
+part of the numerical design space rather than a universal constant.
+
+It also exposes the row packet through each role's `data_space`. Full packets
+fill 32-byte sectors; half packets halve shared staging and permit a third
+128-thread CTA on V100.
+
+| bits | batch | selected IO | rows | threads | selected ms | selected/v0.6 |
+|---:|---:|---|---:|---:|---:|---:|
+| 32 | 1 | skewed static-IO, weight 11:9 | 4 | 128 | 0.176384 | 0.837x |
+| 32 | 4 | skewed static-IO, weight 8:7 | 4 | 128 | 0.419430 | 0.831x |
+| 32 | 16 | skewed static-IO, weight 17:13 | 4 | 128 | 1.233510 | 0.822x |
+| 64 | 1 | XOR-AoS static-IO | 4 | 128 | 0.398387 | 0.573x |
+| 64 | 4 | XOR-AoS static-IO | 4 | 128 | 0.877158 | 0.629x |
+| 64 | 16 | XOR-AoS static-IO | 4 | 128 | 2.917939 | 0.631x |
+
+This is a multi-dimensional workload crossover rather than one universal core:
+precision and batch jointly select layout, packet width, and producer/consumer
+CTA balance. Coefficient caching remains deferred because static-IO DRAM reads
+are already close to v0.6.
+
+The final matched NCU capture confirms that the skewed half packet launches all
+240 requested blocks and is 1.50x faster than the previous half packet. Shared
+store conflicts fall to zero, load conflicts to 2.482M, and barrier stall to
+7.44%. The residual limit is instead 164 registers and only 12 resident warps
+per SM-equivalent scheduling set, versus v0.6's 32, together with 18.46%
+fixed-latency wait stall. This selects smaller 128/64-point-per-warp physical
+subgraphs and radix-4/8 codelets as the next screen; another global-layout
+variant is not justified by these counters.
+
+The 128/64-point screen is now implemented for uint32 as
+`homogeneous-warp128-static-io-radix2` and
+`homogeneous-warp64-static-io-radix2`. Both reuse the four-row skewed packet
+and fused per-row coefficient tree. An occupancy-4 wrapper lowers their
+compiled register counts to 101 and 113 registers/thread, respectively,
+without local memory, so four 128-thread CTAs can reside on V100. This is a
+useful resource-threshold result, but not a performance win: at `logN=20`,
+batch 16, the two-trial event medians are 1.609574 and 1.659750 ms, versus
+1.361562 ms for the 256-point half-packet core and 1.094196 ms for v0.6.
+
+Thus reducing lane-owned state is necessary but insufficient. Four warps
+still synchronize to complete every 1024-point row, while the smaller prefix
+adds shared completion work and gives up instruction-level parallelism. The
+next physical instance must expose separate prefix and merge warp counts and
+overlap those roles through a shared ring; it must not merely replace a
+256-point synchronous prefix by a smaller synchronous prefix.
+
+Focused NCU confirms that attribution. The 128/64 points launch 320 CTAs and
+raise active warps from 18.42% to about 24.3%; barrier stall falls from 7.98%
+to about 5.6%. They nevertheless execute about 12.5% more warp instructions
+and raise long-scoreboard stall from 26.08% to 35.6--36.7%, with global load
+sectors unchanged within 1%. The first double-buffered row pipeline is also a
+negative result: even after correcting its physical role ratio to three
+prefix warps and one register-merge warp, batch-16 time is 4.257 ms. A
+single-slot tile-online successor preserves four-CTA residency and overlaps
+early merge stages with later prefix tiles, yet reaches 4.376 ms. This rules
+out buffer capacity and coarse publication granularity. The remaining
+physical requirement is continuation parallelism: tail tasks must be split or
+stealable so prefix warps remain useful after publication and can cross row
+boundaries without a full-CTA reuse barrier. Matched NCU reports 21.08%
+barrier stall and 2.904M local-load sectors for that point, versus 4.86% and
+0.080M for synchronous warp128. Wait and long-scoreboard stalls both fall,
+which rejects token polling and DRAM latency as the primary explanation.
+
+The follow-up `4 -> 2x2 -> 4` continuation removes the permanent merge role
+and improves the fixed 3+1 point by 2.13x--2.30x. Its selected occupancy-3
+form reaches 0.234/0.590/2.009 ms at batch 1/4/16 and compiles to 157
+registers with a 16-byte stack frame. This validates continuation parallelism,
+but it remains 1.23x--1.29x slower than synchronous warp128: the explicit
+stage-7/8 hierarchy adds shared-memory materialization and pair barriers where
+the synchronous core performs one barrier followed by a register-resident
+three-stage continuation. The next pipeline must overlap independent rows
+without breaking that register continuation.
+
+That successor is now instantiated as two independent synchronous warp128
+row groups in a 256-thread CTA. It retains 101 registers/thread, uses separate
+named barriers, and targets two CTAs/SM, preserving 16 resident warps. It is a
+workload crossover: batch 1 is unchanged, batch 4 is 9.4% slower, while batch
+16 improves single-group throughput by 15.4% and reaches 0.847x v0.6. The
+generator must select row-group replication jointly with batch and CTA
+residency rather than treating 128 or 256 threads as universal.
+
+Matched batch-16 NCU attributes the dual-group benefit to subgraph issue
+interleaving. Kernel time improves from 1614.944 us to 1495.808 us and
+long-scoreboard stall falls from 35.59% to 28.58%, while active warps,
+global-load sectors, and warp instructions remain effectively constant. This
+validates row-group replication as a real architecture mapping axis rather
+than a launch-shape artifact. The residual 1.191x time gap to v0.6 belongs to
+the physical core: dual warp128 has 33.5% more global loads, 30.6% more warp
+instructions, 101 versus 40 registers/thread, and 24.74% versus 47.77% active
+warps. The next template point therefore combines the validated dual-group
+schedule with a radix-4/8 or vectorized codelet.
+
+The initial coefficient-only codelet substitution is implemented as
+`homogeneous-warp128-coefficient-reuse-static-io-radix2`. Matched NCU shows
+that explicit stage-0--5 reuse removes 31.9% of global-load sectors and 15.5%
+of long-scoreboard stall, but improves throughput by only 1.1%. It raises the
+dual kernel from 101 to 104 registers/thread without changing active-warp
+percentage. The result narrows the required codelet change: coefficient reuse
+is valid but insufficient; the replacement must also reduce instruction count
+and/or register state.
+
+Coefficient reuse is consequently a codelet-local parameter, not a universal
+policy. The generated warp256 reuse point reduces registers from 164 to 158
+and matched NCU removes 37.4% of global-load sectors, but it is 6.4% slower
+than ordinary warp256. Wait stall rises 21.6% while active warps are unchanged,
+confirming dependency/ILP loss rather than residency. The generator must
+select coefficient-reuse depth jointly with prefix size instead of attaching
+one global cache policy to every physical core.
+
+`coefficient_reuse_stages` materializes this axis as compile-time depths. A
+matched fixed-clock NCU pass at uint32 `logN=20`, batch 16 confirms different
+preferences: warp256 depth 2 reaches 1517.888 us but remains 0.58% slower than
+its 1509.120 us no-reuse control; dual warp128 depth 4 reaches 1430.176 us and
+improves no-reuse throughput by 4.8%. Their compiled register counts are also
+non-monotonic: warp256 uses 165/161/158 registers at depths 2/4/6, while dual
+warp128 uses 106/112/104. Depth 4 additionally cuts dual-warp128 executed warp
+instructions by 4.6%. This is the intended distinction between the
+architecture schedule and a physical codelet: prefix width changes the
+ILP/code-generation/resource response of the same reuse transformation.
+The complete depths 1--6 pass correctness and fixed-clock NCU. Warp256 selects
+depth 1 at 1437.568 us, a 3.3% throughput gain over no reuse. Dual warp128
+selects depth 4 at 1405.984 us, a 6.0% gain over no reuse and 89.0% of v0.6
+throughput. Depth 5 is slower despite using fewer registers because executed
+warp instructions rebound. The calibrated search must therefore track the
+residency threshold and generated instruction count, not minimize register
+count or coefficient traffic independently.
+
+## Vector Radix-4 Physical Codelet
+
+`homogeneous-warp128-vector-radix4-static-io` keeps the selected dual-row-group
+schedule but changes each 128-point warp prefix. A lane owns four consecutive
+values, stages 0 and 1 are fused into a register-local radix-4 prefix, and only
+stages 2--6 use warp shuffle. The existing APPT XOR static layout remains
+bank-bijective for each of the four lane slots, so the substitution needs no
+new shared-memory permutation or barrier.
+
+On V100 the core compiles to 106 registers/thread with no local allocation,
+versus 112 registers/thread for the selected coefficient-reuse depth-4 core.
+In the current-build uint32 `logN=20`, batch-16 event screen, its three-trial
+median is 1.238446 ms, compared with 1.275003 ms for reuse depth 4 and
+1.514537 ms for the v0.6 control. The 2.95% throughput gain over depth 4 is the
+first direct positive result from replacing the arithmetic codelet while
+holding the validated dual-subgraph schedule fixed.
+
+The focused fixed-clock pass rejects promotion: vector radix-4 takes
+1448.032 us versus 1409.856 us for reuse depth 4 and 1270.944 us for v0.6.
+Active warps and DRAM bytes are unchanged from reuse d4, but global-load
+sectors rise 68.8%, integer instructions rise 2.8%, and barrier stall rises
+from 6.38% to 9.72%. Four-consecutive-value ownership reduces register state
+but causes repeated cache-resident coefficient requests across lane groups.
+The follow-up keeps the vector arithmetic and exposes coefficient-broadcast
+depth 3--6 as a compile-time axis. Full event records and the exact protocol
+are in
+[`results/homogeneous_vector_radix4/`](../results/homogeneous_vector_radix4/).
+
+All combined depths pass correctness without local allocation. The event
+medians for vector d0/d3/d4/d5/d6 are 1.239/1.327/1.330/1.284/1.292 ms;
+radix-2 reuse d4 reaches 1.274 ms. Early broadcast alone is counterproductive,
+while d5 nearly closes the event gap at the cost of increasing register count
+from 106 to 128. The expanded fixed-clock pass therefore retains all depths to
+measure the sector/instruction tradeoff instead of selecting from unlocked
+events.
+
+That NCU pass rejects the first broadcast realization: d3--d6 retain roughly
+53.2M load sectors and take 1477--1507 us. Masking lanes within four slot-wise
+loads cannot reduce sector requests because the hardware coalescer already
+merges equal addresses. The corrected physical unit performs one distributed
+coefficient load across consecutive lanes and lets all four register slots
+shuffle from those lanes. This distinction is now represented in the codelet,
+while the depth axis and outer architecture schedule remain unchanged.
+
+The distributed-load correction passes full correctness and changes the
+resource trend: d3/d4/d5/d6 use 103/105/103/106 registers per thread with no
+local allocation. Five-process event medians are 1.317/1.330/1.239/1.201 ms,
+versus 1.273 ms for radix-2 reuse d4 and 1.239 ms for vector d0. Depth 6 is
+therefore 5.9% faster than the selected radix-2 control without spending more
+registers than plain vector. This is a candidate, not yet a new default: its
+load-sector reduction and extra shuffle count must reproduce under base-clock
+NCU.
+
+The refreshed capture reproduces it. Distributed d6 reaches 1345.696 us,
+5.1% faster than radix-2 reuse d4 and 5.5% faster than vector d0. It cuts d0
+load sectors from 53.403M to 39.989M and integer instructions by 4.4%, while
+keeping 106 registers, two CTA/SM residency, and no local allocation. It is
+now the selected dual-warp128 physical unit. The remaining boundary is equally
+important: v0.6 reaches 1268.832 us, still 6.1% faster under fixed clocks,
+with 28.3% fewer warp instructions and roughly twice the active-warp
+percentage.
+
+## Reproduction
+
+```bash
+scripts/benchmark_homogeneous_10x10.sh
+scripts/benchmark_homogeneous_warp_10x10.sh
+
+OUTPUT_DIR=results/homogeneous_warp_small_tiles_occupancy4 \
+BATCHES=1,4,16 TRIALS=2 WARMUP=2 REPEAT=10 \
+scripts/benchmark_homogeneous_warp_10x10.sh
+
+BITS=64 BATCH=16 BEST_DT=2,1 BEST_WEIGHTS=8,12 \
+sudo -E scripts/profile_homogeneous_10x10_ncu.sh
+sudo -E scripts/profile_homogeneous_warp_10x10_ncu.sh
+sudo -E scripts/profile_homogeneous_small_tiles_ncu.sh
+sudo -E scripts/profile_homogeneous_vector_radix4_ncu.sh
+```
+
+The small-tile NCU script writes to
+`results/ncu_homogeneous_online_tiles/`, compares v0.6, the static controls,
+and the single-slot online point, and validates each raw CSV before replacing
+an existing result. It requires permission to access GPU performance counters.
diff --git a/docs/hybrid_dataflow_ntt.md b/docs/hybrid_dataflow_ntt.md
new file mode 100644
index 0000000..cd523c4
--- /dev/null
+++ b/docs/hybrid_dataflow_ntt.md
@@ -0,0 +1,277 @@
+# Hybrid Dataflow NTT
+
+## Purpose
+
+`HybridDataflow` is the experimental backend that implements the architecture's
+intended dataflow form. A fixed-size butterfly subgraph is reused inside one CTA
+while independent data tokens are streamed through persistent stage roles. The
+complete transform state remains on chip from input load to final output store.
+
+This is materially different from `StagePipeline`. That earlier backend launches
+one kernel per stage group and time-reuses isolated subcomputations, with the
+group boundary materialized in global output. It is retained as a comparison
+baseline; it does not claim resident graph streaming.
+
+## Mapping
+
+```mermaid
+flowchart LR
+  GM0[Global input] --> BR[Bit-reversed load]
+  BR --> S[Resident shared state]
+  S --> T0[Fixed-size token]
+  subgraph CTA[One persistent CTA per transform]
+    direction LR
+    T0 --> W0[warp role 0]
+    W0 --> C0[shared channel]
+    C0 --> W1[warp role 1]
+    W1 --> CX[shared channels]
+    CX --> WK[warp role Us-1]
+    WK --> R[online reordered feedback]
+    R --> S
+  end
+  S --> F[finalize / inverse scale]
+  F --> GM1[Global output]
+```
+
+The four unfolding factors and the physical role refinement have separate
+meanings:
+
+| Factor | Current control | GPU resource effect |
+|---|---|---|
+| stage spatial `U_s` | `stage_space` | persistent warp roles and named-barrier IDs |
+| role fusion `U_r` | `role_stages` | consecutive stages per register-resident role |
+| batch residency `R_b` | `target_ctas_per_sm` | launch-bounds register target; generated physical-unit ablation |
+| stage temporal `T_s` | `ceil(logN / U_s)` within `flow_tile_log_n` rounds | feedback rounds through resident state |
+| data spatial `U_d` | `data_space` | active butterfly lanes and shared-bank footprint |
+| data temporal `T_d` | `data_time` | independent subgraph tokens packed into one channel handoff |
+| token interleave `T_i` | `token_interleave` | independent register states alternated stage-by-stage inside one warp |
+
+`flow_tile_log_n` selects the reusable graph shape, not a global-memory
+partition. A transform may traverse several flow rounds, but those rounds read
+and write the same CTA-resident state. There is no intermediate global store and
+no child-kernel launch.
+
+The generated V100 default balances stage chunks: `logN=10` uses `5+5`,
+`logN=12` uses `6+6`, and `logN=13` uses `7+6`. A tail fold activates only its
+actual number of warp roles. This avoids routing a small tail through unused
+roles and makes decomposition length an explicit architecture parameter rather
+than a fixed implementation constant.
+
+## Token And Feedback Semantics
+
+A fold contains at most `U_s` consecutive radix-2 stages. Its token contains
+`2^active_stages` coefficients from one independent butterfly subgraph. Each
+persistent role applies up to `U_r` consecutive stages while the token remains
+in lane-owned registers. Stages below warp width exchange values with
+`shfl_xor`; wider stages exchange register slots owned by the same lane.
+Bounded shared-memory channels carry the token only between roles, so a full
+fold has `ceil(U_s/U_r)-1` materialized edges rather than `U_s-1`.
+
+Fusion does not discard the released stage warps. Each role is replicated
+`U_r` times over independent tokens in the same `T_d` packet. This converts
+stage-space parallelism into data-space parallelism: the graph becomes
+shallower while the CTA retains approximately the original warp budget. A
+point with `T_d < U_r` underfills those replicas and is expected to lose.
+
+`T_i` is deliberately separate from `T_d`. A larger `T_d` amortizes packet
+loop, synchronization, and boundary bookkeeping. `T_i=2` additionally keeps
+two token states live and emits each fused stage for token A and then token B.
+The latter can hide dependent modular arithmetic, but it also lengthens register
+live ranges; it is therefore a generated physical-unit choice, not an assumed
+property of temporal unfolding.
+
+## Physical Units
+
+The backend now separates the graph schedule from the butterfly implementation:
+
+| Unit | Role | Synchronization | State placement |
+|:--|:--|:--|:--|
+| radix-2 role pipeline | architectural ablation and fine `Ur/Td/Ti` study | at generated role/channel boundaries | registers within a role, shared channels between roles |
+| resident radix-4 | primary V100 unit | one CTA barrier per two stages | complete transform in shared memory, four values per logical unit |
+
+The resident radix-4 unit consumes the same bit-reversed input and produces the
+same natural-order NTT as the role pipeline. It changes neither the transform
+formula nor the one-CTA dataflow contract. It only replaces the physical
+realization of two consecutive radix-2 stages, reducing channel traffic,
+address/control work, and synchronization frequency. Explicit radix-2 remains
+available so the scheduling and physical-unit contributions can be measured
+separately.
+
+## Generated V100 Defaults
+
+Automatic `Ur/Td` defaults live in `config/v100_hybrid_dataflow.json`, not in
+hand-written dispatch conditionals:
+
+| numeric/shape region | generated default |
+|---|---|
+| uint32/uint64 `logN=10`, all batch | radix-4, `Ur=5,Td=10,Ti=1,Rb=1` |
+| uint32 `logN=12`, `batch <= 2 * SM_count` | radix-4, `Ur=6,Td=12,Ti=1,Rb=1` |
+| uint32 `logN=12`, `batch > 2 * SM_count` | radix-4, `Ur=6,Td=6,Ti=1,Rb=1` |
+| uint64 `logN=12`, all batch | radix-4, `Ur=6,Td=12,Ti=1,Rb=1` |
+| other generated points | resource fallback `Ur=1`, then first legal generated `Td` |
+
+The deeper packet removes the earlier uint64 `logN=12` batch threshold. Explicit
+`role_stages`, `data_time`, `token_interleave`, or `target_ctas_per_sm` values
+are never overwritten.
+
+Fine `Td=1..16` scans reveal that packet depth follows the physical replica
+count rather than a power-of-two rule. With `R=Ur` replicas, a packet takes
+`ceil(Td/R)` serial token slots per warp; depths `kR+1` create an imbalanced
+tail and the measured sawtooth. The complete model and 1,452 checked timing
+runs are documented in
+[`results/hybrid_dataflow_td_fine/analysis.md`](../results/hybrid_dataflow_td_fine/analysis.md).
+
+A held-out batch evaluation also tests whether these features can replace the
+measured table. Ridge, histogram-gradient, and random-forest rankers combine
+packet/slot features with cubin registers, derived resident CTAs, discrete CTA
+density, and wave state. The best learned model reaches 1.0188 geometric regret
+but 1.151 worst regret. The guarded static policy reaches 1.0052 geometric,
+1.0357 p95, and 1.0694 worst regret with 0.986 top-2 recall. Consequently the
+model is used only to reduce an unknown target to two candidates; V100 runtime
+selection remains measurement-backed. See
+[`results/hybrid_dataflow_td_model/analysis.md`](../results/hybrid_dataflow_td_model/analysis.md).
+`Plan::selection()` and `cuntt_bench` report whether the mapping came from the
+measured static table or the resource fallback, so an uncalibrated shape is
+visible without library-side stderr logging.
+
+After the last role, the token is written directly to its logical positions in
+resident state. The `hermes-xor` layout performs online physical reordering:
+
+```text
+bank = (logical XOR (logical >> flow_tile_log_n)) & (2 * U_d - 1)
+physical = (logical & ~(2 * U_d - 1)) | bank
+```
+
+This mapping is a permutation, so it changes placement rather than NTT
+arithmetic. `linear` is compiled as an ablation. `inplace` is the primary state
+mode because tokens within a fold are disjoint; full shared-memory `ping-pong`
+is retained only to measure the cost of conservative double buffering.
+
+## Hard Invariants
+
+- One CUDA kernel launch executes each plan invocation.
+- One CTA owns one transform and its complete intermediate state.
+- `Plan::workspace_size()` is zero; no global intermediate buffer is accepted.
+- Forward and inverse use the same modular formula as the reference NTT. Inverse
+  scaling is fused into the final store, so there is no floating-point error or
+  numerical calibration step.
+- A plan is rejected when its resident state and channels exceed per-block
+  shared memory. The backend never silently falls back to global staging.
+- Only points emitted from `config/v100_hybrid_dataflow.json` are dispatchable.
+  This keeps the compiled code and reported design space identical.
+
+For V100, the strict residency limit makes the practical ceiling approximately
+`logN=13` for uint64 and `logN=14` for uint32 in primary in-place mode. The exact
+limit also depends on `U_s`, channel depth, and device opt-in shared memory.
+
+## Use
+
+```bash
+./build-11.8/cuntt_bench --backend hybrid-dataflow \
+  --logN 12 --batch 16 --word-bits 64 \
+  --compute-unit radix4 \
+  --flow-tile-log 6 --stage-space 6 --role-stages 6 --data-space 16 \
+  --data-time 12 --token-interleave 1 --pipeline-buffers 2 --dataflow-layout hermes-xor \
+  --dataflow-state inplace --stage-handoff named-barrier --verify
+```
+
+The backend is intentionally explicit and is not an automatic-selector
+candidate until correctness, resource, and performance evidence is complete.
+
+## Experiments
+
+Run correctness and the design sweep:
+
+```bash
+cmake --build build-11.8 --target cuntt_tests cuntt_bench -j
+./scripts/test_hybrid_dataflow_smoke.sh
+./build-11.8/cuntt_tests
+BIN="$PWD/build-11.8/cuntt_bench" ./scripts/benchmark_hybrid_dataflow.sh
+```
+
+The benchmark defaults to a short, progress-reporting `MODE=quick` scan. Use
+`MODE=full` only after the smoke test passes. Every point has a configurable
+`TIMEOUT` so a synchronization fault is reported instead of appearing as a
+silent long run.
+
+Collect NCU counters from any working directory:
+
+```bash
+sudo -E "$PWD/scripts/profile_hybrid_dataflow_ncu.sh"
+```
+
+The hard acceptance gates are exact reference equality, a single kernel, and
+zero global intermediate traffic. Speedup is reported by length, batch, word
+width, and mapping point; it is not assumed as a correctness criterion.
+
+## Current V100 Result
+
+All generated semantic paths pass the GPU correctness suite. The controlled
+NCU study confirms that decomposition is a first-order parameter: balanced
+`6+6` at `logN=12` cuts replay time from 331.2 us to 187.6 us versus `8+4`,
+while barrier stall falls from 50.55% to 13.26%. Compile-time token packing
+then reduces the balanced point to 150.3 us at `T_d=4`, removes 25.1% of warp
+instructions and 27.6% of integer thread instructions. Active warps remain at
+9.37%, while barrier stall rises from 13.26% to 25.55%; packing amortizes
+control work but exposes synchronization as the next bottleneck.
+
+Over-decomposition is much more damaging than the barrier counter alone
+suggests. `U_s=2` is 28.75x slower than balanced `U_s=6`, executes 10.64x as
+many warp instructions and 8.68x as many integer thread instructions, and
+reaches only 3.12% active warps. At `logN=13`, `U_s=7,T_d=2` already consumes
+90160 B of shared memory; `T_d=4` would require 114736 B and exceeds the V100
+98304 B per-CTA limit. The complete counter table and interpretation are in
+[`results/ncu_hybrid_dataflow_td/analysis.md`](../results/ncu_hybrid_dataflow_td/analysis.md).
+
+The first register-resident role screen adds a second, batch-dependent
+boundary. Full subgraph fusion (`U_r=5`) improves `logN=10` by 1.36x--1.55x
+for uint32 and 1.04x--1.29x for uint64. At uint64 `logN=12`, `U_r=6,T_d=8`
+loses at batch 1/16 but is 1.46x faster at batch 256. The same mapping does
+not win for uint32 `logN=12`. These results require joint selection over word
+width, length, batch, `U_r`, and `T_d`; see
+[`results/hybrid_dataflow_roles/analysis.md`](../results/hybrid_dataflow_roles/analysis.md).
+
+The pre-launch-bounds NCU capture confirms the mechanism. At `logN=10`, full fusion removes 29.2% of warp
+instructions, 25.1% of integer instructions, and 92.7% of shared-load bank
+conflicts. At `logN=12,T_d=8`, it removes 30.3%, 24.6%, and 89.7%, respectively.
+That capture moves the cost to 142 registers per thread and a 15.63%
+long-scoreboard stall. The current generated `R_b=1` launch bound lowers the
+cubin footprint to 103 registers with no local allocation; together with the
+32768 B shared footprint, this admits three CTAs per SM. Forcing `R_b=3` lowers
+the count to 89 but does not add residency and is slower, so it remains an
+ablation. Full attribution is in
+[`results/ncu_hybrid_dataflow_roles/analysis.md`](../results/ncu_hybrid_dataflow_roles/analysis.md).
+
+The follow-up packet-depth control changes the earlier crossover conclusion.
+At matched `T_d=10/12`, explicit `T_i=2` is usually 3%--8% slower than
+`T_i=1`; its longer register live ranges do not repay the intended dependency
+hiding on V100. Deeper `T_d` itself is valuable: `T_d=10/12,T_i=1` amortizes
+packet boundaries and makes full fusion faster than `U_r=1` for every screened
+uint64 `logN=10/12` batch. uint32 `logN=12` remains non-monotonic. Results and
+the NCU command are in
+[`results/hybrid_dataflow_interleave/analysis.md`](../results/hybrid_dataflow_interleave/analysis.md).
+
+The refreshed physical-unit experiment closes the earlier aggregate gap. Across
+18 matched uint32/uint64 `logN=10/12` batch shapes, resident radix-4 is 3.769x
+faster than the original v0.7 role pipeline and 1.035x faster than the mature
+v0.6 path geometrically. In the formal four-version matrix, v0.7 search improves
+its own base by 4.760x and reaches 1.028x of v0.6 search overall.
+
+The aggregate hides a clear residency boundary. uint64 `logN=10` reaches
+2.127x of v0.6 search and wins all six batches. At `logN=12`, uint32 and uint64
+reach 0.785x and 0.651x respectively; v0.7 wins two uint32 batches and is at
+parity on one uint64 batch. Thus the missing local unit, rather than the
+space-time abstraction, caused most of the original gap. The remaining deficit
+is concentrated where a larger per-transform resident state limits each
+transform to one CTA while Hybrid2D exposes intra-transform multi-CTA
+parallelism. See
+[`v06_v07_comprehensive_comparison.md`](v06_v07_comprehensive_comparison.md)
+and
+[`results/v100_hybrid_radix4_comparison.md`](../results/v100_hybrid_radix4_comparison.md).
+
+That capacity boundary is now addressed by the separate
+[Hierarchical Dataflow NTT](hierarchical_dataflow_ntt.md) backend. It keeps each
+fixed-size subgraph CTA-resident, writes one online-transposed boundary between
+two graph layers, and schedules both layers across persistent CTAs in one
+cooperative kernel launch. Strict HybridDataflow remains the zero-workspace,
+one-CTA control point rather than silently changing its residency contract.
diff --git a/docs/ncu_profiling.md b/docs/ncu_profiling.md
index 80420b3..219cfb6 100644
--- a/docs/ncu_profiling.md
+++ b/docs/ncu_profiling.md
@@ -1,5 +1,107 @@
 # Nsight Compute Profiling
 
+## v0.7 Global-Load Sector Attribution
+
+The v0.6/v0.7 comparison requires two distinct measurements: aggregate
+L1TEX/DRAM counters and source-correlated coefficient request counters. Build
+an otherwise unchanged Release binary with CUDA line information, then run the
+privileged capture:
+
+```bash
+./scripts/build_v07_sector_attribution.sh
+sudo -E ./scripts/profile_v07_sector_attribution_ncu.sh
+```
+
+The script verifies forward and inverse v0.6/v0.7 d6 results before profiling.
+It captures the full d0/d3/d4/d5/d6 aggregate sequence, then retains
+SourceCounters `.ncu-rep` files and exports `cuda,sass` CSV for v0.6 and d6.
+Outputs are written under `results/ncu_v07_sector_attribution/`; the analyzer
+keeps predicted and source-measured sectors in separate columns. See the
+[root-cause audit](v07_sector_root_cause.md) for the stage model and the
+resident-subgraph pipeline boundary.
+
+## APPT tail physical cores
+
+The matched V100 pass compares v0.6 10+10, warp and CTA online cores, and the
+full, split, and shared/register dependency-closed tails:
+
+```bash
+sudo -E "$PWD/scripts/profile_appt_tail_cores_ncu.sh"
+```
+
+It writes raw CSV, `summary.csv`, `analysis.csv`, and `analysis.md` under
+`results/ncu_appt_tail_cores/`. The counter set includes global and local
+sectors, shared bank conflicts, registers, shared bytes, active warps, and the
+barrier/scoreboard/MIO stalls needed to distinguish a spilled retained state
+from an issue-limited shared-memory tail. The script excludes derived summary
+CSV files when rerun.
+
+The archived `ncu_appt_tail_cores_selected` pass isolates readiness counters.
+The `ncu_appt_tail_coeff_cache` pass then captures CTA-local coefficient-tree
+reuse for the producer and low tail in a separate directory:
+
+```bash
+cd /home/wt/git/Hermes/cuNTT-v05
+sudo -E env OUTPUT_DIR="$PWD/results/ncu_appt_tail_coeff_cache" \
+  "$PWD/scripts/profile_appt_tail_cores_ncu.sh"
+```
+
+The script uses the coefficient-cache-specific role weights selected by the
+event-timing neighborhood scan. Reproduce the before/after reduction with:
+
+```bash
+python3 scripts/compare_appt_tail_ncu.py \
+  results/ncu_appt_tail_cores_selected/summary.csv \
+  results/ncu_appt_tail_coeff_cache/summary.csv \
+  --markdown results/ncu_appt_tail_coeff_cache/comparison.md
+```
+
+The source now additionally retains the tree through the high tail. Preserve
+the first-cache attribution and capture that increment under
+`results/ncu_appt_tail_coeff_cache_full` rather than overwriting it:
+
+```bash
+sudo -E env OUTPUT_DIR="$PWD/results/ncu_appt_tail_coeff_cache_full" \
+  "$PWD/scripts/profile_appt_tail_cores_ncu.sh"
+```
+
+Do not pass the older readiness capture as
+`ABLATION_BASELINE`: that would conflate coefficient reuse and role rebalance
+with the readiness-only ablation.
+
+## APPT Static Output and Online Writer
+
+The static-layout capture compares the mature v0.6 kernel with fragment widths
+8/16/32 under both static and natural output contracts:
+
+```bash
+cd /home/wt/git/Hermes/cuNTT-v05
+sudo -E env BIN="$PWD/build-cuda118/cuntt_bench" \
+  "$PWD/scripts/profile_appt_static_layout_ncu.sh"
+```
+
+`summarize_ncu.py` receives only raw profiler CSV files; the script excludes
+its own `summary.csv` before reduction. `analyze_appt_static_layout_ncu.py`
+reports global load/store sectors relative to matched v0.6, DRAM utilization,
+registers, and local sectors. CUDA-event scans remain the timing authority;
+NCU replay is used to attribute the sector and synchronization mechanisms.
+
+## Hybrid Dataflow NTT
+
+The dedicated script profiles primary, stage-space, layout, and handoff points
+using absolute repository paths:
+
+```bash
+sudo -E "$PWD/scripts/profile_hybrid_dataflow_ncu.sh"
+```
+
+It writes raw reports and `summary.csv` under
+`results/ncu_hybrid_dataflow_td/`. Global load/store sectors establish the
+single input/output boundary independently of replay-cache behavior; DRAM
+bytes alone may read zero when NCU replay keeps buffers in L2. Bank conflicts,
+barrier stalls, active warps, registers, shared memory, and waves explain the
+cost of each unfolding choice.
+
 ## FFT resident mapping
 
 The `logN=12` FFT decomposition compares two-pass, resident 64x64, direct 4096,
@@ -62,6 +164,36 @@ warp instructions by 19.6%, CUDA-event time by 10.5%, and NCU replay time by
 CUDA-event timing but not under replay, reinforcing that NCU time is not the
 performance authority.
 
+The APPT register-tail physical-core comparison profiles the mature v0.6
+kernel, the previous calibrated radix-4 point, radix-4 with the newly matched
+role mapping, and radix-8 with that same mapping:
+
+```bash
+sudo -E "$PWD/scripts/profile_appt_physical_cores_ncu.sh"
+sudo chown -R "$USER:$USER" results/ncu_appt_physical_cores
+```
+
+Use the CUDA-event table in `results/appt_physical_cores/analysis.md` as the
+timing authority. The NCU capture is for load/store sectors, active warps,
+barrier stalls, scoreboard stalls, cache behavior, and register attribution.
+The script also writes `results/ncu_appt_physical_cores/analysis.md`. Its
+controlled table compares role rebalancing and radix-8 against the same
+radix-4 mapping; do not rank the persistent cooperative kernels by replay
+time, especially at the uint64 batch-16 point.
+
+After the physical-core pass, profile the grouped producer request layouts:
+
+```bash
+sudo -E "$PWD/scripts/profile_appt_grouped_producer_ncu.sh"
+sudo chown -R "$USER:$USER" results/ncu_appt_grouped_producer
+```
+
+This holds the `7+7+6` graph, arithmetic core, fragment layout, and grouped-core
+role weights fixed while varying the physical `a` group over 8/16/32. Radix-4
+retains its independently calibrated weights. The generated analysis compares
+global sectors, L1/L2 hit rates, instructions, stalls, and registers against
+matched register-tail radix-4.
+
 ## Purpose
 
 The profiling run compares three implementations under the same modulus,
@@ -238,3 +370,195 @@ The script requests base profiling clocks. Compare grid waves, active warps,
 DRAM throughput, register/shared-memory limits, barrier stalls, and long
 scoreboard stalls across batch before comparing absolute NCU kernel time with
 the steady-state CUDA-event table.
+
+## HybridDataflow Fused-Role Attribution
+
+After the CUDA-event role screen, profile the controlled `Ur/Td` pairs with:
+
+```bash
+sudo -E ./scripts/profile_hybrid_dataflow_roles_ncu.sh
+```
+
+Results are written to `results/ncu_hybrid_dataflow_roles/summary.csv`. Compare
+warp and integer instruction counts, shared bank conflicts, barrier stalls,
+registers per thread, shared bytes per block, and waves per SM. The primary
+question is whether fusion reduces materialized-edge work before register
+pressure or an underfilled `Td/Ur` packet removes the gain.
+
+## HierarchicalDataflow Numeric Boundary
+
+Profile matched Hybrid2D and one-launch hierarchical points at the `logN=20`
+32/64-bit residency crossover:
+
+```bash
+sudo -E ./scripts/profile_hierarchical_dataflow_ncu.sh
+```
+
+The output is `results/ncu_hierarchical_dataflow/summary.csv`. Compare DRAM
+bytes first to verify the one-boundary traffic contract, then registers/shared
+memory, waves, active warps, integer instructions, barrier stall, and long
+scoreboard stall. The expected distinction is five resident CTAs/SM for the
+selected 32-bit physical point versus two for the 64-bit point. The script
+captures both Hybrid2D pass kernels and the single cooperative hierarchical
+kernel, then writes plan-level totals to `plan_totals.csv` and the matched
+interpretation to `analysis.md`.
+
+To isolate the resident physical unit while holding that outer graph fixed,
+run:
+
+```bash
+sudo -E ./scripts/profile_hierarchical_cores_ncu.sh
+sudo -E env BIN="$PWD/build-v07/cuntt_bench" ./scripts/profile_appt_pipeline_ncu.sh
+```
+
+This writes `results/ncu_hierarchical_cores/analysis.csv` and `analysis.md`,
+including instruction, stall, register, and effective CTA-residency deltas for
+the native dataflow and mature Hybrid2D radix-4 schedules.
+
+To compare the homogeneous CTA control with the generated warp-granular
+physical cores, run:
+
+```bash
+sudo -E ./scripts/profile_homogeneous_10x10_ncu.sh
+sudo -E ./scripts/profile_homogeneous_warp_10x10_ncu.sh
+sudo -E ./scripts/profile_homogeneous_vector_radix4_ncu.sh
+```
+
+The first command attributes outer data-time traversal while holding the
+radix-4 core fixed. The second compares v0.6, one 1024-point transform per
+warp, and the 128/256-thread versions of the 256-point-per-warp prefix. Compare
+registers and occupancy first, then warp/integer instruction counts, global
+sectors, wait stalls, and DRAM utilization. CUDA-event timings in
+`results/homogeneous_warp_10x10/` remain the timing authority.
+
+The third command is the focused current-build comparison for the mature v0.6
+radix-4 control, selected dual-warp128 coefficient-reuse depth 4, plain
+dual-warp128 vector-radix4, and vector coefficient-broadcast depths 3--7. It
+writes eight validated raw CSV files and `summary.csv` under
+`results/ncu_homogeneous_vector_radix4/`.
+
+For the cheaper stage-6 root-cause closure, profile only v0.6, vector d6, and
+the dual-bank vector d7 candidate:
+
+```bash
+sudo -E ./scripts/profile_vector_stage6_distribution_ncu.sh
+```
+
+This writes `results/ncu_vector_stage6_distribution/summary.csv` and
+`analysis.md`. The generated decision requires both a material load-sector
+reduction and a kernel-time improvement before recommending d7; otherwise d6
+remains the performance default.
+
+After that attribution, compare the aligned vector-load replacement against
+both shuffle controls:
+
+```bash
+sudo -E ./scripts/profile_packed_stage6_ncu.sh
+```
+
+The script validates forward and inverse execution for both packed variants,
+then profiles v0.6, vector d6, vector d7, packed vector16, and packed lane32
+with base clock control. It flushes caches across replay passes and also
+collects L1/L2 hit rates. Results are written to
+`results/ncu_packed_stage6_lane32/{summary.csv,analysis.md}`; the earlier
+vector16-only capture remains in `results/ncu_packed_stage6/`. Promotion requires the
+lane32 point to preserve d7's sector reduction and improve fixed-clock time;
+the global selector is not changed by the script.
+
+After the lane32 event schedule screen, confirm its three neighboring CTA
+splits against v0.6 and d7:
+
+```bash
+sudo -E ./scripts/profile_packed_stage6_lane32_schedule_ncu.sh
+```
+
+This profiles `84:76`, `85:75`, and `86:74` with base clocks and flushed replay
+caches. It writes
+`results/ncu_packed_stage6_lane32_schedule/{summary.csv,analysis.md}` and only
+marks a point selector-eligible when it beats both fixed-clock controls.
+
+The next physical-core comparison replaces four sequential warp-register rows
+with one shared radix-4 packet:
+
+```bash
+sudo -E ./scripts/profile_packet_shared_radix4_ncu.sh
+```
+
+It compares v0.6, d7, lane32, and packet128 at base clock. Besides time and
+sectors, it collects ADU/ALU/CBU/LSU/XU instruction-pipe counts plus global and
+shared SASS instruction classes. The generated report is
+`results/ncu_packet_shared_radix4/analysis.md`.
+
+To compare aggregate handoff, per-packet polling, and identity-preserving
+wave-bitmap readiness at batch 16, 32, and 64, run:
+
+```bash
+sudo -E ./scripts/profile_packet_streaming_ncu.sh
+```
+
+This writes nine raw captures, `summary.csv`, and `analysis.md` under
+`results/ncu_packet_readiness_modes/`. Per-packet uses the selected
+`ready_window=4/2/16`; wave-bitmap uses `16/8/8` for batch 16/32/64. The
+validated unpadded per-packet control remains in
+`results/ncu_packet_polling_backoff/`; the rejected padded capture is retained
+in `results/ncu_packet_streaming_padded_staging/`. The preflight verifies
+forward and inverse execution for both publication modes before privileged
+profiling begins.
+
+After the readiness capture, the same command profiles the current
+stage-0/1 compute-layout ablation under
+`results/ncu_packet_compute_layout/`: aggregate, bitmap interleaved-row, and
+bitmap warp-row at batch 16/32/64. The script verifies both bitmap layouts in
+forward and inverse directions. The completed capture confirms the mapping
+model: warp rows reduce online global-load sectors by about 8.7% and
+shared-load conflicts by about 19%, with 1.6%-2.1% fewer LSU instructions.
+Warm CUDA-event timing remains neutral at batch 32/64, so the candidate is an
+attribution control rather than a dispatch default. Service-weight and
+wave-barrier follow-ups are recorded in `results/packet_warp_rows_weights/`
+and `results/packet_folded_barriers/`; neither exposes a remaining pipeline
+imbalance large enough to change selection.
+
+`results/ncu_packet_streaming_q_frontier/` is a rejected synchronization
+ablation. It showed that aggregating notifications reduces CBU work, but clean
+rebuilds exposed a cross-producer publication race. Do not use its timing in a
+selector or headline comparison.
+
+The parameterized three-level diagnostic compares the mature packet128
+`10+10` codelet, the historical `7+7+6` wave, `6+6+8`, and a finer
+128-thread/four-row task:
+
+```bash
+sudo -E ./scripts/profile_three_level_partitions_ncu.sh
+```
+
+It writes four fixed-clock captures plus `summary.csv` under
+`results/ncu_three_level_partitions/`. This command is retained for later
+physical-core attribution. First run the `M/G` Event screen:
+
+```bash
+./scripts/benchmark_resident_execution_groups.sh
+```
+
+It holds each logical partition fixed while changing resident edge lowering.
+Only the Event winners should proceed to matched NCU attribution; a
+fixed-three-level NCU result cannot select the architecture-level decomposition.
+
+The selected matched capture is:
+
+```bash
+sudo -E ./scripts/profile_resident_execution_groups_ncu.sh
+```
+
+It profiles `M4/G4 generic`, `M4/G2 generic`, `M4/G2 dataflow-radix4`, and
+the physically equivalent `M2/G2 dataflow-radix4` at batch 1/16. The first
+pair attributes boundary materialization, the second attributes physical-core
+quality, and the last pair checks that logical M does not change counters once
+the physical execution schedule is identical.
+
+The completed V100 capture is in
+`results/ncu_resident_execution_groups/analysis.md`. G4-to-G2 lowering removes
+2.56x--2.73x load sectors and 4.91x--5.01x warp instructions. Replacing the
+generic G2 unit with `dataflow-radix4` removes another 2.62x--2.64x load
+sectors, reduces registers from 72 to 40, and raises active warps by
+1.93x--1.99x. Physically identical M2/M4 points differ by at most 1.27% in
+sector/instruction counters, so no further logical-M NCU sweep is justified.
diff --git a/docs/reproducibility.md b/docs/reproducibility.md
index 284004d..2f7d74f 100644
--- a/docs/reproducibility.md
+++ b/docs/reproducibility.md
@@ -201,6 +201,26 @@ Do not treat a silently selected fallback as a measured generated core.
 
 ## 5. External Baselines
 
+The matched v0.6/v0.7 NTT matrix is reproduced with:
+
+```bash
+python3 scripts/run_external_baseline_suite.py \
+  --manifest config/v100_v06_v07_comparison.json \
+  --output results/v100_v06_v07_r4_refresh_raw.csv
+python3 scripts/summarize_external_baseline_suite.py \
+  results/v100_v06_v07_r4_refresh_raw.csv \
+  --output results/v100_v06_v07_r4_refresh_summary.csv
+python3 scripts/summarize_v06_v07_comparison.py \
+  results/v100_v06_v07_r4_refresh_summary.csv \
+  --output results/v100_v06_v07_r4_refresh_comparison.csv \
+  --metrics results/v100_v06_v07_r4_refresh_metrics.json \
+  --markdown results/v100_v06_v07_r4_refresh.md
+```
+
+Use `--resume` on the collection command only when the manifest and existing
+raw file describe the same protocol. The runner keys completion by case ID and
+trial.
+
 ### Dao Fast Hadamard Transform
 
 ```bash
@@ -232,6 +252,18 @@ cuFFT uses the same `cubutterfly_bench` process and timing interface:
 
 ## 6. Nsight Compute
 
+### Hierarchical NTT dataflow
+
+```bash
+MODE=screen ./scripts/benchmark_hierarchical_dataflow.sh
+MODE=space WARMUP=20 REPEAT=100 ./scripts/benchmark_hierarchical_dataflow.sh
+sudo -E ./scripts/profile_hierarchical_dataflow_ncu.sh
+```
+
+`screen` holds total points near `2^22` while sweeping `logN=12..20` and both
+word widths. `space` scans rows/subgraphs per CTA, serial subgraph depth, and
+thread count at `logN=20,batch=4`; every result is reference-verified.
+
 Administrator-enabled representative collection:
 
 ```bash
diff --git a/docs/research_status.md b/docs/research_status.md
index 8bd9df0..ecfa716 100644
--- a/docs/research_status.md
+++ b/docs/research_status.md
@@ -11,6 +11,125 @@ general-shape/API extension and its separate protocols are summarized in
 [v0.6 Implementation Status](v0.6_implementation_status.md); those results do
 not retroactively change older controlled tables.
 
+The V100 uint32 `10+10` study now has aggregate and packet-granular online
+modes. The aggregate packet core closes the physical-codelet gap and beats
+v0.6 by 1.187x under fixed clocks at batch 16. The online mode is functionally
+complete, preserves single-read/single-write boundary traffic, and beats v0.6
+across batch 16/32/64, while the latest bitmap/warp-row points reach
+0.967x/0.989x/0.992x aggregate throughput. Polling backoff, readiness packing,
+row mapping, CTA service weights, and wave-barrier folding have now been
+screened independently.
+
+The matched fixed-clock captures separate the remaining mechanisms. Bitmap
+readiness primarily removes control work: relative to per-packet, batch-16/32
+CBU instructions fall by 6.4%/11.0%, while load sectors fall only 0.7% and
+shared-load conflicts are unchanged. Warp-row stage-0/1 mapping then removes
+8.7% of online load sectors and about 19% of shared-load conflicts, but warm
+event time changes by only -0.4% to +0.1% at batch 32/64. Its faster consumer
+does not move the optimal `5:15` producer/consumer allocation, and eliminating
+one barrier per q-wave changes time by less than 0.6%. The remaining gap is
+therefore fine-grained two-segment protocol work that is hidden or absent in
+the aggregate schedule, not an unresolved coalescing, bank-conflict, service
+balance, or redundant-barrier defect.
+
+The multi-segment checkpoint now makes the large-stage count itself a design
+dimension. One runtime descriptor executes `M=2..8`; each generic segment has
+`2..10` stages and the ordered partition sums to `logN`. Random forward/inverse
+checks pass through the eight-role limit. The generator enumerates all 3950
+legal ordered `logN=20` partitions, then retains a bounded shortlist within
+each `M` before expanding physical cores and boundary choices. The compiled
+V100 specializations still cover every permutation of `6+7+7` and `6+6+8`.
+Within that controlled three-level family, `6+6+8` beats `7+7+6` by 1.26x at
+batch 1 and 1.29x at batch 4.
+
+This is not yet a competitive physical point. `6+6+8` takes
+0.478/1.966/10.272 ms at batch 1/4/16 after its batch-16 service weights change
+from `6:6:8` to `4:4:12`; packet128 `10+10` takes
+0.140/0.325/1.144 ms. A 128-thread/four-row three-level ablation is slower at
+0.482/2.524/14.244 ms. Task granularity alone is therefore not the
+transferable packet128 feature: the next codelet must fuse the four-row
+butterfly computation itself inside each variable-size subgraph.
+
+A first `M` screen deliberately holds the generic radix-4 core, 256 threads,
+two CTAs/SM, and full-scratch boundaries fixed. At batch 1, the shortlisted
+`M=2..8` points take 0.392/0.574/1.109/2.189/4.890/8.332/12.722 ms. This is
+not evidence that two logical subgraphs are universally optimal: in this
+control every added subgraph materializes another complete global boundary.
+At batch 16, `M=4` (9.560 ms) overtakes `M=3` (11.519 ms) despite both losing
+to `M=2` (3.704 ms), confirming that service balance and homogeneous load can
+change the local ordering. The next search layer must therefore cross `M`
+with full/ring/resident-fused boundary realization before NCU attribution.
+
+That boundary-realization layer is now executable. `ResidentFused` keeps the
+logical `stage_partition` unchanged and lowers adjacent segments into `G`
+physical execution groups, with independent physical mappings and only `G-1`
+materialized boundaries. A first controlled V100 check holds logical
+`5+5+5+5` and generic radix-4 fixed: `G=4/3/2` takes
+0.957/0.918/0.370 ms at batch 1, so `G=2` is 2.58x faster than the former
+full-scratch `G=M` control. This identifies the earlier M-scaling loss as a
+boundary-realization artifact, not a rejection of additional logical
+homogeneous subgraphs.
+
+The three-trial equivalence check then lowers every `M=2..8` to the same
+physical `G=2,10+10` schedule. With the generic radix-4 group core, the spread
+across logical M is only 0.20%/1.39%/1.99% at batch 1/4/16. Replacing only the
+execution-group mapping with the mature `dataflow-radix4` core reduces the
+median from 0.427/1.113/3.757 ms to 0.149/0.366/1.155 ms, a
+2.88x/3.04x/3.25x gain; the corresponding logical-M spread remains below
+1.3%. This is the intended separation: logical factorization no longer forces
+traffic, while physical-core quality remains an independent design-space
+axis. The results and reproducer are in
+`results/resident_execution_groups/v100_initial/`,
+`results/resident_execution_groups/v100_g2_confirmed/`,
+`results/resident_execution_groups/v100_g2_dataflow_confirmed/`, and
+`scripts/benchmark_resident_execution_groups.sh`.
+
+The matched NCU capture confirms both mechanisms. Lowering `M4/G4` to
+`M4/G2` reduces global-load sectors by 2.73x/2.56x and warp instructions by
+5.01x/4.91x at batch 1/16, even though the combined group increases shared
+state from 1 to 32 KiB. Replacing the generic G2 core with the mature
+dataflow core then reduces load sectors by another 2.64x/2.62x and warp
+instructions by 1.44x/1.43x, drops registers from 72 to 40, halves shared
+state to 16 KiB, and raises active warps by 1.93x/1.99x. Finally, physically
+equivalent M2/M4 dataflow points differ by at most 1.27% across sector and
+instruction counters. Full attribution is in
+`results/ncu_resident_execution_groups/analysis.md`.
+
+The subsequent 30-point lowering ablation separates that architecture result
+from physical-core coverage. Resident M-to-G lowering improves the
+full-scratch path by 3.598x geometric mean, but the measured M/G candidates
+reach only 0.394x v0.6-best and win 1/30 points. This is not a version-level
+v0.7 comparison because earlier HybridDataflow and packet-shared v0.7 cores
+are intentionally excluded. At `logN=20`, matched M4/G2 v0.7
+and M2/G2 v0.6 physical schedules agree within 0.02%--0.66%; at shorter
+lengths, however, 6--9-stage groups still use the generic descriptor core
+because only 10+10 has a generated dataflow specialization. The architecture
+lowering is therefore validated, while the next implementation task is
+compile-time physical-core generation across stage logs 6--9. See
+[`resident_v06_comparison.md`](resident_v06_comparison.md) and
+`results/resident_v06_comparison/v100_confirmed/`.
+
+This does not revise the matched 18-shape release result: HybridDataflow
+v0.7-search remains 1.028x v0.6-search overall, with 8 wins, 1 parity point,
+and 9 losses. That table includes the uint64 `logN=10` region where v0.7 is
+2.127x faster; the M/G ablation starts at `logN=12` and intentionally omits
+that physical core.
+
+The focused crossover audit identifies why a version-level crossing remains.
+For uint32 `logN=12`, explicit `Td=6/12` controls differ by less than 1%, so
+the generated default-table threshold is not causal. The resident radix-4
+kernel instead produces one CTA per transform and admits two CTAs/SM: batch
+160 fills the 80-SM physical wave and reaches 1.132x Hybrid2D, while batch 256
+requires a second wave whose tail fills only 60% of resident slots and falls
+to 0.859x. Hybrid2D supplies finer intra-transform CTA work. At uint32
+`logN=20,batch=16`, refreshing the v0.6 envelope from the historical 17:13
+control to Hybrid2D/9:11 changes packet128's comparison to 0.935x. Thus the
+crossovers come from non-nested physical spaces, CTA-wave quantization, and
+baseline evolution, not from the butterfly dependency graph. The release
+selector must retain the lower envelope, while the generator must import
+Hybrid2D multi-CTA mappings before claiming a nested v0.7 space. Full data is
+in `results/v06_v07_crossover/analysis.md`.
+
 ## Research Claims And Evidence
 
 | Claim | Evidence | Current result |
@@ -51,18 +170,15 @@ at `logN=20`, batch 2. At saturated `logN=20` batch 8/16 it reaches
 0.962x/0.954x. These focused results use a different batch protocol and must
 not be mixed into the comprehensive rows above.
 
-Matching-protocol external measurements show parity or advantage over Dao FHT
-on the qualified large FWHT shapes and 1.109x-1.425x throughput over GPU-NTT on
-the matched natural-order NTT shapes. XOR-zeta remains an internal architecture
-ablation because no maintained matching external baseline has been identified.
-
-In the current ten-shape library/base/search matrix, searched configurations
-are 2.349x faster than fixed radix-2 base mappings and 1.109x faster than the
-matched external rows by geometric mean. The per-operator library ratios are
-1.015x FFT, 1.054x FWHT, and 1.313x NTT, with six rows faster and four within a
-+/-3% parity band. This is a representative matrix, not a universal result;
-the GPU-NTT rows are archived same-machine matching-protocol measurements rather
-than interleaved rows from the current refresh.
+The previous ten-shape snapshot reported 1.015x FFT, 1.054x FWHT, and 1.313x
+NTT throughput against the matching libraries. The final full-protocol refresh
+reports 1.019x FFT, 1.052x FWHT, and 1.314x NTT. The temporary FWHT reversal
+was traced to general-shape bounds and independent-stride predicates entering
+the exact power-of-two register kernel; compile-time exact-shape specialization
+restores the historical performance. GPU-NTT rows remain archived same-machine matching-
+protocol measurements rather than interleaved rows from this refresh. XOR-zeta
+remains an internal architecture ablation because no maintained matching
+external baseline has been identified.
 
 ## Semantic Coverage
 
@@ -122,6 +238,121 @@ are confined to `logN=14..16` crossover batches and range from 0.1% to 3.2%.
 
 ## Remaining Work
 
+The v0.7 research branch introduces a strict-resident NTT `HybridDataflow`
+backend. It maps a fixed-size subgraph to persistent warp roles, streams
+independent data tokens through bounded shared channels, and feeds online
+reordered results back into one CTA-resident state. Forward/inverse uint32 and
+uint64 paths, batch execution, layout/state/handoff ablations, and generated
+`T_s/U_s/T_d/U_d` points now pass the complete V100 correctness suite.
+
+The controlled NCU attribution separates the architectural effects. At
+`logN=12`, balanced `6+6` stage decomposition reduces the old `8+4` replay
+time from 331.2 us to 187.6 us, barrier stall from 50.55% to 13.26%, warp
+instructions by 27.5%, and integer instructions by 20.8%. `U_s=2` executes
+10.64x as many warp instructions and 8.68x as many integer instructions as
+balanced `U_s=6`, reaches only 3.12% active warps, and takes 5.39 ms. Generated
+compile-time data unfolding selects `T_d=4`: it reduces the balanced point to
+150.3 us under NCU by removing another 25.1% of warp instructions and 27.6% of
+integer instructions. CUDA-event scans independently place it at 0.0526 ms for
+uint64 `logN=10`, batch 16 and 0.1454 ms at `logN=12`; `T_d=8` crosses the
+channel-resource/pipeline optimum and regresses.
+
+The first concrete capacity boundary occurs at uint64 `logN=13`: balanced
+`U_s=7,T_d=2` occupies 90160 B, while `T_d=4` would require 114736 B and is
+illegal on V100. The selector must reject such points analytically before
+benchmarking. Full counters and secondary handoff/layout ablations are in
+[`results/ncu_hybrid_dataflow_td/analysis.md`](../results/ncu_hybrid_dataflow_td/analysis.md).
+
+The next implementation turns the streamed stage sequence into a true fused
+subgraph. `role_stages` (`U_r`) controls how many consecutive stages remain in
+lane-owned registers inside one persistent role; warp shuffle performs local
+reordering, and shared channels now occur only between fused roles. Released
+stage warps are reassigned to independent tokens, converting stage-space
+parallelism into data-space parallelism instead of reducing CTA width. All
+forward/inverse uint32/uint64 fusion tests pass exact reference equality.
+
+The V100 screen shows the expected piecewise preference. Full fusion improves
+`logN=10` by 1.36x--1.55x for uint32 and 1.04x--1.29x for uint64. At uint64
+`logN=12`, `U_r=6,T_d=8` loses at batch 1/16 and is 1.46x faster at batch
+256, but uint32 `logN=12` still prefers `U_r=1`. The best batch-256 uint64
+points are now 1.58x behind Tile256 at `logN=10` and 2.00x behind it at
+`logN=12`, substantially narrower than the original 4.0x/6.6x gaps. See
+[`results/hybrid_dataflow_roles/analysis.md`](../results/hybrid_dataflow_roles/analysis.md).
+
+The pre-launch-bounds NCU capture validates the physical mechanism rather than only the timing outcome. Full
+fusion removes 25%--33% of integer instructions and roughly 90% of shared-load
+bank conflicts. At `logN=12`, it reduces shared allocation from 53288 B to
+32768 B, moving V100 residency from one CTA/SM to two at saturated batch. The
+tradeoff in that capture is 142 registers per thread and long-scoreboard stall
+rising from 3.52% to 15.63%. The generated launch bound now reduces the current
+`R_b=1` cubin to 103 registers and permits three CTAs/SM without local
+allocation. An `R_b=3` candidate reaches 89 registers but creates no additional
+residency and loses performance, so the default remains `R_b=1`. See
+[`results/ncu_hybrid_dataflow_roles/analysis.md`](../results/ncu_hybrid_dataflow_roles/analysis.md).
+
+This remains an explicit research backend. The remaining gap is now attributed
+to the physical register ownership and role-channel units, not to a forced
+global-memory boundary and not to the configurable graph-scheduling
+abstraction.
+
+The confirmed preference regions are now emitted from the V100 generator as a
+runtime default table. `logN=10` selects `U_r=5,T_d=10,T_i=1` for
+uint32/uint64, and uint64 `logN=12` selects `U_r=6,T_d=12,T_i=1` for all
+batches. Deeper packets amortize packet-boundary control enough to remove the
+previous uint64 `logN=12` batch threshold. Other shapes explicitly report
+`resource-fallback` and retain `U_r=1`. User-provided `U_r/T_d/T_i/R_b`
+values are never overwritten. A generated
+`R_b=3` launch-bounds candidate reduces the full-fusion cubin from 103 to 89
+registers per thread but adds no residency beyond the 32 KiB shared-memory
+ceiling and is 2%--26% slower over the primary batches, so `R_b=1` remains the
+default.
+
+The register-level token-interleave experiment separates packet depth from
+instruction scheduling. Against the previous `T_d=4/8` points, the new
+`T_d=10/12,T_i=2` candidates improve every screened shape by 1.08x--1.37x.
+However, at matched packet depth `T_i=2` is normally 3%--8% slower than
+`T_i=1`; the gain belongs to packet amortization rather than long-scoreboard
+hiding. The `T_i=2` kernels use no local memory, so this is a register live-range
+and scheduling tradeoff rather than a spill artifact. The option remains in the
+generated design space as an NCU-backed physical-unit ablation.
+
+The matched NCU capture makes that attribution concrete. Deep `T_i=1` is
+1.189x/1.197x faster than the old packet at uint64 `logN=10/12`. At `logN=12`,
+register count, shared-memory block limit, and active warps do not change while
+active-cycle IPC rises from 0.27 to 0.32, ruling out occupancy as the gain.
+`T_i=2` lowers `logN=10` long-scoreboard stall by 2.92 percentage points, but
+adds 13.9% integer instructions and loses 5.8%; at `logN=12` it adds 8.3%
+integer instructions and loses 4.4%. The compiler-level interleave mechanism
+works narrowly, but its bookkeeping/live-range cost dominates on V100.
+
+The subsequent fine packet-depth study covers every `T_d=1..16`, repeats the
+candidate plateaus, and scans batch in steps of 16 through 640 (1,452 checked
+runs in total). It exposes a structural sawtooth: with `R=U_r` replicated
+warps, packet critical length is
+`ceil(K/T_d) * ceil(T_d/R)`, so `T_d=kR+1` makes only part of the warps execute
+an additional token slot. Useful candidates cluster at or just below `kR`.
+Register-limited CTA wave capacity supplies the second breakpoint variable.
+
+The strongest stable new region is uint32 `logN=12`: `T_d=12` wins through
+`2*SM_count`, while `T_d=6` wins every sampled batch from `2*SM_count+1`
+through 640, by up to 1.50x. This hardware-relative boundary is now in the
+generated default table. uint64 `logN=10` alternates between `T_d=5` and
+`T_d=9/10` as different four/five-CTA wave capacities are crossed; the robust
+minimax `T_d=10` remains the default until a wave-aware cost selector replaces
+range overfitting.
+
+The first wave-aware predictor has also been evaluated rather than assumed.
+Training uses the six representative batches and testing uses 140 unseen
+batch/shape scenarios from the dense scan. Features include cubin register
+usage, derived CTA residency, packet count, critical slots, discrete CTA
+density, and partial waves. Histogram-gradient regression reaches 1.0188
+geometric regret but 1.151 worst regret, failing the runtime admission gate.
+The guarded static strategy reaches 1.0052 geometric, 1.0357 p95, and 1.0694
+worst regret with 0.986 top-2 recall. The library therefore keeps the measured
+table and exposes the learned model only as an offline top-2 search hint. This
+is a negative result for calibration-free selection, not a reason to obscure
+the unstable cases with a larger opaque model.
+
 The v0.5 quick screen now covers FP16/BF16 accumulation contracts, FP32/FP64,
 uint32 zeta, and uint32/uint64 NTT. It finds 29 confirmed and 67 ambiguous
 mapping crossovers. Complete-regime top-3 recall is 1.0, but geometric-mean and
@@ -155,6 +386,607 @@ Non-power-of-two and rank-two execution are implemented through the v0.6 C
 plan composition layer, but only the documented exact/embedding semantics and
 single-V100 evidence are claimed.
 
+The v0.7 matched NTT refresh makes the new backend boundary explicit. Across
+18 uint32/uint64 `logN=10/12` and batch shapes, the resident radix-4
+HybridDataflow point improves the original role-pipeline point by 4.760x and
+reaches 1.028x of v0.6 searched throughput overall (8 wins, 1 parity, 9 losses).
+It is 2.127x faster for uint64 `logN=10`, while uint32 and uint64 `logN=12`
+reach 0.785x and 0.651x. The streaming semantics are now performance-credible;
+larger resident states still need a hierarchical multi-CTA composition.
+
+That composition is now implemented as `HierarchicalDataflow`. It executes two
+resident radix-4 graph layers in one cooperative kernel, uses persistent CTAs,
+and materializes exactly one online-transposed global boundary. Cross-layer
+twiddles are fused into the second layer. Forward/inverse uint32/uint64 tests
+cover balanced and asymmetric splits through `logN=20` with exact reference
+equality.
+
+At the V100 `logN=20,batch=4` crossover, three-run medians put the selected
+uint32 point at 0.2421 ms versus 0.2806 ms for Hybrid2D (1.159x), while uint64
+is 0.4572 ms versus 0.4280 ms (0.936x). The selected occupancy changes from
+five to two CTAs/SM, identifying numeric state width as the next physical-unit
+boundary. The complete mapping and reproduction commands are in
+[Hierarchical Dataflow NTT](hierarchical_dataflow_ntt.md).
+
+The corrected two-pass NCU comparison rules out global traffic as the cause:
+hierarchical/Hybrid2D read ratios are 0.966x for uint32 and 1.000x for uint64.
+uint32 reduces warp/integer instructions to 0.934x/0.985x and reaches 1.215x
+NCU speedup. uint64 raises them to 1.054x/1.071x, uses 48 versus 32
+registers/thread, and reaches 0.932x. Forced register caps spill and regress;
+the remaining target is 64-bit persistent-control work, not another boundary
+or a modified NTT formula.
+
+The fixed-graph local-core ablation sharpens that target. Importing the mature
+Hybrid2D radix-4 schedule reduces warp instructions by 5.7%/4.6%, integer
+instructions by 8.3%/6.0%, and registers from 38/48 to 32/44 for uint32/uint64.
+It nevertheless loses 14.7%/2.9% under NCU because effective residency stays
+at 5/2 CTAs per SM and long-scoreboard stall rises by 12.45/3.43 percentage
+points. Physical-unit selection must therefore model both discrete residency
+cliffs and dependency-latency hiding; register or instruction minimization
+alone is not a sufficient objective.
+
+The next v0.7 checkpoint adds a generated `7+7+6` resident kernel for
+`logN=20`. Unlike `10+10`, its dependency graph lets segment 1 start before
+segment 0 finishes inside one transform. Exact forward/inverse tests pass for
+uint32 and uint64, and the physical scan selects 32 units per CTA with
+`6:6:8` role weights. At batch 1 it remains 6.5%/20.4% slower than the generic
+three-layer kernel for uint32/uint64 because the second global boundary closes
+late and fixed roles spend capacity waiting. This separates a successful
+streaming-semantics result from the still-open distributed-scheduler problem.
+
+The matched follow-up NCU capture confirms that attribution. At uint64
+`logN=20,batch=4`, resident `7+7+6` reduces warp/integer instructions from the
+generic core's 2.182x/1.534x of v0.6 to 1.218x/1.131x, but measured DRAM read
+rises to 6.282x and barrier stall to 37.02%. A three-process batch sweep shows
+resident `10+10` crossing v0.6 near batch 16, whereas resident `7+7+6` becomes
+relatively slower. The architecture exposes a valid wave; fixed CTA ownership
+and the second broad dependency closure prevent the physical implementation
+from converting more homogeneous work into throughput. The current report is
+[`results/hierarchical_streaming/v07_current_comprehensive_comparison.md`](../results/hierarchical_streaming/v07_current_comprehensive_comparison.md).
+
+The subsequent `appt-pipeline` checkpoint replaces fixed CTA segment ownership
+with the intended `A=(Us/Ts,Ud/Td)` macro-tile. Persistent warp roles pipeline
+register tokens, stage-time folds reuse those roles, and one-kernel online
+reordering produces the next token-major layout. Exact 32/64-bit tests pass at
+`logN=12` and `logN=20`, including inverse execution. A matched V100 screen
+selects `Us=7`, one stage per warp, two channel buffers, and `Td=4` at batch 1
+or `Td=8` at batch 4. State-path throughput rises with batch from 62.6 to
+64.7 GB/s for uint32 and 91.0 to 96.2 GB/s for uint64, confirming the expected
+amortization trend. Absolute latency is still only 0.12x--0.22x of v0.6.
+`Us=8` crosses a register/channel resource cliff and two-stage fused roles lose
+modular-multiply issue capacity. The next optimization target is a coalesced
+tiled online transpose plus a lower-live-range physical unit, not a return to
+fixed role scheduling. See
+[`results/appt_pipeline/checkpoint/analysis.md`](../results/appt_pipeline/checkpoint/analysis.md).
+
+Matched NCU further shows that graph admission is not the dominant deficit.
+The APPT `Us=8,role=1` fixed term is only 158.8 us (7.1% at batch 1), while its
+fitted steady cost is 2068.4 us/transform versus 131.0 us for v0.6. The kernel
+executes 13.50x the warp instructions, generates roughly 4x the global sectors,
+stalls 39.2% at barriers, and uses 127 registers/thread while reaching only
+10.5% of peak DRAM throughput. CUDA Graph capture may reduce application-side
+submission latency, but cannot amortize these repeated in-kernel costs. See
+[`results/appt_pipeline/ncu/analysis.md`](../results/appt_pipeline/ncu/analysis.md).
+
+The generated physical-subgraph follow-up makes a substantial but not yet
+decisive improvement. A coalesced tiled fold transpose, grouped token
+handshakes, two complete pipeline replicas per CTA, and a compile-time
+`logN=20,Us=7` schedule reduce the four 32/64-bit batch-1/4 checkpoints by
+41.7%--53.4%. Current medians are 0.3515/1.2081 ms for uint32 and
+0.5377/1.9723 ms for uint64. They reach 0.264x--0.388x of the matched v0.6
+resident baseline. This confirms that generated physical-unit selection was a
+real missing axis, while also ruling out single-kernel launch overhead as the
+remaining explanation. The matched counter pass reduces warp/integer
+instructions from `13.53x/5.26x` to `3.86x/2.06x` of the barrier kernel and
+raises DRAM utilization from 10.9% to 24.0%. However, global load/store sectors
+remain `3.56x/4.00x`, barrier stall is still 24.2%, and long-scoreboard stall
+rises to 30.8%. The residual target is now the materialized fold boundary and
+its memory dependency chain, followed by handoff cost and modular-multiply
+latency hiding. See
+[`results/appt_pipeline/generated_checkpoint/analysis.md`](../results/appt_pipeline/generated_checkpoint/analysis.md)
+and
+[`results/appt_pipeline/generated_ncu/analysis.md`](../results/appt_pipeline/generated_ncu/analysis.md).
+
+The benchmark now reports both CUDA-event `kernel_ms` and host
+`timed_region_wall_ms`. On the uint64 batch-1 generated point the median
+one-shot difference is 8.10 us, only about 1.3% of kernel time, and it falls to
+0.27 us/invocation over a 30-launch region. This is a measured upper bound that
+also includes event/synchronization overhead; CUDA Graph submission cannot
+account for the residual APPT gap.
+
+The next `appt-online` checkpoint now executes the three `7+7+6` folds as
+concurrent persistent CTA roles. Producers publish directly in the next fold's
+token-major layout, device counters release dependency groups online, and no
+fold-wide grid barrier remains. Exact forward/inverse uint32/uint64 validation
+passes. Against staged APPT, uint32 improves by 1.305x at batch 1 and 1.402x at
+batch 4; uint64 changes from 0.888x at batch 1 to 1.082x at batch 4. The
+load-dependent crossover is the first direct evidence that more homogeneous
+subgraphs improve the intended cross-fold pipeline. Absolute throughput is
+still only 0.303x--0.501x of v0.6, and the implementation pays two N-sized
+online boundary buffers. See
+[`results/appt_pipeline/online_checkpoint/analysis.md`](../results/appt_pipeline/online_checkpoint/analysis.md).
+
+The subsequent matched NCU capture confirms that this is a real steady-state
+improvement rather than a launch artifact. Online folds improve staged APPT
+steady throughput by 1.184x and reach 1.113x staged performance at batch 4,
+while reducing warp/integer instructions by about 56%. The current limit is
+now physical: `4.50x` store sectors, 11.9% DRAM utilization, 18.3% active warps,
+and a 3.51x steady-cost gap to the v0.6 resident core. An independent 3x3 scan
+of fold-1 publication and fold-2 output microgroups finds a small 1.043x win
+only for uint32 batch 1; that result was subsequently invalidated by crossed
+template dispatch conditions. The corrected scan finds 1.055x/1.022x
+publication-only gains for uint32 batch 1/4, while uint64 still prefers
+fine-grained readiness. This
+identifies non-blocking ready-task selection, rather than wider grouping alone,
+as the next pipeline-scheduling target. A follow-up role-weight screen moves
+uint64 batch 4 from `7/7/6` to `5/7/8` for a further 1.4% gain; this confirms
+fold 2 as the bottleneck but is too small to replace work-conserving role
+stealing. See
+[`results/ncu_appt_pipeline_analysis/analysis.md`](../results/ncu_appt_pipeline_analysis/analysis.md)
+and
+[`results/appt_pipeline/online_fold_microgroup_matrix.md`](../results/appt_pipeline/online_fold_microgroup_matrix.md).
+
+The new intrusive per-role timer separates the remaining uint64 batch-4 cost.
+Fold 0/1/2 active work is balanced after task-size normalization, while fold 1
+pays the dominant boundary publication cost and fold 2 the dominant readiness
+wait. A perfect work-conserving schedule has a measured active-work lower bound
+of 1.109 ms versus the 1.935 ms diagnostic runtime and 0.614 ms v0.6 runtime.
+Therefore scheduling and pipeline holes are the first target; they explain
+roughly 63% of the excess over v0.6. The residual 37% requires reducing the
+extra `7+7+6` global pass and replacing the warp-radix2/twiddle physical core
+with the mature resident radix-4 unit. See
+[`results/appt_role_breakdown/analysis.md`](../results/appt_role_breakdown/analysis.md).
+
+The physical subgraph core is now an explicit online-schedule design axis.
+`appt-online-radix4` retains the exact three-role DAG and online layouts but
+replaces the warp radix-2 executor with a 32-row CTA-resident radix-4 codelet;
+direct twiddle addressing avoids the historical expanded-root-table traffic.
+After independent role-weight searches, the new core improves uint64 batch 1/4
+by 1.521x/1.394x, reaching 0.4413/1.2714 ms. It is 3.8%/7.7% slower for uint32,
+where native 32-bit shuffle is preferable. The resulting selector rule is
+therefore numeric-type -> physical core -> measured service weights, rather
+than a fixed core and a separately tuned scheduler. A batch-1 active-work
+lower bound of about 0.165 ms is already faster than v0.6, but the batch-4
+bound rises to about 0.852 ms as per-task service time degrades under load.
+The next NCU pass targets this load-dependent core slowdown before dynamic role
+migration is evaluated. See
+[`results/appt_core_space/v100_confirmed/analysis.md`](../results/appt_core_space/v100_confirmed/analysis.md).
+
+That matched NCU pass is now complete. The uint64 CTA core executes only
+0.83x/0.93x the v0.6 warp instructions and 0.95x/0.97x the integer thread
+instructions at batch 1/4, so the butterfly arithmetic core no longer explains
+the remaining 1.94x/2.29x time ratio. The online graph instead performs
+1.56x--1.87x DRAM writes, 2.10x--3.13x global-load sectors, and
+4.25x--4.50x global-store sectors. Its CTA barrier stall is 25.7%--46.3%
+versus 2.8%--5.1% for v0.6, while achieved DRAM throughput remains only
+13.0%--31.9%. The batch-dependent active-work increase is therefore caused by
+materialized boundary traffic, poor L1 locality, memory-dependency latency,
+and static-role synchronization rather than extra modular arithmetic. The
+next physical point should fuse a dependency-closed pair of folds into one
+resident tile to remove one global boundary; work-conserving role migration is
+then applied to the remaining inter-tile edge. See
+[`results/ncu_appt_core_space/analysis.md`](../results/ncu_appt_core_space/analysis.md).
+
+That dependency-closed tail is now implemented as three controlled physical
+points. Full-tail removes state2 but its 64x128 tile restricts uint64 to one
+CTA/SM. Split-tail restores residency but adds an N/2 global handoff.
+Register-tail instead reuses a 32x129 padded tile and retains the closed low
+half in the remaining shared-memory budget plus registers. The current cubin
+uses 47 registers and 32 KiB shared for uint32 (3 CTA/SM), and 128 registers
+and 48 KiB shared for uint64 (2 CTA/SM), with zero stack/local spill.
+
+After role-weight/readiness calibration and CTA-local coefficient-tree reuse,
+register-tail reaches 0.2223/0.7449 ms for uint32 batch 1/4 and
+0.3129/0.9783 ms for uint64. It is the fastest v0.7 online
+core in every measured case and improves the prior best online core by up to
+1.32x, but remains at 0.470x--0.732x v0.6 throughput. Batch-1 traces put fold0
+at about 67/88 us and the fused tail at about 176/250 us for uint32/uint64;
+the next attribution target is therefore the physical tail executor rather
+than role dispatch. See
+[`results/appt_tail_cores/analysis.md`](../results/appt_tail_cores/analysis.md).
+
+The matched NCU pass confirms that the remaining gap is not modular
+arithmetic or register spill. Register-tail executes 0.67x--0.85x the v0.6
+warp instructions and 0.81x--0.89x the integer-thread instructions; local
+load/store sectors are zero. However, online state and readiness addressing
+generate 2.33x--3.58x global-load sectors and 2.25x--2.50x store sectors.
+L1 hit rate falls to 27.5%--31.0%, while L2 hit rate rises to 83.1%--93.5%
+and long-scoreboard stall reaches 37.6%--49.9%. The kernel reaches only
+13.0%--31.1% peak DRAM throughput, so it is request-latency limited rather
+than bandwidth saturated. A readiness ablation selects aggregate transform
+counters for uint32. The matched before/after NCU replay improves by
+1.4%--6.8%, but global load/store sectors change by at most 0.03%; readiness
+latency is real but does not cause the excess request traffic. Uint64 retains
+distributed flags because counter contention offsets reduced polling. These
+counters predate the coefficient-tree cache. The refreshed capture confirms
+that caching the producer and low-tail trees removes 20.5%--23.2% of global
+load sectors and improves replay time by 3.8%--7.8%, with unchanged store
+sectors. The residual stores are approximately `N+N/8` sectors for uint32 and
+`N+N/4` for uint64: state1 is coalesced, but a fixed-`c` tail task scatters the
+natural-order output across 128-element strides. The current source also
+preserves the same tree through the high tail, adding another 2.1%--4.5% event
+gain without changing residency. Detailed counters are in
+[`results/ncu_appt_tail_coeff_cache/comparison.md`](../results/ncu_appt_tail_coeff_cache/comparison.md).
+
+The current library refresh reports 1.019x cuFFT, 1.052x Dao FHT, and 1.314x
+archived GPU-NTT throughput. Detailed scope and per-length results are in
+`v06_v07_comprehensive_comparison.md`.
+
+### Grouped APPT producer checkpoint
+
+**Status correction:** the event and NCU captures below used a grouped
+producer state ordered as `[c][b][a]`, while the tail consumed `[b][c][a]`.
+The delta-only regression did not expose the swap. Those numbers are retained
+as diagnostic history, not valid NTT performance; corrected random smoke now
+passes and both event timing and NCU must be recollected.
+
+The first physical data-space implementation groups 8/16/32 low-bit `a`
+coordinates in the producer, transposes the tile on chip, and stores the first
+boundary as `[c][b][a]`. This preserves the logical `7+7+6` graph and radix-4
+arithmetic while making the APPT data-space parameter affect actual memory
+requests. The V100 event screen selects group 32 at every numeric point. It
+improves matched register-tail radix-4 by 1.095x/1.161x/1.577x for uint32 batch
+1/4/16 and 0.992x/1.069x/1.707x for uint64. The best large-batch points reach
+0.528x and 0.636x v0.6 throughput, materially reducing but not closing the
+remaining gap. The next counter pass must verify that the gain comes from
+fewer global sectors and restored cache locality; only then should group 64 or
+tail-side request aggregation be added. See
+[`results/appt_grouped_producer/analysis.md`](../results/appt_grouped_producer/analysis.md).
+
+The superseded counter pass reported batch-16 DRAM-read reductions of
+53.4%/45.9% versus matched radix-4 for uint32/uint64 and L2-hit increases of
+4.8/12.7 percentage points, while L1 remained zero. Because its layout was
+incorrect, those ratios are hypotheses about request organization rather than
+valid NTT evidence and require recapture. They motivated the controlled move
+of stage 19 from the fixed-`c` tail into the already-required natural-order
+writer without adding a memory boundary. See
+[`results/ncu_appt_grouped_producer/analysis.md`](../results/ncu_appt_grouped_producer/analysis.md).
+
+The writer-final physical core is implemented as a separate design-space
+point. It preserves the grouped `7+7+6` graph and existing global value
+boundaries: the tail publishes pre-final low/high halves, and the natural
+writer performs stage 19 while transposing fragments. Correctness covers
+uint32/uint64 producer groups 8/16/32 with random-vector verification. The
+V100 event scan jointly selected fragment width, writer task coarsening, and
+P/T/W weights before the next NCU capture.
+
+That event scan and a three-trial confirmation are complete. Writer-final
+improves corrected grouped throughput by 1.111x/1.190x/1.158x for uint32 batch
+1/4/16, reaching 0.850x/0.685x/0.593x v0.6. For uint64 the ratios are
+0.996x/1.028x/0.994x, so the core is neutral rather than a replacement. The
+numeric split is now the main attribution question: NCU must determine whether
+uint64 loses the request reduction or whether fewer active writer warps and
+64-bit modular arithmetic consume it. Confirmed timings are in
+[`results/appt_writer_final/confirmed/analysis.md`](../results/appt_writer_final/confirmed/analysis.md),
+and the selected capture command is
+`sudo -E "$PWD/scripts/profile_appt_writer_final_ncu.sh"`.
+
+The selected NCU capture is complete. Writer-final reduces load sectors by
+21.6%--23.4% for uint32 and 16.4%--17.3% for uint64 with essentially unchanged
+warp/integer instructions. Uint64 also keeps the same two-CTA/SM shared-memory
+residency and 127 versus 128 registers/thread, rejecting arithmetic work,
+spill, and occupancy as the cause of its neutral timing. The distinction is
+cache behavior: uint32 DRAM reads fall 6.6%--7.6%, while uint64 loses 6.1--8.6
+L2-hit points and DRAM reads rise 0.7%--6.4%. Relative to v0.6, uint64 also has
+an exact 1.50x store-sector floor from three materialized value writes versus
+two. The next mapping target is batch data-time traversal inside each fixed
+spatial subgraph, so transforms reuse stage coefficients before advancing the
+spatial coordinate. Full counters are in
+[`results/ncu_appt_writer_final/analysis.md`](../results/ncu_appt_writer_final/analysis.md).
+
+Role-local data-time unfolding is now implemented as a separate physical core.
+The kernel fixes one spatial producer/tail/writer task in a CTA or warp and
+traverses `T_d` batch transforms locally. A three-bit role mask exposes where
+that traversal is placed (producer=1, tail=2, writer=4), independently of the
+logical `7+7+6` graph and P/T/W service weights. Twelve random uint32/uint64
+checks cover `T_d={2,4}` and masks `{4,6,7}`.
+
+The V100 event screen shows that producer temporal traversal delays the
+downstream readiness wavefront. At uint32 batch 16 and `T_d=2`, mask 6
+(tail+writer) is 1.006x writer-final, while mask 7 is 0.976x. The best point is
+still 0.596x v0.6; uint64 remains below writer-final for every `T_d>1` point.
+Thus role-local coefficient reuse is valid but insufficient. The physical
+roles still exchange full transform state through global memory, so this is
+not yet the intended end-to-end resident subgraph. The next implementation
+target is a composite physical role that retains a dependency-closed tile
+across producer and tail work; another role-weight or radix-only sweep cannot
+remove the measured traffic floor. Results are in
+[`results/appt_data_time/role-placement/analysis.md`](../results/appt_data_time/role-placement/analysis.md).
+
+That composite point is now implemented as
+`appt-online-register-tail-grouped-writer-final-resident`. Dependency tracing
+showed that a fixed producer `c` is not closed: the grouped online transpose
+makes one tail tile consume columns from 128 producer tiles. The corrected
+kernel fixes `a`, keeps the first two seven-stage dimensions in a 128x128
+resident subgraph, publishes stage-13 state, then reuses the existing
+stages-14--18 register tail and stage-19 natural writer. Random uint32/uint64
+verification passes at batch 1 and 4.
+
+The first V100 screen is a resource negative control. The 96 KiB/CTA shared
+state and 255-register specialization force every role in the unified kernel
+to one CTA/SM. Resident-2D reaches only 0.279x/0.258x/0.277x v0.6 throughput
+for uint32 batch 1/4/16 and 0.291x/0.275x/0.296x for uint64. Its throughput
+relative to writer-final improves from 0.330x to 0.472x (uint32) and 0.415x to
+0.498x (uint64) as batch grows, supporting workload amortization but rejecting
+the current physical storage point. The next gated step is a four-quarter
+resident implementation capped at 48 KiB and at least two CTA/SM; role and
+batch scans resume only after that resource gate passes. Full timings are in
+[`results/appt_resident_2d/analysis.md`](../results/appt_resident_2d/analysis.md).
+
+The four-quarter follow-up is also complete. It executes stages 0--11 in four
+32x128 tiles, performs the stage-12 pair joins and stage-13 half join without
+changing the grouped boundary contract, and reduces shared memory to 48 KiB.
+This restores two CTA/SM and improves the 96 KiB core by 1.070x--1.655x over
+the uint32/uint64 batch 1/4/16 matrix. Absolute throughput remains
+0.280x--0.464x v0.6 and 0.481x--0.717x writer-final.
+
+The remaining loss is now localized to the physical retained-state context.
+The two-CTA launch cap produces 128 registers/thread plus 528-byte uint32 or
+672-byte uint64 stacks. A 128-thread experiment raises the register allocation
+to 255 but increases per-thread state and is slower. The next implementation
+is therefore role-specialized or warp-register quarter execution, not another
+role-weight sweep. Timings and selected service mappings are in
+[`results/appt_resident_quarter/analysis.md`](../results/appt_resident_quarter/analysis.md).
+
+The homogeneous `10+10` branch has now tested that warp-granular boundary
+directly. The original CTA-radix4 `D_t=(2,1)` point moves the same DRAM bytes
+and uses the same 48 registers/thread and 32816 shared bytes as v0.6, but wait
+stall rises from 37.63% to 45.71% and runtime rises 18.3%. A complete
+1024-point-per-warp core is register-limited to one CTA/SM. Splitting it into
+256-point warp prefixes plus one four-warp exchange improves every tested
+shape, but supplies only 0.305x--0.571x v0.6 throughput. The loss grows rather
+than shrinks with batch, ruling out graph launch amortization as the primary
+cause. The remaining search is therefore a warp-owned radix-4/8 codelet and
+coalesced static edge writer, not another outer data-time sweep. See
+[`docs/homogeneous_subgraph_template.md`](homogeneous_subgraph_template.md).
+
+That static-writer point is now implemented. It forms eight-row uint32 or
+four-row uint64 packets, uses an XOR shared-memory swizzle, and writes complete
+32-byte sectors at the producer boundary and final output. Holding radix-2
+arithmetic fixed, it improves warp256 by 1.12x--1.81x across batch 1/4/16 and
+reaches 0.514x/0.547x v0.6 at uint32/uint64 batch 16. The generated kernels use
+162/169 registers per thread without local spills; the 32 KiB packet staging
+now makes shared-memory residency and radix instruction count the explicit
+next tradeoff.
+
+Matched NCU sharpens that conclusion: static output reduces store sectors 8x
+to 4.194M, warp instructions are only 1.039x v0.6, and integer instructions are
+0.617x. Load sectors remain 1.774x and barrier stalls remain 13.5%. The new
+static-IO candidate coalesces producer row packets and performs consumer bit
+reversal in shared memory. Its first counter pass reduces load sectors to
+38.074M but exposes roughly 18M shared bank conflicts in both directions. The
+integrated mapping now uses `P(i)=i xor (i>>5)` for the complete packet and one
+barrier per packet, reducing those conflicts to 4.813M/6.359M. The resulting
+172-register kernel still limits half packets to two CTAs/SM. A uint32
+four-row row-major specialization with a seven-word bank skew reduces that to
+164 registers without local memory and restores three CTAs/SM. Fine role
+balance selects 11:9, 8:7, and 17:13 producer/consumer weights at batch 1/4/16,
+reaching 0.837x/0.831x/0.822x v0.6. Uint64 retains four-row XOR-AoS static IO
+and reaches 0.573x--0.631x. This rejects a single universal physical point
+while preserving one architecture template.
+
+The confirmation NCU pass closes the layout attribution. At uint32 batch 16,
+the skewed half packet launches 240 rather than 160 blocks and improves the
+previous half packet by 1.50x. Shared store conflicts fall to zero, load
+conflicts to 2.482M, and barrier stall to 7.44%. The remaining loss is the
+physical warp core: 164 registers permit only 12 resident warps, compared with
+32 for v0.6, and fixed-latency wait stall remains 18.46% versus 10.44%.
+Accordingly the next screen reduces the per-warp subgraph from 256 points to
+128/64 and treats radix-4/8 as an internal codelet choice. Additional boundary
+layouts or coefficient caches are not selected by the current counters.
+
+That screen is complete for uint32. Occupancy-specific 128/64-point kernels
+compile to 101/113 registers without local memory and admit four 128-thread
+CTAs/SM, so the intended residency increase is real. Nevertheless, at
+`logN=20`, batch 16 they reach only 0.680x/0.659x v0.6 throughput and trail the
+256-point half-packet point. Across batch 1/4/16, warp128 reaches
+0.785x/0.750x/0.680x v0.6, warp64 reaches 0.749x/0.721x/0.659x, and warp256
+reaches 0.841x/0.835x/0.804x. The experiment separates two notions
+that the next schedule must not conflate: smaller per-warp state raises
+resident parallelism, but a synchronous four-warp row still serializes prefix
+and merge work. The selected follow-up is therefore a generated prefix/merge
+warp pipeline with explicit role counts and buffer depth, using 128/64 as
+prefix codelet choices rather than complete row executors.
+
+The first explicit prefix/merge screen is now closed. A single-slot online
+core publishes 128-point tiles, consumes tile pairs at stage 7, and restores
+four-CTA V100 residency at exactly 128 registers/thread. It is numerically
+correct but reaches only 0.497/1.354/4.376 ms at uint32 batch 1/4/16, versus
+0.149/0.351/1.069 ms for v0.6. Its deficit is stable under larger batch and is
+slightly worse than the prior double-slot prototype. Therefore graph launch,
+shared buffer capacity, and all-tile publication are not the controlling
+factors. The selected next physical abstraction is a continuation-capable
+subgraph DAG in which stage-7/8/9 work is split or stealable; a permanently
+assigned merge warp is rejected because it collapses runnable warp count at
+every row boundary. Matched NCU confirms 21.08% barrier stall, 2.904M local
+load sectors, and 0.461M local store sectors, while active warps remain 24.05%
+and wait/long-scoreboard stalls fall. Thus register spill is a secondary
+penalty, but the dominant architectural defect is the non-stealable
+continuation and its row-reuse barrier.
+
+A cooperative continuation now closes that attribution experimentally. Four
+warps retain work through stage 7, two warp pairs execute stage 8, and all
+four execute stage 9. It is correct and improves fixed 3+1 by 2.13x--2.30x.
+The 157-register occupancy-3 instance reaches 0.234/0.590/2.009 ms for batch
+1/4/16 and is up to 13% faster than the 128-register occupancy-4 instance.
+It still trails synchronous warp128 by 1.23x--1.29x because its explicit
+hierarchy materializes stage-7/8 state through shared memory. The next
+architecture point must preserve the one-barrier register continuation while
+overlapping independent row subgraphs; further intra-row barriers are not
+selected.
+
+The matched counter pass confirms that choice. The cooperative occupancy-4
+instance spills 5.694M local-load sectors; occupancy-3 removes the spill and
+reduces barrier stall to 4.58%, but exposes only 17.95% active warps and
+23.96% wait stall. The next generated instance therefore packs two independent
+synchronous warp128 groups into one 256-thread CTA. This retains the
+register-resident tail while delegating cross-row issue interleaving to the
+V100 warp schedulers.
+
+The dual-row-group instance is implemented and correct. Two independent
+synchronous warp128 groups share a 256-thread CTA, use separate named
+barriers, and preserve the 101-register physical core. Three-trial medians
+show no change at batch 1, a 9.4% loss at batch 4, and a 15.4% gain at batch
+16, where it reaches 0.847x v0.6 throughput. This establishes a second mapping
+crossover: row-subgraph replication should be enabled only when sustained
+work is sufficient to benefit from intra-CTA warp interleaving.
+
+The matched NCU pass confirms the mechanism rather than merely the timing.
+Dual versus single-group warp128 lowers kernel time from 1614.944 us to
+1495.808 us and long-scoreboard stall from 35.59% to 28.58%, with essentially
+unchanged active warps, global-load sectors, and warp instructions. Independent
+row subgraphs therefore hide dependency latency inside a CTA as intended.
+The remaining gap is now localized to the radix-2 physical core: compared
+with v0.6, dual warp128 executes 33.5% more global-load sectors and 30.6% more
+warp instructions, consumes 101 versus 40 registers/thread, and exposes only
+24.74% versus 47.77% active warps. The next design-space implementation keeps
+dual row-group scheduling and substitutes radix-4/8 or vectorized butterfly
+codelets; it does not add another synchronization hierarchy.
+
+The first such ablation makes low-stage coefficient reuse explicit without
+changing the schedule. It is a separate generated core and passes full NTT
+correctness. Matched NCU measures 1468.992 us versus 1484.672 us for the
+unchanged dual core. Global-load sectors fall 31.9% and long-scoreboard stall
+falls 15.5%, proving that the reuse is effective, while 104 versus 101
+registers/thread leaves active warps unchanged. The point reaches only
+1.011x throughput gain because it still executes 28.7% more warp instructions
+than v0.6 and exposes about half as many active warps. Subsequent physical-core
+work must therefore combine coefficient reuse with lower instruction count
+and lower state.
+
+A second generated ablation combines coefficient reuse with the warp256
+prefix. It passes full correctness, retains three CTAs/SM, and reduces
+registers from 164 to 158/thread. Its initial event median is nevertheless
+1.455 ms versus 1.234 ms for ordinary warp256. Matched NCU confirms the
+mechanism: global-load sectors fall 37.4%, but time rises 6.4%, wait stall
+rises 21.6%, and active warps stay fixed near 18%. The fully reused warp256
+point is rejected because coefficient fan-out reduces instruction-level
+overlap. Reuse depth now becomes a physical-codelet search parameter rather
+than a global rule.
+
+That parameter is exposed through the CLI, CSV, generator, and architecture
+manifests. The complete fixed-clock sweep selects depth 1 for warp256 and
+depth 4 for dual warp128. They improve their no-reuse controls by 3.3% and
+6.0% in throughput, respectively. The selected dual-warp128 point reaches
+89.0% of v0.6; its remaining 11.0% gap is now dominated by 24.5% more executed
+warp instructions and roughly half the active-warp percentage, while global
+load sectors are only 5.5% higher. The response is non-monotonic in loads,
+instructions, registers, and dependency stalls. All depths 1--6 compile,
+pass full NTT correctness, and are retained as generated physical-core axes;
+V100 defaults are calibrated to warp256=1 and dual-warp128=4.
+
+The next physical substitution preserves that dual-row-group schedule and
+replaces its prefix arithmetic with four consecutive values per lane and a
+register-local radix-4 first pair. It passes the full cuNTT correctness suite,
+uses 106 rather than 112 registers/thread, and allocates no local memory. The
+current-build uint32 `logN=20`, batch-16 event median is 1.238446 ms, versus
+1.275003 ms for coefficient-reuse depth 4 and 1.514537 ms for the v0.6
+control. However, fixed-clock NCU reverses the ranking: vector radix-4 takes
+1448.032 us versus 1409.856 us for reuse d4 and 1270.944 us for v0.6. It issues
+68.8% more global-load sectors at unchanged DRAM bytes and active warps, adds
+2.8% integer instructions, and raises barrier stall by 3.34 percentage points.
+The unlocked-clock event lead is therefore not used to change the V100
+default. The next combined codelet retains vector arithmetic while making
+warp coefficient-broadcast depth 3--6 a generated physical-unit axis. That
+axis is now implemented and passes the full correctness suite. Event medians
+for vector d0/d3/d4/d5/d6 are 1.239/1.327/1.330/1.284/1.292 ms, versus
+1.274 ms for radix-2 reuse d4. Depth 5 is the only broadcast point near the
+selected control, but raises register count from 106 to 128; the expanded NCU
+pass will determine whether its lower coefficient requests compensate for the
+shuffle/instruction cost under fixed clocks.
+
+The first broadcast pass does not: masking lanes leaves every slot-wise load
+instruction intact and NCU sectors remain near 53.2M. The corrected
+distributed-load codelet issues one consecutive coefficient load across lanes
+and shuffles it to four register slots. Its d6 event median reaches 1.201336 ms,
+5.9% faster than radix-2 reuse d4 and 3.1% faster than vector d0, while using
+106 registers with no local allocation. This now qualifies as the next
+fixed-clock candidate; it is deliberately not installed as the V100 default
+until refreshed counters confirm the intended load-instruction reduction.
+
+The refreshed fixed-clock pass confirms that reduction. Distributed d6 lowers
+vector d0 load sectors by 25.1%, integer instructions by 4.4%, and
+long-scoreboard stall from 27.98% to 19.38%; replay improves from 1424.224 to
+1345.696 us without changing its 106-register footprint or active warps. It is
+5.1% faster than radix-2 reuse d4 and becomes the calibrated dual-warp128
+physical unit. V0.6 remains 6.1% faster at 1268.832 us, so this promotion is
+inside the v0.7 design space and does not override the mature global dispatch
+for this measured shape.
+
+### v0.7 sector root-cause audit
+
+The external-memory hypothesis is now separated from the request-organization
+hypothesis. Relative to v0.6, vector d6 changes DRAM reads by only 3.1% and
+global-store sectors by 0.6%, but raises global-load sectors from 29.85M to
+39.45M. The additional sectors are therefore cache requests rather than an
+extra N-sized state.
+
+A warp-address model attributes the main delta to the vector codelet's stage-6
+coefficient loads. Depth 6 covers `stage < 6`; stage 6 still issues four
+half-warp, 16-byte-stride loads per tile. Across 32,768 producer/consumer rows,
+the complete model predicts an 11.01M-sector v0.7/v0.6 gap versus the refreshed
+9.60M measurement, explaining 87.2%. SourceCounters then measures exactly the
+same 6.29M external-data sectors in both kernels and attributes the remaining
+v0.7 traffic primarily to coefficient PCs. Source classification covers 100%
+of v0.6 and 95.27% of v0.7 theoretical sectors; the 4.73% remainder stays
+attached to explicit SASS addresses instead of being assigned speculatively.
+
+The audit also narrows the scheduling claim. Current v0.7 performs packet load,
+four complete row NTTs, and packet store in sequence within each warp group.
+Two groups interleave through hardware scheduling, but there is no row-token
+load/prefix/tail/store software pipeline. Its 106-register, 41,184-byte CTA
+permits 16 resident warps/SM versus v0.6's 32. Source/SASS capture commands and
+the completed PC-level closure is documented in
+`docs/v07_sector_root_cause.md`; no kernel or selector is changed by the audit.
+
+The follow-up depth-7 experiment closes the stage-6 address model directly.
+Its even/odd distributed bank reduces d6's 39,999,693 global-load sectors to
+31,432,704. The measured 8,566,989-sector reduction is 1.021x the static
+8,388,608 prediction and removes 83.7% of d6's excess over v0.6. Time still
+rises by 0.8% because warp instructions increase by 1.1% and MIO throttle by
+13.7%, despite a 12.3% reduction in long-scoreboard stall. Thus stage-6 request
+fragmentation is proven, but the shuffle-based repair is not the final core.
+The next candidate is an aligned, prepacked stage-6 coefficient table consumed
+with `LDG.128`; d6 remains the calibrated v0.7 point until that candidate wins.
+
+That candidate is now a separate generated core. A plan-owned aligned side
+table adds no execution launch, and SM70 SASS confirms `LDG.E.128.SYS` for both
+coefficient and Shoup vectors. The physical point reduces register use from
+d6's 106 to 98/thread without local allocation. An unlocked-clock 100-repeat
+screen measures d6/d7/packed at 1.360/1.240/1.273 ms, so packed beats d6 but not
+d7 in that screen. The controlled capture explains why: vector16 reduces
+global-load sectors from d7's 31.34M to 26.73M, yet increases time by 7.1% and
+long-scoreboard stall by 27.3%. Sixteen wide-load lanes lose memory-level
+parallelism even though alignment and register pressure improve.
+
+A second generated core now distributes two aligned stage-6 coefficients to
+each of all 32 lanes. It produces `LDG.E.64.SYS`, uses 109 registers/thread with
+no local allocation, and retains two CTAs/SM. The first same-session screen is
+1.191 ms versus d7's 1.245 ms and vector16's 1.274 ms, making it the fastest
+v0.7 physical core in that event screen. Global selection remains unchanged
+until the updated five-way, cache-controlled NCU comparison in
+`scripts/profile_packed_stage6_ncu.sh` is captured.
+
+The five-way fixed-clock result measures lane32 at 1336.3 us: 0.5% ahead of d7
+and 6.65% behind v0.6. Its 26.36M load sectors and 16.47% long-scoreboard stall
+close the coefficient-access problem; the remaining v0.6 advantage correlates
+with 181.2M versus 237.7M warp instructions and 47.9% versus 24.7% active
+warps. A lane32-local event scan selects `D_t=1:1`, `86:74` CTAs, but rejects
+cross-core claims because the event controls vary by more than 3%. The focused
+fixed-clock confirmation command is
+`scripts/profile_packed_stage6_lane32_schedule_ncu.sh`.
+
+### v0.7 instruction closure and packet-shared radix-4
+
+Dynamic SourceCounters attribution identifies the remaining lane32 deficit as
+physical-codelet overhead rather than external traffic: d6 adds 21.49M `SHFL`
+instructions and 23.06M control instructions over v0.6. The new packet-shared
+core fuses four rows into five 128-thread radix-4 stage pairs and keeps one or
+two packets independently schedulable. Forward/inverse checks pass for batch 1
+and 16. The first same-session screen places packet128 at 1.073 ms versus
+lane32 at 1.341 ms and v0.6 at 1.583 ms; this remains an event result pending
+the fixed-clock instruction-pipe capture.
+
 ## Reproduction Map
 
 - FFT mapping and vectorization: `results/v100_fft_pipeline_vectorized_*`
@@ -165,8 +997,19 @@ single-V100 evidence are claimed.
 - numeric quick/follow-up/coverage: `results/v100_numeric_*`
 - numeric boundary attribution: `results/ncu_numeric_boundaries/`
 - library/base/search matrix: `results/v100_three_way_*`
+- v0.6/v0.7 matched NTT matrix: `results/v100_v06_v07_*`
+- v0.6/v0.7 crossover attribution: `results/v06_v07_crossover/`
 - matching external baselines: `results/v100_external_baselines_*`
 - counter attribution: `results/ncu_scaling_crossovers/`
+- APPT physical-core mapping: `results/appt_core_space/v100_confirmed/`
+- APPT physical-core counter command: `scripts/profile_appt_core_space_ncu.sh`
+- APPT physical-core counter analysis: `results/ncu_appt_core_space/analysis.md`
+- APPT resident-2D event screen: `results/appt_resident_2d/analysis.md`
+- APPT resident-quarter event screen: `results/appt_resident_quarter/analysis.md`
+- homogeneous warp-core screen: `results/homogeneous_warp_10x10/analysis.md`
+- homogeneous schedule NCU: `results/ncu_homogeneous_10x10_analysis.md`
+- dual-warp vector radix-4 event screen:
+  `results/homogeneous_vector_radix4/analysis.md`
 - vectorized FFT attribution: `results/ncu_fft_vectorized/`
 - FP64 scalar/core/mapping validation: `results/fp64_*logN16*`
 - FP64 length/batch robustness: `results/fp64_robustness_*`
diff --git a/docs/resident_v06_comparison.md b/docs/resident_v06_comparison.md
new file mode 100644
index 0000000..a3864bd
--- /dev/null
+++ b/docs/resident_v06_comparison.md
@@ -0,0 +1,141 @@
+# Resident M/G Lowering versus v0.6
+
+This experiment asks two separate questions:
+
+1. Does lowering `M` logical subgraphs into fewer `G` physical execution
+   groups remove the boundary cost introduced by the first v0.7 realization?
+2. After that cost is removed, how far is the current physical implementation
+   from the best measured v0.6 path?
+
+Conflating these questions would attribute processing-core coverage to the
+architecture decomposition. The benchmark therefore reports every layer, not
+only the final selected row.
+
+## Protocol
+
+The confirmed V100 matrix covers:
+
+- `word_bits = {32, 64}`;
+- `logN = {12, 14, 16, 18, 20}`;
+- `batch = {1, 4, 16}`;
+- three order-rotated independent processes per implementation;
+- 10 warmups and 50 CUDA-event repetitions per process.
+
+The script checks forward correctness at batch 1 by default. Each workload
+measures these paths:
+
+| Path | Meaning |
+|:--|:--|
+| `v06_hybrid2d` | mature two-pass Hybrid2D radix-4 implementation |
+| `v06_resident` | established generated `10+10` dataflow core, at `logN=20` |
+| `v07_full` | four logical subgraphs and three materialized boundaries, `G=M=4` |
+| `v07_resident_generic` | the same logical M, lowered to two physical groups, generic descriptor core |
+| `v07_resident_core` | the same lowering with the requested dataflow physical mapping |
+
+`v0.6-best` is selected from both measured v0.6 candidates. `M/G-best` is
+selected only from the three resident-lowering ablations. It is deliberately
+not called `v0.7-best`: HybridDataflow resident-radix4, packet-shared radix-4,
+and the other previously optimized v0.7 physical cores are not present in this
+controlled experiment.
+
+## Confirmed Result
+
+Across 30 workloads, M/G-best reaches **0.394x** v0.6-best geometric-mean
+throughput and wins **1/30** points. This measures the generic coverage gap of
+the new lowering path; it is not a version-level v0.7 result and does not
+supersede the earlier v0.7 wins.
+
+For context, the actual release-level 18-shape HybridDataflow comparison
+remains authoritative for its domain: v0.7-search reaches 1.028x v0.6-search
+geometric-mean throughput with 8 wins, 1 parity point, and 9 losses. Its
+uint64 `logN=10` group reaches 2.127x, while its two `logN=12` groups reach
+0.785x and 0.651x. Those resident-radix4 candidates and the winning `logN=10`
+workloads are absent from this M/G ablation. See
+[`v06_v07_comprehensive_comparison.md`](v06_v07_comprehensive_comparison.md).
+
+| Length | Points | M/G-best / v0.6-best | Wins | Range |
+|---:|---:|---:|---:|:--|
+| 12 | 6 | 0.355x | 0/6 | 0.269x--0.471x |
+| 14 | 6 | 0.336x | 0/6 | 0.256x--0.446x |
+| 16 | 6 | 0.327x | 0/6 | 0.255x--0.409x |
+| 18 | 6 | 0.302x | 0/6 | 0.218x--0.396x |
+| 20 | 6 | 0.803x | 1/6 | 0.649x--1.007x |
+
+The version-level result is negative, but the layered attribution is
+decisive:
+
+| Layer | Geomean throughput versus v0.6-best | Incremental gain |
+|:--|---:|---:|
+| `v07_full` | 0.089x | baseline |
+| `v07_resident_generic` | 0.321x | 3.598x from M-to-G lowering |
+| `v07_resident_core` | 0.372x | 1.157x from the requested core mapping |
+| `M/G-best` | 0.394x | per-workload choice among lowering ablations |
+
+The lowering gain grows from 2.88x at batch 1 to 4.43x at batch 16. More
+homogeneous work therefore does amortize physical execution groups better; the
+earlier large-batch loss came from materializing logical boundaries, not from
+the logical decomposition itself.
+
+## Physical Equivalence
+
+The only currently generated two-group dataflow specialization is `10+10`.
+After matching its stage partition, core, target residency, and `9:11` CTA
+weights, logical `M=4, G=2` v0.7 and physical `M=2, G=2` v0.6 agree as follows:
+
+| bits | batch 1 | batch 4 | batch 16 |
+|---:|---:|---:|---:|
+| 32 | 1.0022x | 1.0040x | 1.0066x |
+| 64 | 1.0007x | 1.0023x | 1.0002x |
+
+Values are v0.6-resident time divided by v0.7-resident-core time. The
+0.02%--0.66% interval is measurement-level parity. Template metadata and
+resident lowering therefore add no observable execution cost once the
+physical schedule is identical.
+
+This equivalence does not rank the complete v0.7 repository. Within this
+ablation, Hybrid2D is selected at 29/30 workloads, including five of the six
+`logN=20` rows. The one M/G-candidate win is the uint32, `logN=20`, batch-16
+point where both sides choose the resident core and agree within 0.66%.
+
+## Root Cause And Next Step
+
+For execution groups of 6, 7, 8, or 9 stages, the current
+`dataflow-radix4` request falls through to the persistent descriptor radix-4
+kernel. It does not instantiate the generated row/column dataflow core used by
+`10+10`. The generic path pays a fixed cooperative resident grid, runtime task
+indexing, descriptor branches, readiness bookkeeping, and a shared-memory
+tile implementation. Hybrid2D instead dispatches compile-time local radix-4
+passes and remains 2.1x--4.6x faster than lowered generic at these lengths.
+
+The next optimization target is consequently narrow:
+
+1. generate compile-time physical group cores for stage logs 6--9;
+2. search threads, rows/units, target CTAs, and role weights per physical
+   `(stage_log, word_bits)` core;
+3. reuse those cores for every logical partition that lowers to the same
+   physical execution partition;
+4. repeat this matrix, then send only crossover and unexplained rows to NCU.
+
+Searching more logical partitions before those physical cores exist would
+repeat equivalent generic schedules and cannot close the observed gap.
+
+## Reproduction
+
+From the repository root:
+
+```bash
+./scripts/benchmark_resident_v06_comparison.sh
+```
+
+The default output is `results/resident_v06_comparison/`. Override dimensions
+without editing the script, for example:
+
+```bash
+OUTPUT_DIR=results/resident_v06_comparison/extra_batch \
+LOGNS="12 13 14 15 16 17 18 19 20" BATCHES="1 2 4 8 16 32" \
+TRIALS=5 WARMUP=20 REPEAT=100 \
+./scripts/benchmark_resident_v06_comparison.sh
+```
+
+The confirmed table, all trial samples, and the machine-readable summary are
+in [`results/resident_v06_comparison/v100_confirmed/`](../results/resident_v06_comparison/v100_confirmed/).
diff --git a/docs/support_matrix.md b/docs/support_matrix.md
index a1b2315..ee89b62 100644
--- a/docs/support_matrix.md
+++ b/docs/support_matrix.md
@@ -42,7 +42,16 @@ restrictions are rejected during `Plan` construction:
 - CompactStage currently supports its documented forward 64-bit `logN=20`
   path, with output order controlling workspace behavior;
 - StagePipeline currently supports forward, natural-order 64-bit `logN=8`;
-- 32-bit words currently require Hybrid2D and a modulus below `2^31`.
+- HybridDataflow supports generated forward/inverse uint32/uint64 points with
+  strict one-CTA residency, a primary resident radix-4 unit, and the generated
+  radix-2 fused-role pipeline as an ablation;
+  unsupported sizes fail rather than spill to global workspace;
+- HierarchicalDataflow supports forward/inverse uint32/uint64 `logN=12..20`
+  when each of its two resident layers is in `logN=6..10`; it requires
+  cooperative launch support, natural output, fused Shoup radix-4, and one
+  full-size caller-visible workspace for the online-reordered boundary;
+- 32-bit words currently require Hybrid2D or HybridDataflow and a modulus below
+  `2^31`.
 
 FP16/BF16 results are narrowed after every logical butterfly output. V100 has
 no native BF16 arithmetic path, so BF16 `Native` measurements on `sm_70` are
diff --git a/docs/v06_v07_comprehensive_comparison.md b/docs/v06_v07_comprehensive_comparison.md
new file mode 100644
index 0000000..62cc6e9
--- /dev/null
+++ b/docs/v06_v07_comprehensive_comparison.md
@@ -0,0 +1,102 @@
+# V100 v0.6/v0.7 Comprehensive Comparison
+
+## Scope
+
+This study answers two separate questions. The matched NTT matrix compares the
+v0.6 and v0.7 architecture paths at common lengths. The library matrix compares
+the release-performance paths with cuFFT, Dao-AILab FHT, and archived GPU-NTT
+under matching operator contracts. It does not compare different lengths or
+output orders through a derived throughput ratio.
+
+The four NTT roles are:
+
+| Role | `logN=10` | `logN=12` | Meaning |
+|:--|:--|:--|:--|
+| v0.6 | generic baseline | Hybrid2D radix-2 | fixed pre-search mapping |
+| v0.6 search | Tile256 | Hybrid2D radix-4 | selected mature physical path |
+| v0.7 | HybridDataflow radix-2 `Ur=1,Td=4` | HybridDataflow radix-2 `Ur=1,Td=4` | initial generated role-pipeline point |
+| v0.7 search | resident radix-4 | resident radix-4 | generated table selects the fused physical unit and mapping |
+
+All 18 common shapes use forward natural-order NTTs, 30 warmups, 500 timed
+iterations, three randomized process trials, CUDA-event kernel timing, and
+correctness checks. They cover uint64 `logN=10/12`, uint32 `logN=12`, and batch
+`1,16,80,160,256,512`. uint32 `logN=10` is excluded because v0.6 has no legal
+backend for that contract.
+
+Several latency rows at batch 1/16 are below the experiment's 0.020 ms timing
+floor. They are retained for coverage, while conclusions about individual
+low-latency rows should use the batch 80-512 trend as supporting evidence.
+
+## Version Result
+
+| Numeric/length | Shapes | v0.6 search/base | v0.7 search/base | v0.7 search / v0.6 search throughput |
+|:--|--:|--:|--:|--:|
+| uint64 `logN=10` | 6 | 1.974x | 5.445x | 2.127x |
+| uint32 `logN=12` | 6 | 1.128x | 4.026x | 0.785x |
+| uint64 `logN=12` | 6 | 1.024x | 4.918x | 0.651x |
+| Overall | 18 | 1.316x | 4.760x | 1.028x |
+
+The new physical unit changes the conclusion. v0.7 wins 8 shapes, is at parity
+on 1, and v0.6 wins 9. It wins every uint64 `logN=10` point by
+1.805x--2.503x and crosses over for uint32 `logN=12` at batch 80/160. It remains
+behind on most `logN=12` points, especially uint64 at saturated batch. The
+complete per-shape table is in
+[`results/v100_v06_v07_r4_refresh.md`](../results/v100_v06_v07_r4_refresh.md).
+
+This isolates the architectural and physical-unit effects. The original
+role-pipeline kernel materialized a shared channel and synchronized at each
+role edge. The resident radix-4 unit preserves the same one-CTA, on-chip graph
+contract but combines two stages per four-point unit and synchronizes once per
+stage pair. The 3.769x direct physical-core geomean and 1.028x generation-level
+result show that the scheduling paradigm is competitive once supplied with a
+mature local unit. The remaining `logN=12` deficit comes from assigning a
+larger resident state to one CTA: unlike Hybrid2D, it cannot expose multiple
+CTAs within one transform while retaining strict shared-memory residency.
+
+## Library Result
+
+The current full-protocol refresh uses 1000 warmups, 100 iterations, five
+randomized process trials, and correctness checks. GPU-NTT is the existing
+same-V100 matching-protocol archive because its comparator is not installed on
+this host.
+
+| Operator | Shapes | Searched/base | Searched/library | Faster | Parity | Slower |
+|:--|--:|--:|--:|--:|--:|--:|
+| FP32 FFT / cuFFT | 4 | 2.914x | 1.019x | 1 | 3 | 0 |
+| FP32 FWHT / Dao FHT | 3 | 3.741x | 1.052x | 2 | 1 | 0 |
+| uint64 NTT / GPU-NTT | 3 | 1.091x | 1.314x | 3 | 0 | 0 |
+| Combined representative matrix | 10 | 2.339x | 1.111x | 6 | 4 | 0 |
+
+The combined geomean is not a universal superiority claim. FFT is at cuFFT
+parity on all four selected shapes. The mature v0.6 NTT path is 1.118x-1.438x
+faster than the archived natural-order GPU-NTT rows at `logN=16`. Exact-shape
+specialization removes general-shape bounds checks from the FWHT register hot
+path; the `logN=15` batch 256/512 rows are now 1.076x/1.077x faster than Dao.
+The detailed refresh is
+[`results/v100_three_way_v07_r4_final.md`](../results/v100_three_way_v07_r4_final.md).
+
+HybridDataflow cannot be assigned a GPU-NTT ratio yet: its calibrated whole-
+transform resident range ends at `logN=12`, while the matching GPU-NTT archive
+starts at `logN=16`. The next performance milestone is therefore to compose
+the v0.7 streaming schedule with v0.6 processing units and multi-CTA subgraphs,
+then repeat a common `logN=16` external comparison.
+
+## Reproduction
+
+```bash
+python3 scripts/run_external_baseline_suite.py \
+  --manifest config/v100_v06_v07_comparison.json \
+  --output results/v100_v06_v07_r4_refresh_raw.csv
+python3 scripts/summarize_external_baseline_suite.py \
+  results/v100_v06_v07_r4_refresh_raw.csv \
+  --output results/v100_v06_v07_r4_refresh_summary.csv
+python3 scripts/summarize_v06_v07_comparison.py \
+  results/v100_v06_v07_r4_refresh_summary.csv \
+  --output results/v100_v06_v07_r4_refresh_comparison.csv \
+  --metrics results/v100_v06_v07_r4_refresh_metrics.json \
+  --markdown results/v100_v06_v07_r4_refresh.md
+```
+
+The library refresh uses the commands in
+[`v100_three_way_comparison.md`](v100_three_way_comparison.md), with output
+names prefixed by `v100_three_way_v07_r4_final`.
diff --git a/docs/v07_sector_root_cause.md b/docs/v07_sector_root_cause.md
new file mode 100644
index 0000000..f09731d
--- /dev/null
+++ b/docs/v07_sector_root_cause.md
@@ -0,0 +1,388 @@
+# v0.7 Global-Load Sector Root-Cause Audit
+
+## Why Similar Dataflow Does Not Imply Similar Sector Counts
+
+The current matched V100 capture compares v0.6 with the v0.7 dual-warp128
+vector-radix4 depth-6 point at uint32 `logN=20`, batch 16. DRAM reads differ
+by only 3.1% and global-store sectors by 0.6%, but v0.7 executes 32.2% more
+global-load sectors:
+
+| metric | v0.6 | v0.7 d6 | v0.7/v0.6 |
+|:--|--:|--:|--:|
+| kernel time (us) | 1259.0 | 1345.7 | 1.069x |
+| DRAM read (MiB) | 268.5 | 276.8 | 1.031x |
+| global-load sectors | 29,851,046 | 39,449,055 | 1.322x |
+| global-store sectors | 8,388,611 | 8,337,912 | 0.994x |
+| active warps (%) | 47.75 | 24.67 | 0.517x |
+
+`global-load sectors` counts cache requests generated by load instructions. It
+does not count unique bytes eventually fetched from DRAM. Requests issued by
+different warp instructions cannot be coalesced retroactively, even when they
+hit the same cache line. The external dataflow can therefore be identical
+while the physical coefficient request stream differs substantially.
+
+## Stage Model
+
+The run contains 32,768 producer/consumer 1024-point row transforms. A static
+warp-address model predicts 576 coefficient sectors per row for v0.6 and 912
+for v0.7 d6. Including the common data requests, this predicts an 11,010,048
+sector gap; the refreshed NCU pass measures 9,598,009, so the model explains
+87.2% of the delta.
+
+The dominant v0.7 term is stage 6. Depth 6 means `stage < 6`, so stage 6 still
+uses the direct vector path. Each lane owns four consecutive values. Its four
+coefficient instructions each activate half a warp with a 16-byte address
+stride, producing about 512 sectors per row. This is a physical-codelet layout
+effect, not a change to the NTT graph or external boundary.
+
+The already measured depth differences validate the model independently:
+
+| newly distributed stage | measured sector reduction | predicted | ratio |
+|--:|--:|--:|--:|
+| 2 | 1,344,727 | 1,572,864 | 0.855x |
+| 3 | 1,977,590 | 1,572,864 | 1.257x |
+| 4 | 3,208,643 | 3,145,728 | 1.020x |
+| 5 | 7,239,982 | 6,291,456 | 1.151x |
+
+The growth with stage depth follows the wider coefficient footprint. Replay
+and readiness variation move individual deltas, but not their direction or
+order of magnitude.
+
+## Source/SASS Closure
+
+The privileged capture is complete. After removing duplicate inline-stack
+views of each SASS PC, SourceCounters gives:
+
+| implementation | source category | theoretical sectors |
+|:--|:--|--:|
+| v0.6 | external data | 6,291,456 |
+| v0.6 | coefficients | 23,855,104 |
+| v0.7 d6 | external data | 6,291,456 |
+| v0.7 d6 | stage 0-1 coefficients | 1,572,864 |
+| v0.7 d6 | stage 2-6 coefficients | 23,330,816 |
+| v0.7 d6 | stage 7-9 coefficients | 7,118,848 |
+
+The external-data sector count is exactly identical. Source theoretical totals
+close to `1.012x` and `1.041x` of the v0.6/v0.7 aggregate L1TEX counters; this
+small mismatch is expected because SourceCounters reports theoretical L2
+transactions rather than the aggregate L1TEX counter. Classification covers
+100% of v0.6 and 95.27% of v0.7 sectors. The remaining 4.73% is retained by PC
+in `source_pc_attribution.csv` rather than assigned speculatively.
+
+## What Is Actually Pipelined
+
+The current v0.7 kernel keeps two independent warp128 groups resident, but a
+group still executes:
+
+```text
+packet load -> barrier -> row 0 complete NTT -> row 1 complete NTT
+            -> row 2 complete NTT -> row 3 complete NTT -> packet store
+```
+
+The groups can interleave through ordinary warp scheduling. The code does not
+yet overlap different row tokens across load, prefix, tail, and store phases.
+At the same time, v0.7 uses 106 registers/thread and 41,184 shared bytes/CTA,
+limiting V100 residency to two CTAs or 16 warps/SM. V0.6 uses 40 registers and
+16,416 shared bytes, allowing four CTAs or 32 warps/SM. The current resident
+subgraph therefore has less hardware latency-hiding capacity than v0.6.
+
+## Reproduce And Close The Remaining PCs
+
+Build the same kernels with line information, then collect aggregate and
+SourceCounters reports:
+
+```bash
+./scripts/build_v07_sector_attribution.sh
+sudo -E ./scripts/profile_v07_sector_attribution_ncu.sh
+```
+
+The second command writes raw CSV, `.ncu-rep`, CUDA/SASS source CSV,
+`stage_attribution.csv`, and `analysis.md` under
+`results/ncu_v07_sector_attribution/`. The completed analysis separates
+external data, readiness, low-stage coefficients, stage 2-6 coefficients, and
+the stage 7-9 tail. Static per-stage estimates remain visibly separate from
+the source-measured categories.
+
+## Stage-6 Distribution Candidate
+
+The vector-radix4 design space now accepts `coefficient_reuse_stages=7`. Its
+stage-6 codelet distributes the 64 coefficients as even/odd pairs across 32
+lanes and selects each pair member before one warp shuffle. This reduces the
+number of fragmented slot-wise loads without the two-shuffle-per-slot cost of
+the initial low/high-bank prototype. The specialized-kernel selector is
+covered by a regression test so depth 7 cannot silently fall back to the
+generic hierarchical kernel.
+
+On V100, the final d7 cubin uses 105 registers/thread versus d6's 106, so both
+retain the same two-CTA residency limit. A 100-repeat CUDA-event check at
+`logN=20`, batch 16 measured 1.321 ms for d6 and 1.349 ms for d7.
+
+The controlled NCU capture then measured 39,999,693 global-load sectors for d6
+and 31,432,704 for d7. The 8,566,989-sector reduction is 1.021x the static
+8,388,608 prediction and removes 83.7% of d6's excess over v0.6. The model is
+therefore validated. D7 nevertheless takes 1.008x d6 time because warp
+instructions rise 1.011x and MIO throttle stall rises 1.137x; lower long
+scoreboard stall does not repay the shuffle/issue cost.
+
+D7 remains an experimental candidate rather than the default. Its follow-up is
+now implemented as the separate
+`homogeneous-warp128-vector-radix4-packed-stage6-static-io` physical core. The
+plan appends a 16-byte-aligned side table containing the producer's 64 stage-6
+coefficients and 64 coefficients for each of the 1024 consumer rows. This is a
+one-time plan construction cost; execution adds no preprocessing launch and no
+workspace traffic.
+
+The generated SM70 code contains paired `LDG.E.128.SYS` instructions for the
+coefficient and Shoup vectors in both producer and consumer paths. It uses 98
+registers/thread, versus 106 for d6 and 105 for d7, with zero local allocation.
+A same-session, unlocked-clock 100-repeat screen measured 1.360 ms for d6,
+1.240 ms for d7, and 1.273 ms for packed stage6. This establishes that vector
+loading recovers d6's issue cost but does not yet establish a fixed-clock win
+over d7.
+
+The fixed-clock capture confirms the distinction. Vector16 reduces d7's
+31.34M global-load sectors to 26.73M and registers/thread from 105 to 98, but
+time rises from 1339.6 us to 1434.2 us. Its long-scoreboard stall rises from
+17.23% to 21.94%. The aligned table is effective; concentrating each 64-word
+request into sixteen `LDG.128` lanes reduces memory-level parallelism and makes
+all four register slots wait on the same wide load.
+
+The follow-up
+`homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io` core
+keeps the same side table but assigns one adjacent coefficient pair to each of
+32 lanes. SM70 SASS contains `LDG.E.64.SYS`; the kernel uses 109
+registers/thread, zero local allocation, and retains two CTAs/SM. A same-session
+50-repeat screen measures 1.191 ms, versus 1.245 ms for d7 and 1.274 ms for
+vector16. This is a 4.3% event-time improvement over d7. Fixed-clock counters
+are still required before selector promotion.
+
+Collect that controlled decision with:
+
+```bash
+sudo -E ./scripts/profile_vector_stage6_distribution_ncu.sh
+```
+
+The script profiles only v0.6, d6, and d7, then writes `summary.csv` and an
+automatic sector/time/instruction decision to
+`results/ncu_vector_stage6_distribution/analysis.md`. A genuine row-token
+pipeline remains a separate next step after the physical-core choice is
+closed.
+
+The fixed-clock five-way decision is collected with:
+
+```bash
+sudo -E ./scripts/profile_packed_stage6_ncu.sh
+```
+
+It compares v0.6, d6, d7, packed vector16, and packed lane32. Cache state is
+flushed between replay passes and L1/L2 hit rates are collected along with
+sector, instruction, occupancy, and stall metrics. Results are written to
+`results/ncu_packed_stage6_lane32/analysis.md`; the original vector16 capture
+remains in `results/ncu_packed_stage6/`.
+
+That capture measures lane32 at 1336.3 us, 0.5% faster than d7 but 6.65% slower
+than v0.6. Lane32 preserves vector16's 26.36M load sectors while reducing
+long-scoreboard stall from 22.05% to 16.47%. The physical-unit hypothesis is
+therefore validated, but v0.6 still wins through 31.2% fewer warp instructions
+and twice the active-warp percentage.
+
+An event-level schedule screen fixes lane32 and scans exact producer/consumer
+CTA counts plus role-local data time. Its stable local optimum is `D_t=1:1`,
+`86:74` CTAs. Cross-core controls varied by 5.3-11.3%, so the report explicitly
+rejects its v0.6/d7 ratios. Confirm only the three neighboring weights under
+fixed clock with:
+
+```bash
+sudo -E ./scripts/profile_packed_stage6_lane32_schedule_ncu.sh
+```
+
+## Dynamic Instruction Closure And Packet Core
+
+SourceCounters closes the remaining instruction gap. After deduplicating SASS
+PCs across inline-stack views, v0.7 d6 executes 60.45M more warp instructions
+than v0.6. `SHFL` contributes 21.49M; control contributes 23.06M, including
+17.60M from `BSYNC/BSSY/BMOV`; `SEL+ISETP` contributes another 22.45M. Global
+memory instructions are slightly lower and shared-memory instructions are
+5.01M lower. The deficit is therefore the per-row warp-register organization,
+not extra NTT arithmetic or an extra external state. The full table is in
+`results/ncu_v07_sector_attribution/instruction_attribution.md`.
+
+The new
+`homogeneous-warp128-packet-shared-radix4-static-io` core targets that result
+directly. Four rows form one 128-thread packet and execute five shared
+radix-4 stage pairs, with one named barrier per pair. A 256-thread CTA may hold
+two independent packets, so the v0.7 subgraph schedule is preserved while the
+physical unit reuses v0.6's low-instruction arithmetic organization. The
+128-thread cubin uses 80 registers/thread; the dual-packet version uses 72.
+
+A same-session event screen at uint32 `logN=20`, batch 16 measures 1.073 ms for
+packet128, 1.341 ms for lane32, and 1.583 ms for v0.6. A 100-repeat role scan
+selects `9:11` at 1.097 ms. This is promising but not a fixed-clock claim.
+Five packet128 CTAs/SM can violate forward progress when persistent consumers
+occupy the fifth residency slot, so the plan caps this core at four CTAs/SM.
+Confirm time and instruction-pipe reductions with:
+
+```bash
+sudo -E ./scripts/profile_packet_shared_radix4_ncu.sh
+```
+
+The fixed-clock capture closes that decision: packet128 takes 1061.2 us at
+batch 16, versus 1259.5 us for v0.6 and 1342.1 us for lane32. It executes
+172.47M warp instructions, 5.2% fewer than v0.6 and 27.5% fewer than lane32.
+The physical codelet is therefore no longer the dominant v0.7 deficit.
+
+## Packet-Granular Online Handoff
+
+The original packet core still used one readiness counter per transform. A
+consumer waited for all 1024 producer rows before loading its four-row packet,
+so the kernel overlapped roles only across transforms. The online option uses
+the consumer mapping's `token_interleave` as a q-wave width in `{4,8,16}`.
+Zero preserves the aggregate barrier. A wave contains 64 words per q-group,
+so the 1024-word staging tile imposes a hard maximum width of 16.
+
+For a nonzero wave, the producer publishes each four-row packet with a release
+store after its boundary writes complete. The consumer acquires the four
+quadrant packets required by each dependency-closed radix-4 unit. It then
+loads the wave once through a coalesced 4-KiB staging tile, evaluates stages
+0-1 immediately, and keeps the partial state on chip for stages 2-9. Boundary
+traffic remains one write and one read per element.
+
+Forward and inverse verification pass for every wave width. The first
+packet-flag NCU capture was 5.6% slower at batch 16 and 2.4% slower at batch
+32. It generated about 16% more global-load sectors and 26-58% more CBU
+instructions, exposing both a wave-load mapping problem and repeated polling.
+That before-control remains in `results/ncu_packet_streaming/`.
+Coalesced staging removes the known wave-load mapping error. A later
+q-frontier experiment tried to replace the four packet tokens with one merged
+counter. Its fixed-clock capture reduced CBU pressure, but subsequent clean
+builds exposed a producer-order race in both forward and inverse verification.
+The q-frontier protocol is therefore rejected; its measurements are retained
+only as synchronization-attribution evidence and are not selector-eligible.
+The supported online path keeps per-packet release/acquire visibility.
+
+An earlier wave-32 event screen appeared to cross the aggregate path at batch
+64. That result was invalid: 32 q-groups require 2048 staging words, while the
+resident tile contains 1024. The out-of-bounds shared-memory access corrupted
+the result. The plan now rejects wave 32 and the device helper independently
+caps the width at the staging capacity.
+
+The corrected V100 screen uses wave 16, three order-rotated independent
+processes, ten warmups, and 50 timed iterations per process:
+
+| batch | v0.6 (ms) | v0.7 aggregate (ms) | v0.7 online (ms) | aggregate/v0.6 | online/v0.6 | online/aggregate |
+|---:|---:|---:|---:|---:|---:|---:|
+| 16 | 1.460 | 1.082 | 1.130 | 1.350x | 1.292x | 0.957x |
+| 32 | 4.113 | 2.418 | 2.502 | 1.701x | 1.644x | 0.966x |
+| 64 | 9.128 | 4.931 | 5.138 | 1.851x | 1.777x | 0.960x |
+
+Aggregate and online reach 1.620x and 1.557x geomean throughput relative to
+v0.6. Online remains about 4% below aggregate across this batch set. Larger
+batch is not the same as a longer per-transform subgraph stream: the aggregate
+path already pipelines complete transforms. Length scaling therefore requires
+a parameterized decomposition beyond the current fixed `10+10` instance.
+
+The corrected wave-16 NCU capture measures online/aggregate time at 0.986x for
+batch 16 and 1.080x for batch 32. Online increases warp instructions by
+10.2-11.6%, global-load sectors by 8.8-9.6%, shared-load conflicts by
+24.1-24.3%, and CBU instructions by 25.0-30.0%. Barrier stall falls because
+the aggregate transform barrier is removed, but the saved wait is exchanged
+for readiness loads, shared staging conflicts, and long-scoreboard latency.
+This is the remaining online orchestration tax.
+
+Collect fixed-clock attribution for the current matched-role, unpadded
+packet-flag implementation at batch 16, 32, and 64 with:
+
+```bash
+sudo -E ./scripts/profile_packet_streaming_ncu.sh
+```
+
+The current polling-backoff follow-up writes its report under
+`results/ncu_packet_polling_backoff/`. The earlier validated 64-cycle control
+remains under `results/ncu_packet_streaming_staged_packet_flags/`; the rejected
+q-frontier capture remains under `results/ncu_packet_streaming_q_frontier/`.
+
+The report separates dynamic instructions, CBU/LSU issue, sectors, shared-bank
+conflicts, and barrier/scoreboard stalls. The next architectural step is a
+generated multi-segment packet stream whose number of homogeneous subgraphs
+grows with transform length.
+
+## Staging Row Padding
+
+The first controlled follow-up changes the wave-16 staging row stride from 256
+to 257 words. This breaks the identical shared-bank phase of the four writer
+rows while adding only four words (16 bytes) per CTA, so the V100 residency
+target remains four CTAs/SM. The pre-padding event and NCU results are retained
+in `results/packet_streaming_v06_comparison/before_padding_*` and
+`results/ncu_packet_streaming_staged_packet_flags/`.
+
+The three-process event screen is neutral to slightly negative: online changes
+by +1.3%, +0.9%, and -0.2% at batch 16, 32, and 64. Therefore padding remains a
+candidate rather than a promoted default. Its dedicated fixed-clock capture is
+written to `results/ncu_packet_streaming_padded_staging/`; promotion requires a
+material shared-load-conflict reduction without a kernel-time regression.
+
+The fixed-clock capture rejects the candidate. Online shared-load conflicts
+increase by 0.6-0.7%, registers rise from 64 to 71 per thread, and batch-16/32
+online time changes by +2.4%/+0.4%. The implementation is reverted. The next
+candidate exposes acquire-poll backoff through `ready_window`: values
+`1/2/4/8/16` correspond to 32/64/128/256/512 sleep cycles, with `2` preserving
+the previous default. The event screen selects `4/2/16` for batch `16/32/64`.
+Those points reach 0.954x/0.965x/0.967x of aggregate throughput, so polling
+frequency explains less than one percent of performance and is not the
+remaining primary bottleneck. The fixed-clock follow-up is written to
+`results/ncu_packet_polling_backoff/`.
+
+The next identity-preserving protocol packs the 256 packet flags into eight
+32-bit words. Producers publish their unique bit with a release `fetch_or`;
+consumers acquire four quadrant masks per q-wave. Unlike the rejected
+q-frontier count, completion of a mask proves that every required packet has
+published. The event screen selects bitmap `ready_window=16/8/8` for batch
+16/32/64. It is neutral at batch 16, improves batch 32/64 by 3.2% over
+per-packet readiness, and reaches 0.992x/0.990x aggregate throughput at the two
+larger batches. Fixed-clock attribution is collected under
+`results/ncu_packet_readiness_modes/`.
+
+That attribution shows only a 0.6%-0.7% bitmap reduction in load sectors and
+no reduction in shared-load conflicts. Its batch-16/32 replay gain instead
+tracks 6.4%/11.0% fewer CBU instructions. Readiness metadata therefore
+explains control overhead but not the remaining online sector/conflict excess.
+The stage-0/1 implementation mixes four writer rows in each warp, whereas the
+aggregate path groups work by row. `packet_compute_layout=warp-rows` exposes a
+controlled remapping intended to restore coefficient broadcast and shared-bank
+phase locality. Its event screen is neutral to slightly negative at batch
+32/64, so `results/ncu_packet_compute_layout/` is required before deciding
+whether the predicted counter reduction exists but is latency-irrelevant, or
+whether the source-level bank model is incomplete.
+
+The fixed-clock capture resolves that question. Relative to bitmap
+interleaved rows, warp rows reduce global-load sectors by 8.7%-8.8%, shared
+load conflicts by 18.9%-19.2%, warp instructions by about 1%, and LSU
+instructions by 1.6%-2.1%. The mapping model is therefore correct. Replay time
+improves 2.1%/4.4% at batch 16/32 but regresses 2.2% at batch 64, while warm
+CUDA-event timing remains the promotion authority. The removed traffic is
+largely cache-resident or hidden behind other work rather than the steady-state
+critical path.
+
+A complete producer-weight scan confirms that this is not a stale service
+ratio. Warp rows select `8:12` at batch 16 and the existing `5:15` at batch
+32/64. They reach 0.965x/0.987x/0.982x aggregate throughput; giving the
+producer more CTAs sharply degrades the longer streams. Pipeline timestamps
+show only a 60-70 us consumer tail at batch 32, so the roles are already close
+to balanced.
+
+The packet helper originally executed three barriers per q-wave: readiness,
+staging, and post-compute. `packet_fold_wave_barriers` removes the post-compute
+barrier because the next readiness/staging barrier also protects shared-memory
+reuse, while retaining one final barrier. Forward and inverse checks pass over
+repeated plan execution. Three-process event medians change by at most 0.6%
+and the best online points reach 0.967x/0.989x/0.992x aggregate throughput.
+This rejects redundant synchronization as the remaining explanation.
+
+Finally, batch 1/2/4/8 spot checks do not reveal an unamortized-fill crossover:
+online/aggregate throughput is 0.986x/0.964x/0.938x/0.923x with equal service
+weights. Aggregate already distributes complete transforms across resident
+CTAs; online publication adds protocol work even before a long batch reaches
+steady state. The next architectural experiment must therefore generate more
+than two homogeneous subgraphs per transform and test whether a longer
+dependency stream amortizes protocol work. Further tuning of the fixed
+`10+10` pair is no longer the primary path.
diff --git a/include/cubutterfly/cubutterfly.h b/include/cubutterfly/cubutterfly.h
index f93103f..e9ec83f 100644
--- a/include/cubutterfly/cubutterfly.h
+++ b/include/cubutterfly/cubutterfly.h
@@ -16,7 +16,7 @@ extern "C" {
 #endif
 
 #define CUBUTTERFLY_VERSION_MAJOR 0
-#define CUBUTTERFLY_VERSION_MINOR 6
+#define CUBUTTERFLY_VERSION_MINOR 7
 #define CUBUTTERFLY_VERSION_PATCH 0
 
 typedef struct cubutterflyHandle* cubutterflyHandle_t;
@@ -79,6 +79,21 @@ typedef enum cubutterflyLengthMode {
     CUBUTTERFLY_LENGTH_ZERO_EXTENDED_EMBEDDING
 } cubutterflyLengthMode_t;
 
+typedef enum cubutterflyNttLayout {
+    CUBUTTERFLY_NTT_LAYOUT_NATURAL = 0,
+    CUBUTTERFLY_NTT_LAYOUT_APPT_STATIC
+} cubutterflyNttLayout_t;
+
+typedef struct cubutterflyNttLayoutInfo {
+    uint32_t log_n;
+    uint32_t stage_count;
+    uint32_t stage_partition[3];
+    uint32_t fragment_width;
+    uint32_t bank_bits;
+    int xor_permutation;
+    char compatibility_id[64];
+} cubutterflyNttLayoutInfo_t;
+
 typedef enum cubutterflyAlgorithmPolicy {
     CUBUTTERFLY_ALGORITHM_DEFAULT = 0,
     CUBUTTERFLY_ALGORITHM_MEASURE,
@@ -152,6 +167,10 @@ CUBUTTERFLYAPI cubutterflyStatus_t cubutterflySetAlgorithmPolicy(cubutterflyDesc
 CUBUTTERFLYAPI cubutterflyStatus_t cubutterflySetModulus(cubutterflyDescriptor_t descriptor,
                                                         uint64_t modulus,
                                                         uint32_t word_bits);
+CUBUTTERFLYAPI cubutterflyStatus_t cubutterflySetNttLayouts(
+    cubutterflyDescriptor_t descriptor,
+    cubutterflyNttLayout_t input_layout,
+    cubutterflyNttLayout_t output_layout);
 CUBUTTERFLYAPI cubutterflyStatus_t cubutterflySetStageMatrices(cubutterflyDescriptor_t descriptor,
                                                               uint32_t axis,
                                                               const cubutterflyMatrix2x2_t* matrices,
@@ -175,6 +194,9 @@ CUBUTTERFLYAPI cubutterflyStatus_t cubutterflyPlanGetAlgorithmName(cubutterflyPl
 CUBUTTERFLYAPI cubutterflyStatus_t cubutterflyPlanGetSelectionReason(cubutterflyPlan_t plan,
                                                                     char* reason,
                                                                     size_t* bytes);
+CUBUTTERFLYAPI cubutterflyStatus_t cubutterflyPlanGetNttLayoutInfo(
+    cubutterflyPlan_t plan,
+    cubutterflyNttLayoutInfo_t* info);
 CUBUTTERFLYAPI cubutterflyStatus_t cubutterflyPlanSetWorkspace(cubutterflyPlan_t plan,
                                                               void* workspace,
                                                               size_t bytes);
diff --git a/include/cuntt/ntt.hpp b/include/cuntt/ntt.hpp
index 2c347be..c05137d 100644
--- a/include/cuntt/ntt.hpp
+++ b/include/cuntt/ntt.hpp
@@ -1,13 +1,13 @@
 #pragma once
 
-#include <cuda_runtime_api.h>
-
 #include <cstddef>
 #include <cstdint>
 #include <memory>
 #include <string>
 #include <vector>
 
+#include <cuda_runtime_api.h>
+
 namespace cuntt {
 
 constexpr std::uint64_t kDefaultModulus = 1152921504606584833ULL;
@@ -18,6 +18,9 @@ enum class Backend {
     Hybrid2D,
     CompactStage,
     StagePipeline,
+    HybridDataflow,
+    HierarchicalBarrier,
+    HierarchicalDataflow,
     Merge256 = Hybrid2D,
 };
 
@@ -32,14 +35,56 @@ enum class StageHandoff {
 const char*  stage_handoff_name(StageHandoff handoff) noexcept;
 StageHandoff parse_stage_handoff(const std::string& name);
 
+enum class DataflowLayout {
+    HermesXor,
+    Linear,
+};
+
+const char*    dataflow_layout_name(DataflowLayout layout) noexcept;
+DataflowLayout parse_dataflow_layout(const std::string& name);
+
+enum class DataflowStateMode {
+    InPlace,
+    PingPong,
+};
+
+const char*       dataflow_state_mode_name(DataflowStateMode mode) noexcept;
+DataflowStateMode parse_dataflow_state_mode(const std::string& name);
+
 enum class OutputOrder {
     Natural,
     BitReversed,
+    // APPT static layout for zero-conversion chaining between compatible plans.
+    ApptStatic,
 };
 
 const char* output_order_name(OutputOrder order) noexcept;
 OutputOrder parse_output_order(const std::string& name);
 
+enum class InputOrder {
+    Natural,
+    ApptStatic,
+};
+
+const char* input_order_name(InputOrder order) noexcept;
+InputOrder  parse_input_order(const std::string& name);
+
+struct ApptLayoutInfo {
+    std::uint32_t              log_n = 0;
+    std::vector<std::uint32_t> stage_partition;
+    std::uint32_t              fragment_width = 0;
+    std::uint32_t              bank_bits = 0;
+    bool                       xor_permutation = false;
+    std::string                compatibility_id;
+};
+
+// Convert a per-transform natural index to/from the APPT static layout.
+// Both functions throw when the descriptor is not a supported 7+7+6 layout.
+std::uint64_t appt_static_index(std::uint64_t natural_index,
+                                const ApptLayoutInfo& layout);
+std::uint64_t appt_natural_index(std::uint64_t static_index,
+                                 const ApptLayoutInfo& layout);
+
 enum class ComputeUnit {
     Auto,
     Radix2,
@@ -50,6 +95,183 @@ enum class ComputeUnit {
 const char* compute_unit_name(ComputeUnit unit) noexcept;
 ComputeUnit parse_compute_unit(const std::string& name);
 
+enum class HierarchicalCore {
+    DataflowRadix4,
+    Hybrid2DRadix4,
+};
+
+const char*      hierarchical_core_name(HierarchicalCore core) noexcept;
+HierarchicalCore parse_hierarchical_core(const std::string& name);
+
+// A subgraph core is a physical implementation choice. The stage partition and
+// mappings below describe the architecture schedule independently of that core.
+enum class NttSubgraphCore {
+    Radix2,
+    Radix4,
+    Radix8,
+    DataflowRadix4,
+    // A generated two-level schedule that reuses one resident radix-4
+    // subgraph shape for both roles. Per-role data_time controls traversal of
+    // the batch dimension while the spatial subgraph coordinate stays fixed.
+    HomogeneousRadix4,
+    // A dependency-closed 1024-point subgraph per warp. Eight independent
+    // warp-register codelets share a CTA role without CTA-wide barriers.
+    HomogeneousWarpRadix2,
+    // Four 256-point warp-register codelets form one 1024-point subgraph with
+    // a single warp-group exchange; two groups progress independently per CTA.
+    HomogeneousWarp256Radix2,
+    // The same 256-point warp core with a word-size-dependent row packet and
+    // XOR-swizzled shared writer. Each packet fills complete 32-byte sectors
+    // at both the producer boundary and the natural-order final output.
+    HomogeneousWarp256StaticRadix2,
+    // Extends the static writer to the input edge: producer row packets are
+    // loaded coalesced, the boundary remains natural, and the consumer applies
+    // bit reversal while staging in shared memory.
+    HomogeneousWarp256StaticIoRadix2,
+    // Warp256 static IO with explicit per-lane coefficient reuse for the
+    // register-resident prefix.
+    HomogeneousWarp256CoefficientReuseStaticIoRadix2,
+    // Smaller register prefixes for the same static-IO schedule. They trade
+    // additional shared finishing stages for a smaller per-warp live set.
+    HomogeneousWarp128StaticIoRadix2,
+    // The same warp128 subgraph with explicit per-lane reuse of coefficients
+    // shared by register slots in stages 0 through 5.
+    HomogeneousWarp128CoefficientReuseStaticIoRadix2,
+    // Four consecutive values per lane fuse the first two stages into a
+    // register-local radix-4 unit before the remaining warp-shuffle stages.
+    HomogeneousWarp128VectorRadix4StaticIo,
+    HomogeneousWarp64StaticIoRadix2,
+    // Three prefix warps and one merge warp overlap adjacent 1024-point rows
+    // through a double-buffered shared tile.
+    HomogeneousWarp128PipelineStaticIoRadix2,
+    // Four warps retain continuation ownership: each completes one 256-point
+    // pair, two warp pairs merge the 512-point halves, and all warps finish
+    // the final stage without a permanently assigned merge role.
+    HomogeneousWarp128CooperativeStaticIoRadix2,
+    Hybrid2DRadix4,
+    // APPT/Hermes mapping: persistent warp stages stream register-resident
+    // data tokens through a fixed-size butterfly subgraph.
+    ApptPipeline,
+    // Generated APPT mapping with persistent CTA roles that publish reordered
+    // packet groups directly to the next stage-time fold.
+    ApptOnline,
+    // Same APPT online schedule with a CTA-resident shared-memory radix-4
+    // physical subgraph instead of the warp-register radix-2 core.
+    ApptOnlineRadix4,
+    // APPT producer plus a dependency-closed resident 7+6 tail. The tail
+    // removes the second global intermediate state.
+    ApptOnlineFusedTail,
+    // Two 32x128 resident tail halves fuse 7+5 stages; only the low half is
+    // published before the high half performs the final cross-half stage.
+    ApptOnlineSplitTail,
+    // One CTA computes both 32x128 tail halves. The first half remains in
+    // registers while shared memory is reused for the second half.
+    ApptOnlineRegisterTail,
+    // The same register-tail graph with warp-register row/column codelets.
+    // Shared memory is used only for the row/column exchange and retained
+    // low-half state, reducing CTA-wide synchronization inside each subgraph.
+    ApptOnlineRegisterTailWarp,
+    // Keep the cached CTA radix-4 row core, but execute the 32-point column
+    // suffix with warp shuffles to isolate the synchronization/compute tradeoff.
+    ApptOnlineRegisterTailColumnWarp,
+    // Fuse three shared-memory butterfly stages per round. This preserves the
+    // CTA codelet's instruction-level parallelism while reducing barriers.
+    ApptOnlineRegisterTailRadix8,
+    // Group the producer's a coordinate according to data_space, load that
+    // low-bit source dimension cooperatively, and transpose it on chip before
+    // executing the same register-tail graph.
+    ApptOnlineRegisterTailGrouped,
+    // The grouped producer graph with stage 19 moved from the fixed-c tail to
+    // the static-to-natural writer, where c-contiguous lanes coalesce the
+    // final coefficient requests.
+    ApptOnlineRegisterTailGroupedWriterFinal,
+    // Keep a fixed spatial subgraph while traversing a data_time-sized group
+    // of batch transforms. The physical role mask selects which queues use
+    // this order so coefficient reuse can be traded against wavefront delay.
+    ApptOnlineRegisterTailGroupedWriterFinalDataTime,
+    // Fuse the first two 7-stage dimensions in a fixed-a 128x128 resident 2D
+    // subgraph. The stage-13 state is streamed to the 5-stage register tail
+    // and existing stage-19 natural-order writer.
+    ApptOnlineRegisterTailGroupedWriterFinalResident,
+    // The same fixed-a dependency closure, evaluated as four 32-row quarters.
+    // A 48 KiB shared tile plus register-retained q0/q1/q2 state targets two
+    // resident CTAs per SM on V100.
+    ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter,
+    // The vector radix-4 prefix with an aligned side table for stage 6. Kept at
+    // the end so existing NttSubgraphCore numeric values remain stable.
+    HomogeneousWarp128VectorRadix4PackedStage6StaticIo,
+    // The same aligned stage-6 side table, distributed as two coefficients per
+    // lane so all 32 lanes retain the memory-level parallelism of the d7 core.
+    HomogeneousWarp128VectorRadix4PackedStage6DistributedStaticIo,
+    // Four rows share one 128-thread radix-4 packet. The group reuses the
+    // low-instruction shared core while remaining independently schedulable
+    // from the other packet in a 256-thread CTA.
+    HomogeneousWarp128PacketSharedRadix4StaticIo,
+};
+
+const char*     ntt_subgraph_core_name(NttSubgraphCore core) noexcept;
+NttSubgraphCore parse_ntt_subgraph_core(const std::string& name);
+
+enum class BoundaryStorage {
+    FullScratch,
+    Ring,
+    // Keep the adjacent logical subgraphs inside one physical execution
+    // group. No global boundary is allocated or published at this edge.
+    ResidentFused,
+};
+
+const char*     boundary_storage_name(BoundaryStorage storage) noexcept;
+BoundaryStorage parse_boundary_storage(const std::string& name);
+
+enum class PacketReadinessMode {
+    PerPacket,
+    WaveBitmap,
+};
+
+const char* packet_readiness_mode_name(PacketReadinessMode mode) noexcept;
+PacketReadinessMode parse_packet_readiness_mode(const std::string& name);
+
+enum class PacketComputeLayout {
+    InterleavedRows,
+    WarpRows,
+};
+
+const char* packet_compute_layout_name(PacketComputeLayout layout) noexcept;
+PacketComputeLayout parse_packet_compute_layout(const std::string& name);
+
+struct NttSubgraphMapping {
+    NttSubgraphCore core               = NttSubgraphCore::Radix2;
+    std::uint32_t   threads_per_block  = 256;
+    std::uint32_t   units_per_cta      = 1;
+    std::uint32_t   data_space         = 1;
+    std::uint32_t   data_time          = 1;
+    std::uint32_t   role_stages        = 1;
+    std::uint32_t   token_interleave   = 1;
+    // Low register stages that retain one coefficient pair per lane.
+    // Zero disables reuse on ordinary cores and selects the calibrated depth
+    // on coefficient-reuse cores.
+    std::uint32_t   coefficient_reuse_stages = 0;
+    // Zero selects the calibrated service-rate weight for this core/device.
+    std::uint32_t   cta_weight         = 0;
+};
+
+struct NttBoundaryMapping {
+    BoundaryStorage storage = BoundaryStorage::FullScratch;
+    std::uint32_t   buffers = 1;
+};
+
+// Physical service-rate allocation for the cooperative APPT register-tail
+// kernel. It is intentionally independent from logical stage mappings.
+struct ApptRoleMapping {
+    std::uint32_t producer_weight = 0;
+    std::uint32_t tail_weight = 0;
+    std::uint32_t writer_weight = 0;
+    std::uint32_t fragment_width = 0;
+    std::uint32_t writer_tiles_per_cta = 0;
+    // Bit 0/1/2 enables data-time traversal in producer/tail/writer.
+    std::uint32_t data_time_role_mask = 7;
+};
+
 enum class CrossTwiddlePlacement {
     FirstPass,
     SecondPass,
@@ -87,15 +309,65 @@ struct PlanConfig {
     // Explicit stage-space unfolding for StagePipeline. Zero selects the default.
     std::uint32_t stage_space   = 0;
     StageHandoff  stage_handoff = StageHandoff::NamedBarrier;
+    // HybridDataflow maps stage_space stages onto persistent warp roles and
+    // streams 2 * data_space coefficients through the reusable subgraph.
+    // Zero values select the generated target default.
+    std::uint32_t     flow_tile_log_n  = 0;
+    std::uint32_t     data_space       = 0;
+    // Consecutive stages fused inside one register-resident warp role.
+    std::uint32_t     role_stages      = 0;
+    // Compile-time launch-bounds target for generated fused roles.
+    std::uint32_t     target_ctas_per_sm = 0;
+    // Independent subgraph tokens carried by one channel handoff (data-time unfolding).
+    std::uint32_t     data_time        = 0;
+    // Independent tokens whose fused stages are instruction-interleaved inside one warp.
+    std::uint32_t     token_interleave = 0;
+    std::uint32_t     pipeline_buffers = 0;
+    DataflowLayout    dataflow_layout  = DataflowLayout::HermesXor;
+    DataflowStateMode dataflow_state_mode = DataflowStateMode::InPlace;
     // Hybrid2D mapping. Zero selects a device-specific default.
+    // HierarchicalBarrier reuses the same decomposition controls: n1_log is
+    // the second resident layer, rows_per_block is data-space unfolding, and
+    // data_time is the number of subgraphs serially reused by a persistent CTA.
     std::uint32_t         n1_log                  = 0;
     std::uint32_t         rows_per_block          = 0;
     std::uint32_t         threads_per_block       = 0;
     ComputeUnit           compute_unit            = ComputeUnit::Auto;
+    HierarchicalCore      hierarchical_core       = HierarchicalCore::DataflowRadix4;
+    // True HierarchicalDataflow schedule. stage_partition entries sum to log_n;
+    // each entry is one logical reusable butterfly subgraph. Empty vectors
+    // select a generated hardware mapping. There is one boundary per adjacent
+    // pair; ResidentFused boundaries lower adjacent logical subgraphs into one
+    // physical execution group without materializing a global handoff.
+    std::vector<std::uint32_t>       stage_partition;
+    std::vector<NttSubgraphMapping>  subgraph_mappings;
+    std::vector<NttBoundaryMapping>  boundary_mappings;
+    // Optional physical mappings after ResidentFused boundary lowering. The
+    // count must equal the resulting execution-group count. Empty selects a
+    // mapping derived from the logical subgraphs.
+    std::vector<NttSubgraphMapping>  execution_group_mappings;
+    // Maximum number of readiness counters inspected before retrying the
+    // preferred task. Zero selects the generated scheduling policy.
+    std::uint32_t                    ready_window = 0;
+    // Publication identity for the packet-streaming 10+10 physical core.
+    // WaveBitmap retains one bit per packet while polling four words per wave.
+    PacketReadinessMode              packet_readiness_mode =
+        PacketReadinessMode::PerPacket;
+    // Thread-to-row mapping for online packet stages 0-1.
+    PacketComputeLayout              packet_compute_layout =
+        PacketComputeLayout::InterleavedRows;
+    // Reuse the next wave's acquire barrier as the previous wave's completion
+    // barrier, retaining only one final completion barrier.
+    bool                             packet_fold_wave_barriers = false;
+    // Enable intrusive per-role timing for the generated APPT online kernel.
+    // This selects a separate diagnostic kernel and is not a performance mode.
+    bool                             profile_appt_roles = false;
     std::uint32_t         word_bits               = 64;
     CrossTwiddlePlacement cross_twiddle_placement = CrossTwiddlePlacement::Fused;
     ModularMultiply       modular_multiply        = ModularMultiply::Shoup;
+    InputOrder            input_order             = InputOrder::Natural;
     OutputOrder           output_order            = OutputOrder::Natural;
+    ApptRoleMapping       appt_role_mapping;
     // Resolve the backend and physical unit from the calibrated runtime table.
     // Unsupported hardware or semantic contracts fail explicitly.
     bool                  auto_select              = false;
@@ -107,12 +379,28 @@ struct PlanConfig {
 struct RunStats {
     double h2d_ms                    = 0.0;
     double kernel_ms                 = 0.0;
+    // Host wall time around the event-timed launch region, per invocation.
+    // The difference from kernel_ms bounds submission/event/sync overhead.
+    double timed_region_wall_ms      = 0.0;
+    double host_timing_overhead_ms   = 0.0;
     double d2h_ms                    = 0.0;
     double kernel_ntt_per_second     = 0.0;
     double end_to_end_ntt_per_second = 0.0;
     double kernel_points_per_second  = 0.0;
 };
 
+struct PipelineSegmentTrace {
+    std::uint64_t start_globaltimer = 0;
+    std::uint64_t end_globaltimer   = 0;
+};
+
+struct PipelineRoleMetrics {
+    std::uint64_t wait_globaltimer     = 0;
+    std::uint64_t compute_globaltimer  = 0;
+    std::uint64_t boundary_globaltimer = 0;
+    std::uint64_t tasks                = 0;
+};
+
 struct DeviceInfo {
     int         device_id = 0;
     std::string name;
@@ -144,6 +432,12 @@ class Plan {
     std::size_t       points_per_transform() const noexcept;
     std::size_t       data_size() const noexcept;
     std::size_t       workspace_size() const noexcept;
+    // Returns the static-layout contract for a compatible APPT plan. Throws
+    // when this plan has no public static-layout ABI.
+    ApptLayoutInfo     appt_layout_info() const;
+    // Available after a HierarchicalDataflow execution has completed.
+    std::vector<PipelineSegmentTrace> pipeline_trace() const;
+    std::vector<PipelineRoleMetrics> pipeline_role_metrics() const;
 
     // The caller retains ownership of the stream and optional workspace. They must
     // remain valid until all previously submitted work has completed.
diff --git a/results/appt_core_space/quick64b1/analysis.md b/results/appt_core_space/quick64b1/analysis.md
new file mode 100644
index 0000000..db43dd3
--- /dev/null
+++ b/results/appt_core_space/quick64b1/analysis.md
@@ -0,0 +1,9 @@
+# APPT Physical-Core Design Space
+
+The APPT schedule is fixed at 7+7+6. Each physical core is searched with the same role-weight simplex; timings are medians across trials.
+
+| bits | batch | physical core | best weights | kernel ms | vs v0.6 | vs warp core |
+|---:|---:|---|---:|---:|---:|---:|
+| 64 | 1 | `appt-online-radix4` | `4-8-8` | 0.442368 | 0.521x | 1.000x |
+
+The role weights are part of a core's physical mapping, not a transferable scheduler constant. A core comparison is valid only after each core has been independently balanced.
diff --git a/results/appt_core_space/quick64b1/raw.csv b/results/appt_core_space/quick64b1/raw.csv
new file mode 100644
index 0000000..b81fafa
--- /dev/null
+++ b/results/appt_core_space/quick64b1/raw.csv
@@ -0,0 +1,50 @@
+trial,family,physical_core,weights,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+1,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,1,3,1.415872,0.230400,0.233018,0.002618,1.335232,4340.277572,335.401193,4551110894.944943,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-7-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+7+10","ring+ring","2+2",8,0,1,3,1.416192,0.515072,0.517664,0.002592,1.344800,1941.476188,305.244338,2035785335.281458,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-8-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+8+9","ring+ring","2+2",8,0,1,3,1.412928,0.512000,0.514600,0.002600,1.336736,1953.124907,306.591975,2047999902.725224,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-9-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+9+8","ring+ring","2+2",8,0,1,3,1.424896,0.524971,0.527995,0.003024,1.347520,1904.868394,303.270471,1997399280.618688,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-10-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+10+7","ring+ring","2+2",8,0,1,3,1.412384,0.546133,0.548849,0.002716,1.339424,1831.054667,303.219458,1919999978.654087,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-6-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+6+10","ring+ring","2+2",8,0,1,3,1.425056,0.483328,0.486080,0.002752,1.343616,2068.988412,307.503077,2169491593.606924,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-7-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+7+9","ring+ring","2+2",8,0,1,3,1.414336,0.476843,0.479183,0.002340,1.340032,2097.127752,309.481528,2198997829.639595,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,1,3,1.415744,0.442368,0.445687,0.003319,1.358816,2260.561339,310.855576,2370370366.374243,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-9-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+9+7","ring+ring","2+2",8,0,1,3,1.425760,0.468651,0.471809,0.003158,1.345024,2133.785496,308.695836,2237436260.470591,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+10+6","ring+ring","2+2",8,0,1,3,1.420480,0.475136,0.478002,0.002866,1.334976,2104.660508,309.540792,2206896496.735134,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-5-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+5+10","ring+ring","2+2",8,0,1,3,1.424704,0.482987,0.485738,0.002751,1.341824,2070.450564,307.738263,2171024770.290990,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-6-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+6+9","ring+ring","2+2",8,0,1,3,1.419200,0.488789,0.491619,0.002830,1.335392,2045.871215,308.320213,2145251455.201643,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,1,3,1.415840,0.495616,0.498206,0.002590,1.338112,2017.691161,307.733211,2115702526.424926,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-8-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+8+7","ring+ring","2+2",8,0,1,3,1.423744,0.473088,0.475706,0.002618,1.344672,2113.771662,308.498778,2216450234.045321,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-9-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+9+6","ring+ring","2+2",8,0,1,3,1.412704,0.470016,0.472677,0.002661,1.335648,2127.587134,310.716494,2230936806.569983,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-10-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+10+5","ring+ring","2+2",8,0,1,3,1.414112,0.546475,0.549167,0.002692,1.345696,1829.911097,302.454487,1918800858.610239,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-4-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+4+10","ring+ring","2+2",8,0,1,3,1.416096,0.479573,0.482227,0.002654,1.338880,2085.186807,309.162088,2186476841.471231,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-5-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+5+9","ring+ring","2+2",8,0,1,3,1.421792,0.487083,0.489829,0.002747,1.351520,2053.039495,306.711335,2152767941.720225,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,1,3,1.413696,0.489472,0.492278,0.002806,1.342400,2043.017775,308.112478,2142259406.387316,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-7-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+7+7","ring+ring","2+2",8,0,1,3,1.427712,0.522240,0.524876,0.002636,1.341344,1914.828493,303.831687,2007843202.299819,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,1,3,1.422112,0.509952,0.512802,0.002850,1.342272,1960.968842,305.405428,2056224864.420685,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-9-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+9+5","ring+ring","2+2",8,0,1,3,1.412832,0.578901,0.581799,0.002897,1.332896,1727.410031,300.785408,1811320701.009941,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+10+4","ring+ring","2+2",8,0,1,3,1.426144,0.574805,0.577492,0.002686,1.344000,1739.719460,298.958193,1824228073.011074,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-3-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+3+10","ring+ring","2+2",8,0,1,3,1.425856,0.596651,0.599367,0.002716,1.357728,1676.022616,295.837449,1757437090.462997,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-4-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+4+9","ring+ring","2+2",8,0,1,3,1.423680,0.488448,0.491104,0.002656,1.345344,2047.300864,306.986533,2146750550.506709,fused,shoup,natural,-1
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diff --git a/results/appt_core_space/quick64b1/summary.csv b/results/appt_core_space/quick64b1/summary.csv
new file mode 100644
index 0000000..88fb873
--- /dev/null
+++ b/results/appt_core_space/quick64b1/summary.csv
@@ -0,0 +1,49 @@
+word_bits,batch,physical_core,weights,kernel_ms,min_ms,trials,v06_ms,speedup_vs_v06
+64,1,appt-online-radix4,10-3-7,0.620885,0.620885,1,0.2304,0.3710832118669319
+64,1,appt-online-radix4,10-4-6,0.500395,0.500395,1,0.2304,0.46043625535826693
+64,1,appt-online-radix4,10-5-5,0.572757,0.572757,1,0.2304,0.40226483482524006
+64,1,appt-online-radix4,10-6-4,0.585045,0.585045,1,0.2304,0.393815860318437
+64,1,appt-online-radix4,10-7-3,0.717824,0.717824,1,0.2304,0.3209700427960057
+64,1,appt-online-radix4,3-10-7,0.546133,0.546133,1,0.2304,0.4218752574922226
+64,1,appt-online-radix4,3-7-10,0.515072,0.515072,1,0.2304,0.44731610337972166
+64,1,appt-online-radix4,3-8-9,0.512,0.512,1,0.2304,0.44999999999999996
+64,1,appt-online-radix4,3-9-8,0.524971,0.524971,1,0.2304,0.43888138582893155
+64,1,appt-online-radix4,4-10-6,0.475136,0.475136,1,0.2304,0.4849137931034483
+64,1,appt-online-radix4,4-6-10,0.483328,0.483328,1,0.2304,0.4766949152542373
+64,1,appt-online-radix4,4-7-9,0.476843,0.476843,1,0.2304,0.4831779013218187
+64,1,appt-online-radix4,4-8-8,0.442368,0.442368,1,0.2304,0.5208333333333334
+64,1,appt-online-radix4,4-9-7,0.468651,0.468651,1,0.2304,0.4916238309530973
+64,1,appt-online-radix4,5-10-5,0.546475,0.546475,1,0.2304,0.4216112356466444
+64,1,appt-online-radix4,5-5-10,0.482987,0.482987,1,0.2304,0.47703147289678605
+64,1,appt-online-radix4,5-6-9,0.488789,0.488789,1,0.2304,0.47136903653723794
+64,1,appt-online-radix4,5-7-8,0.495616,0.495616,1,0.2304,0.46487603305785125
+64,1,appt-online-radix4,5-8-7,0.473088,0.473088,1,0.2304,0.487012987012987
+64,1,appt-online-radix4,5-9-6,0.470016,0.470016,1,0.2304,0.49019607843137253
+64,1,appt-online-radix4,6-10-4,0.574805,0.574805,1,0.2304,0.4008315863640713
+64,1,appt-online-radix4,6-4-10,0.479573,0.479573,1,0.2304,0.48042738019029424
+64,1,appt-online-radix4,6-5-9,0.487083,0.487083,1,0.2304,0.4730199986449948
+64,1,appt-online-radix4,6-6-8,0.489472,0.489472,1,0.2304,0.4707112970711297
+64,1,appt-online-radix4,6-7-7,0.52224,0.52224,1,0.2304,0.4411764705882352
+64,1,appt-online-radix4,6-8-6,0.509952,0.509952,1,0.2304,0.45180722891566266
+64,1,appt-online-radix4,6-9-5,0.578901,0.578901,1,0.2304,0.3979955121860214
+64,1,appt-online-radix4,7-10-3,0.713728,0.713728,1,0.2304,0.32281205164992827
+64,1,appt-online-radix4,7-3-10,0.596651,0.596651,1,0.2304,0.386155390672269
+64,1,appt-online-radix4,7-4-9,0.488448,0.488448,1,0.2304,0.4716981132075472
+64,1,appt-online-radix4,7-5-8,0.489131,0.489131,1,0.2304,0.4710394556877401
+64,1,appt-online-radix4,7-6-7,0.525995,0.525995,1,0.2304,0.4380269774427514
+64,1,appt-online-radix4,7-7-6,0.529067,0.529067,1,0.2304,0.4354835965955163
+64,1,appt-online-radix4,7-8-5,0.579584,0.579584,1,0.2304,0.39752650176678445
+64,1,appt-online-radix4,7-9-4,0.576512,0.576512,1,0.2304,0.3996447602131438
+64,1,appt-online-radix4,8-3-9,0.593237,0.593237,1,0.2304,0.38837766356447756
+64,1,appt-online-radix4,8-4-8,0.478549,0.478549,1,0.2304,0.4814553995515611
+64,1,appt-online-radix4,8-5-7,0.498688,0.498688,1,0.2304,0.46201232032854206
+64,1,appt-online-radix4,8-6-6,0.519168,0.519168,1,0.2304,0.44378698224852076
+64,1,appt-online-radix4,8-7-5,0.567296,0.567296,1,0.2304,0.40613718411552346
+64,1,appt-online-radix4,8-8-4,0.459776,0.459776,1,0.2304,0.5011135857461024
+64,1,appt-online-radix4,8-9-3,0.586752,0.586752,1,0.2304,0.3926701570680628
+64,1,appt-online-radix4,9-3-8,0.595968,0.595968,1,0.2304,0.38659793814432986
+64,1,appt-online-radix4,9-4-7,0.50176,0.50176,1,0.2304,0.45918367346938777
+64,1,appt-online-radix4,9-5-6,0.503125,0.503125,1,0.2304,0.4579378881987577
+64,1,appt-online-radix4,9-6-5,0.579584,0.579584,1,0.2304,0.39752650176678445
+64,1,appt-online-radix4,9-7-4,0.584363,0.584363,1,0.2304,0.3942754760311656
+64,1,appt-online-radix4,9-8-3,0.595627,0.595627,1,0.2304,0.3868192677632142
diff --git a/results/appt_core_space/v100_confirmed/analysis.md b/results/appt_core_space/v100_confirmed/analysis.md
new file mode 100644
index 0000000..ca6bf82
--- /dev/null
+++ b/results/appt_core_space/v100_confirmed/analysis.md
@@ -0,0 +1,16 @@
+# APPT Physical-Core Design Space
+
+The APPT schedule is fixed at 7+7+6. Each physical core is searched with the same role-weight simplex; timings are medians across trials.
+
+| bits | batch | physical core | best weights | kernel ms | vs v0.6 | vs warp core |
+|---:|---:|---|---:|---:|---:|---:|
+| 32 | 1 | `appt-online` | `6-6-8` | 0.295253 | 0.501x | 1.000x |
+| 32 | 1 | `appt-online-radix4` | `7-6-7` | 0.306859 | 0.482x | 0.962x |
+| 32 | 4 | `appt-online` | `7-7-6` | 0.888627 | 0.394x | 1.000x |
+| 32 | 4 | `appt-online-radix4` | `7-6-7` | 0.962253 | 0.364x | 0.923x |
+| 64 | 1 | `appt-online` | `8-8-4` | 0.671266 | 0.341x | 1.000x |
+| 64 | 1 | `appt-online-radix4` | `4-8-8` | 0.441276 | 0.518x | 1.521x |
+| 64 | 4 | `appt-online` | `6-8-6` | 1.771793 | 0.314x | 1.000x |
+| 64 | 4 | `appt-online-radix4` | `5-7-8` | 1.271364 | 0.437x | 1.394x |
+
+The role weights are part of a core's physical mapping, not a transferable scheduler constant. A core comparison is valid only after each core has been independently balanced.
diff --git a/results/appt_core_space/v100_confirmed/raw.csv b/results/appt_core_space/v100_confirmed/raw.csv
new file mode 100644
index 0000000..dc591a1
--- /dev/null
+++ b/results/appt_core_space/v100_confirmed/raw.csv
@@ -0,0 +1,181 @@
+trial,family,physical_core,weights,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+1,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,0.797600,0.148070,0.148351,0.000280,0.742752,6753.544488,592.268860,7081604665.475410,fused,shoup,natural,-1
+1,appt,appt-online,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,0.789536,0.362462,0.362818,0.000356,0.742496,2758.910927,527.845464,2892927784.691621,fused,shoup,natural,-1
+1,appt,appt-online,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.791232,0.295390,0.295689,0.000299,0.736800,3385.356549,548.419441,3549803628.726995,fused,shoup,natural,-1
+1,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,0.778304,0.298018,0.298273,0.000255,0.736992,3355.500579,551.476434,3518497375.188316,fused,shoup,natural,-1
+1,appt,appt-online,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,0.804800,0.299998,0.300347,0.000350,0.715872,3333.357043,549.248405,3495278194.621278,fused,shoup,natural,-1
+1,appt,appt-online,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,0.783520,0.297267,0.297548,0.000281,0.736320,3363.976599,550.325255,3527385126.734187,fused,shoup,natural,-1
+1,appt,appt-online,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,0.783520,0.360209,0.360510,0.000301,0.742432,2776.165691,530.177426,2911020715.389344,fused,shoup,natural,-1
+1,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,0.780864,0.310647,0.310899,0.000252,0.739616,3219.083159,546.111636,3375453342.826407,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,0.781056,0.379324,0.379611,0.000288,0.728640,2636.270463,529.375088,2764329937.079004,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.783808,0.317269,0.317537,0.000268,0.733696,3151.896261,545.026461,3305002773.756241,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,0.789568,0.324164,0.324442,0.000278,0.744800,3084.855699,538.058998,3234705649.755984,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,0.782720,0.306654,0.306930,0.000276,0.741088,3261.005460,546.310199,3419412061.408431,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,0.761984,0.324779,0.325058,0.000279,0.746304,3079.020162,545.533912,3228586645.610847,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,0.777760,0.378505,0.378773,0.000269,0.734560,2641.976205,528.869789,2770312841.011598,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,0.776128,0.355123,0.355396,0.000272,0.734400,2815.924227,536.005884,2952710561.882021,fused,shoup,natural,-1
+2,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,0.780672,0.148002,0.148253,0.000251,0.733920,6756.659389,601.469706,7084870875.512561,fused,shoup,natural,-1
+2,appt,appt-online,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,0.792352,0.362871,0.363150,0.000279,0.740640,2755.796716,527.464142,2889662297.190871,fused,shoup,natural,-1
+2,appt,appt-online,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.774368,0.294912,0.295170,0.000258,0.737696,3390.842237,553.410793,3555555789.099079,fused,shoup,natural,-1
+2,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,0.791936,0.297711,0.297977,0.000266,0.737376,3358.963057,547.338520,3522128046.863508,fused,shoup,natural,-1
+2,appt,appt-online,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,0.778048,0.300237,0.300516,0.000279,0.733536,3330.704393,551.930971,3492496689.720303,fused,shoup,natural,-1
+2,appt,appt-online,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,0.776224,0.296789,0.297084,0.000295,0.736000,3369.393500,552.787522,3533065158.559183,fused,shoup,natural,-1
+2,appt,appt-online,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,0.767968,0.359595,0.359884,0.000289,0.733568,2780.908827,537.307782,2915994254.003254,fused,shoup,natural,-1
+2,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,0.789888,0.310545,0.310842,0.000297,0.743424,3220.144637,542.341384,3376566382.774626,fused,shoup,natural,-1
+2,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,0.774720,0.379324,0.379585,0.000261,0.736864,2636.270463,528.846533,2764329937.079004,fused,shoup,natural,-1
+2,appt,appt-online-radix4,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.763552,0.317133,0.317373,0.000240,0.738400,3153.253140,549.726986,3306425564.612148,fused,shoup,natural,-1
+2,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,0.782720,0.324096,0.324385,0.000289,0.749824,3085.505300,538.607365,3235386805.862844,fused,shoup,natural,-1
+2,appt,appt-online-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,0.778336,0.306927,0.307230,0.000303,0.734208,3258.104715,549.610334,3416370409.794269,fused,shoup,natural,-1
+2,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,0.783008,0.325257,0.325529,0.000273,0.737792,3074.496339,541.695224,3223843073.587398,fused,shoup,natural,-1
+2,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,0.764672,0.378846,0.379118,0.000272,0.737088,2639.595883,531.743526,2767816892.474944,fused,shoup,natural,-1
+2,appt,appt-online-radix4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,0.775456,0.354918,0.355177,0.000259,0.734080,2817.549123,536.349932,2954414389.420514,fused,shoup,natural,-1
+3,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,0.791360,0.147866,0.148976,0.001111,0.738304,6762.898500,596.114656,7091413057.307541,fused,shoup,natural,-1
+3,appt,appt-online,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,0.777024,0.362496,0.362756,0.000260,0.741056,2758.651217,531.751978,2892655458.142566,fused,shoup,natural,-1
+3,appt,appt-online,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.785504,0.295253,0.295499,0.000246,0.737408,3386.921930,550.004996,3551445049.461908,fused,shoup,natural,-1
+3,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,0.777248,0.298257,0.298519,0.000261,0.728416,3352.812583,554.347969,3515678807.290999,fused,shoup,natural,-1
+3,appt,appt-online,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,0.784096,0.300066,0.300327,0.000261,0.737824,3332.598901,548.851596,3494483225.270615,fused,shoup,natural,-1
+3,appt,appt-online,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,0.778048,0.297028,0.297324,0.000296,0.733824,3366.683209,552.822085,3530223212.099114,fused,shoup,natural,-1
+3,appt,appt-online,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,0.784288,0.358366,0.358622,0.000256,0.732384,2790.444352,533.322559,2925992977.061751,fused,shoup,natural,-1
+3,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,0.789120,0.311125,0.311387,0.000262,0.740192,3214.138733,543.349111,3370268736.320833,fused,shoup,natural,-1
+3,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,0.764352,0.379733,0.379990,0.000256,0.729696,2633.426824,533.680196,2761348165.390009,fused,shoup,natural,-1
+3,appt,appt-online-radix4,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.767648,0.316245,0.316492,0.000247,0.741824,3162.101857,547.729925,3315704117.326283,fused,shoup,natural,-1
+3,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,0.783488,0.324540,0.324779,0.000240,0.737184,3081.286928,541.943241,3230963521.906939,fused,shoup,natural,-1
+3,appt,appt-online-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,0.785568,0.306859,0.307114,0.000255,0.732192,3258.829338,548.059731,3417130232.311895,fused,shoup,natural,-1
+3,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,0.780032,0.324847,0.325120,0.000273,0.733152,3078.373006,544.060502,3227908053.375882,fused,shoup,natural,-1
+3,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,0.796288,0.379119,0.379454,0.000335,0.724480,2637.694794,526.347119,2765823456.490623,fused,shoup,natural,-1
+3,appt,appt-online-radix4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,0.787872,0.352597,0.352889,0.000292,0.732800,2836.096380,533.826062,2973862597.812919,fused,shoup,natural,-1
+1,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,2.814144,0.350174,0.350445,0.000272,2.627744,11422.897160,690.600376,11977775812.727358,fused,shoup,natural,-1
+1,appt,appt-online,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,2.808992,0.969933,0.970200,0.000267,2.617984,4123.997067,625.302025,4324324348.529187,fused,shoup,natural,-1
+1,appt,appt-online,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.817248,0.949692,0.949999,0.000307,2.622240,4211.893129,626.058441,4416490049.581681,fused,shoup,natural,-1
+1,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,2.814304,0.890061,0.890317,0.000257,2.620224,4494.075100,632.452175,4712379292.273582,fused,shoup,natural,-1
+1,appt,appt-online,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,2.813696,0.931089,0.931378,0.000289,2.618816,4296.044263,628.574931,4504728908.851198,fused,shoup,natural,-1
+1,appt,appt-online,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,2.808192,0.931669,0.931925,0.000256,2.609824,4293.368652,629.952479,4501923327.215761,fused,shoup,natural,-1
+1,appt,appt-online,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,2.808320,0.976964,0.977238,0.000273,2.620832,4094.315693,624.403280,4293201171.982717,fused,shoup,natural,-1
+1,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,2.795392,0.975667,0.975943,0.000276,2.621664,4099.758696,625.711428,4298908574.423854,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,2.813664,1.080149,1.080429,0.000280,2.618848,3703.191796,614.188239,3883078040.592878,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.802080,0.982869,0.983147,0.000278,2.619488,4069.716991,624.566976,4267407563.231864,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,2.803584,0.979251,0.979536,0.000285,2.617152,4084.753714,625.001242,4283174710.062731,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,2.807776,0.963721,0.963997,0.000276,2.615264,4150.581001,626.295609,4352199624.224984,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,2.805824,1.018300,1.018593,0.000294,2.621216,3928.116648,620.603432,4118928842.678226,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,2.814432,1.031305,1.031622,0.000318,2.627168,3878.582534,617.960613,4066988558.690866,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,2.817792,1.170978,1.171276,0.000298,2.624640,3415.947487,604.831687,3581880551.780502,fused,shoup,natural,-1
+2,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,2.811488,0.350652,0.350914,0.000263,2.614208,11407.329644,692.479098,11961452088.347363,fused,shoup,natural,-1
+2,appt,appt-online,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,2.804288,0.973619,0.973898,0.000279,2.628000,4108.382319,624.423661,4307951098.811236,fused,shoup,natural,-1
+2,appt,appt-online,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.813760,0.949043,0.949319,0.000275,2.622048,4214.771192,626.482889,4419507917.771945,fused,shoup,natural,-1
+2,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,2.801440,0.888627,0.888892,0.000265,2.615552,4501.325334,634.354839,4719981713.863793,fused,shoup,natural,-1
+2,appt,appt-online,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,2.801184,0.932659,0.932942,0.000283,2.620192,4288.811993,629.521222,4497145324.400916,fused,shoup,natural,-1
+2,appt,appt-online,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,2.799328,0.932250,0.932516,0.000267,2.619808,4290.696371,629.783833,4499121238.083078,fused,shoup,natural,-1
+2,appt,appt-online,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,2.804512,0.973517,0.973769,0.000253,2.615712,4108.814717,625.611857,4308404500.686315,fused,shoup,natural,-1
+2,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,2.809568,0.973346,0.973619,0.000273,2.618400,4109.535079,624.871692,4309159854.843204,fused,shoup,natural,-1
+2,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,2.810592,1.074586,1.074869,0.000284,2.617696,3722.365310,615.112684,3903182927.353131,fused,shoup,natural,-1
+2,appt,appt-online-radix4,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.806080,0.982426,0.982697,0.000271,2.614848,4071.555014,624.672668,4269334870.268573,fused,shoup,natural,-1
+2,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,2.804672,0.977852,0.978111,0.000259,2.617952,4090.599630,624.953533,4289304597.120866,fused,shoup,natural,-1
+2,appt,appt-online-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,2.804448,0.961775,0.962044,0.000269,2.616864,4158.977128,626.656056,4361003601.388357,fused,shoup,natural,-1
+2,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,2.807616,1.018334,1.018647,0.000313,2.622976,3927.984675,620.258322,4118790458.614694,fused,shoup,natural,-1
+2,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,2.809696,1.033864,1.034134,0.000270,2.626848,3868.978969,618.198996,4056918491.303500,fused,shoup,natural,-1
+2,appt,appt-online-radix4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,2.803936,1.169374,1.169644,0.000270,2.633856,3420.633985,605.403291,3586794700.973829,fused,shoup,natural,-1
+3,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,2.811840,0.350379,0.350653,0.000274,2.613536,11416.220306,692.550199,11970774623.931414,fused,shoup,natural,-1
+3,appt,appt-online,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,2.803904,0.972868,0.973114,0.000246,2.610400,4111.553588,626.255223,4311276414.707713,fused,shoup,natural,-1
+3,appt,appt-online,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.807616,0.952388,0.952661,0.000272,2.621536,4199.967919,626.807926,4403985560.881947,fused,shoup,natural,-1
+3,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,2.800096,0.886170,0.886466,0.000297,2.621248,4513.808580,634.164303,4733071345.793790,fused,shoup,natural,-1
+3,appt,appt-online,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,2.802208,0.932284,0.932563,0.000279,2.608160,4290.539459,630.651061,4498956704.051914,fused,shoup,natural,-1
+3,appt,appt-online,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,2.804608,0.932454,0.932741,0.000287,2.619328,4289.753975,629.287955,4498133064.250045,fused,shoup,natural,-1
+3,appt,appt-online,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,2.808544,0.975053,0.975318,0.000265,2.616384,4102.342055,625.001882,4301617422.201595,fused,shoup,natural,-1
+3,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,2.807488,0.976111,0.976381,0.000270,2.618560,4097.895126,624.789239,4296954480.087868,fused,shoup,natural,-1
+3,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,2.807840,1.078306,1.078588,0.000282,2.616128,3709.521886,615.169386,3889715621.594725,fused,shoup,natural,-1
+3,appt,appt-online-radix4,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.810464,0.983142,0.983438,0.000295,2.616608,4068.586458,624.004105,4266222114.245975,fused,shoup,natural,-1
+3,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,2.818720,0.976111,0.976420,0.000309,2.624736,4097.895126,623.094980,4296954480.087868,fused,shoup,natural,-1
+3,appt,appt-online-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,2.807584,0.962253,0.962513,0.000260,2.609472,4156.911799,627.027171,4358837946.493178,fused,shoup,natural,-1
+3,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,2.799200,1.017412,1.017680,0.000267,2.617952,3931.542778,621.642695,4122521400.507318,fused,shoup,natural,-1
+3,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,2.808544,1.033864,1.034134,0.000269,2.614464,3868.978969,619.494968,4056918491.303500,fused,shoup,natural,-1
+3,appt,appt-online-radix4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,2.811936,1.173641,1.173905,0.000264,2.624832,3408.198362,605.106333,3573755005.233712,fused,shoup,natural,-1
+1,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,1.422624,0.228386,0.228645,0.000259,1.345376,4378.549533,333.735358,4591241955.243955,fused,shoup,natural,-1
+1,appt,appt-online,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,1.413696,0.671232,0.671485,0.000253,1.337536,1489.797897,292.187148,1562166319.973602,fused,shoup,natural,-1
+1,appt,appt-online,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.417696,0.748100,0.748376,0.000275,1.337248,1336.719188,285.465992,1401651659.497221,fused,shoup,natural,-1
+1,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,1.412288,0.789094,0.789354,0.000260,1.332448,1267.275518,282.979063,1328834693.671114,fused,shoup,natural,-1
+1,appt,appt-online,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,1.425792,0.759296,0.759584,0.000288,1.348096,1317.009440,283.030831,1380984490.889893,fused,shoup,natural,-1
+1,appt,appt-online,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,1.414432,0.750251,0.750530,0.000279,1.338848,1332.887798,285.426352,1397634156.159972,fused,shoup,natural,-1
+1,appt,appt-online,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,1.413568,0.763938,0.764201,0.000262,1.334720,1309.006531,284.719706,1372592832.149479,fused,shoup,natural,-1
+1,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,1.418880,0.672563,0.672826,0.000263,1.348384,1486.849127,290.712277,1559074310.695268,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,1.413184,0.441139,0.441412,0.000273,1.355488,2266.858215,311.544805,2376973119.749767,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.424896,0.488755,0.489051,0.000295,1.370560,2046.014053,304.487113,2145401231.265332,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,1.414048,0.528111,0.528374,0.000264,1.335968,1893.541602,305.052255,1985522278.642171,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,1.424352,0.524459,0.524728,0.000270,1.343616,1906.728025,303.727338,1999349246.026006,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,1.413024,0.510908,0.511138,0.000230,1.342304,1957.300437,306.162840,2052378263.175296,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,1.412416,0.495309,0.495580,0.000271,1.342848,2018.942459,307.638093,2117014608.283153,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,1.417280,0.458957,0.459205,0.000249,1.342432,2178.854269,310.687451,2284694293.800761,fused,shoup,natural,-1
+2,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,1.412256,0.229001,0.229280,0.000279,1.377600,4366.801957,331.251254,4578923728.596484,fused,shoup,natural,-1
+2,appt,appt-online,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,1.413408,0.671539,0.671829,0.000290,1.359488,1489.116374,290.323357,1561451691.316549,fused,shoup,natural,-1
+2,appt,appt-online,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.415744,0.746189,0.746436,0.000247,1.353792,1340.143371,284.436377,1405242175.608203,fused,shoup,natural,-1
+2,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,1.417344,0.793805,0.794094,0.000289,1.329344,1259.755508,282.446554,1320949391.880587,fused,shoup,natural,-1
+2,appt,appt-online,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,1.422080,0.757487,0.757753,0.000266,1.341248,1320.154775,284.025146,1384282613.227250,fused,shoup,natural,-1
+2,appt,appt-online,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,1.413216,0.751070,0.751338,0.000269,1.343360,1331.433992,285.091496,1396109729.986409,fused,shoup,natural,-1
+2,appt,appt-online,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,1.415328,0.764109,0.764384,0.000275,1.344544,1308.714191,283.769987,1372286291.558454,fused,shoup,natural,-1
+2,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,1.412320,0.671266,0.671524,0.000258,1.339936,1489.722098,292.096837,1562086838.253710,fused,shoup,natural,-1
+2,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,1.416064,0.441276,0.441540,0.000265,1.342272,2266.156881,312.537916,2376237718.027636,fused,shoup,natural,-1
+2,appt,appt-online-radix4,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.426464,0.489301,0.489555,0.000254,1.350880,2043.730420,306.124450,2143006668.492605,fused,shoup,natural,-1
+2,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,1.421376,0.528145,0.528417,0.000272,1.342208,1893.419152,303.791707,1985393881.234254,fused,shoup,natural,-1
+2,appt,appt-online-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,1.412224,0.525175,0.525447,0.000271,1.333024,1904.125556,305.770794,1996620359.049196,fused,shoup,natural,-1
+2,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,1.417632,0.510908,0.511187,0.000280,1.344192,1957.300437,305.555135,2052378263.175296,fused,shoup,natural,-1
+2,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,1.412416,0.495445,0.495717,0.000272,1.334656,2018.386122,308.402362,2116431245.785604,fused,shoup,natural,-1
+2,appt,appt-online-radix4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,1.415648,0.459708,0.459982,0.000274,1.347808,2175.295127,310.254174,2280962262.922982,fused,shoup,natural,-1
+3,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,1.426752,0.228591,0.228999,0.000408,1.372512,4374.626658,330.266818,4587128522.179296,fused,shoup,natural,-1
+3,appt,appt-online,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,1.416352,0.672700,0.672983,0.000283,1.344384,1486.547306,291.253449,1558757827.435673,fused,shoup,natural,-1
+3,appt,appt-online,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.413152,0.746189,0.746432,0.000243,1.335008,1340.143371,286.176352,1405242175.608203,fused,shoup,natural,-1
+3,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,1.417920,0.785237,0.785514,0.000276,1.340320,1273.500360,282.208666,1335361913.592857,fused,shoup,natural,-1
+3,appt,appt-online,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,1.411840,0.759603,0.759889,0.000286,1.334304,1316.476809,285.245901,1380425986.575201,fused,shoup,natural,-1
+3,appt,appt-online,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,1.416992,0.748885,0.749157,0.000272,1.347808,1335.317912,284.601471,1400182315.022885,fused,shoup,natural,-1
+3,appt,appt-online,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,1.413440,0.763938,0.764201,0.000263,1.335872,1309.006531,284.636718,1372592832.149479,fused,shoup,natural,-1
+3,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,1.415904,0.668331,0.668599,0.000269,1.344512,1496.265449,291.651762,1568948039.528297,fused,shoup,natural,-1
+3,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,1.411840,0.441276,0.441539,0.000263,1.331744,2266.156881,313.985580,2376237718.027636,fused,shoup,natural,-1
+3,appt,appt-online-radix4,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.421152,0.488926,0.489236,0.000310,1.366560,2045.299815,305.190883,2144652298.560433,fused,shoup,natural,-1
+3,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,1.413568,0.527906,0.528175,0.000269,1.336160,1894.276203,305.098121,1986292563.440387,fused,shoup,natural,-1
+3,appt,appt-online-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,1.416800,0.524527,0.524806,0.000279,1.338144,1906.479720,304.927235,1999088879.244354,fused,shoup,natural,-1
+3,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,1.413216,0.509611,0.509895,0.000285,1.334048,1962.282370,307.042824,2057602198.824587,fused,shoup,natural,-1
+3,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,1.417152,0.495309,0.495576,0.000267,1.343040,2018.942459,307.172397,2117014608.283153,fused,shoup,natural,-1
+3,appt,appt-online-radix4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,1.412160,0.460390,0.460671,0.000280,1.337120,2172.069529,311.558459,2277579978.328263,fused,shoup,natural,-1
+1,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,5.458880,0.610509,0.610770,0.000261,5.109376,6551.912115,357.821289,6870177797.718126,fused,shoup,natural,-1
+1,appt,appt-online,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,5.457888,2.058377,2.058679,0.000303,5.107296,1943.279036,316.867808,2037675758.901214,fused,shoup,natural,-1
+1,appt,appt-online,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.463264,1.979563,1.979888,0.000325,5.108000,2020.648359,318.704113,2118803373.454837,fused,shoup,natural,-1
+1,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,5.459136,1.836339,1.836593,0.000254,5.104192,2178.246766,322.589308,2284057280.571891,fused,shoup,natural,-1
+1,appt,appt-online,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,5.455104,1.904299,1.904609,0.000310,5.115488,2100.510848,320.644095,2202545263.086754,fused,shoup,natural,-1
+1,appt,appt-online,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,5.450080,1.769609,1.769903,0.000294,5.106816,2260.386823,324.504003,2370187373.700778,fused,shoup,natural,-1
+1,appt,appt-online,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,5.456832,1.787802,1.788084,0.000282,5.100736,2237.384701,324.008118,2346067899.946170,fused,shoup,natural,-1
+1,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,5.453792,1.963486,1.963795,0.000309,5.099936,2037.193202,319.559929,2136151899.341099,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,5.461888,1.274880,1.275159,0.000279,5.097376,3137.550367,338.005024,3289960013.797040,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.461504,1.312495,1.312785,0.000290,5.100576,3047.630950,336.854167,3195672671.250558,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,5.463168,1.419059,1.419329,0.000270,5.101504,2818.768790,333.785856,2955693302.753409,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,5.454144,1.419639,1.419918,0.000279,5.104672,2817.616789,333.932870,2954485342.210579,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,5.472320,1.567437,1.573685,0.006248,5.101504,2551.936999,329.455078,2675899890.644892,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,5.455072,1.268326,1.268571,0.000244,5.113792,3153.762308,337.918029,3306959465.909889,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,5.454912,1.541700,1.541999,0.000299,5.100704,2594.538086,330.651840,2720570367.981552,fused,shoup,natural,-1
+2,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,5.446400,0.555315,0.555591,0.000275,5.097088,7203.116401,360.399218,7553014983.794485,fused,shoup,natural,-1
+2,appt,appt-online,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,5.453728,1.867776,1.868047,0.000271,5.102400,2141.584388,321.959988,2245613991.489555,fused,shoup,natural,-1
+2,appt,appt-online,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.445056,1.870677,1.870957,0.000279,5.099328,2138.262911,322.189306,2242131170.094222,fused,shoup,natural,-1
+2,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,5.456256,1.836715,1.837006,0.000291,5.112928,2177.801573,322.427272,2283590462.062743,fused,shoup,natural,-1
+2,appt,appt-online,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,5.462688,1.906244,1.906531,0.000286,5.103552,2098.366954,320.705961,2200297227.646807,fused,shoup,natural,-1
+2,appt,appt-online,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,5.456064,1.771793,1.772085,0.000292,5.099680,2257.599908,324.476812,2367265080.748964,fused,shoup,natural,-1
+2,appt,appt-online,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,5.472032,1.797427,1.797681,0.000253,5.103232,2225.402945,323.292638,2333504118.828116,fused,shoup,natural,-1
+2,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,30,5.446880,1.969835,1.970107,0.000273,5.129984,2030.627255,318.808969,2129267004.609914,fused,shoup,natural,-1
+2,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,5,30,5.449824,1.276894,1.277166,0.000272,5.095872,3132.601811,338.335350,3284771076.622375,fused,shoup,natural,-1
+2,appt,appt-online-radix4,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.450720,1.311471,1.311726,0.000255,5.112960,3050.010567,336.837835,3198167880.116512,fused,shoup,natural,-1
+2,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,5.449632,1.407659,1.407924,0.000265,5.095424,2841.597904,334.652001,2979631363.339862,fused,shoup,natural,-1
+2,appt,appt-online-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,5,30,5.450496,1.408307,1.408557,0.000250,5.099296,2840.289402,334.501315,2978259300.070080,fused,shoup,natural,-1
+2,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,5,30,5.446976,1.335398,1.335633,0.000234,5.097280,2995.360973,336.710128,3140863627.385249,fused,shoup,natural,-1
+2,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,5,30,5.446016,1.273754,1.273998,0.000244,5.106272,3140.324679,338.236589,3292869090.449245,fused,shoup,natural,-1
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+3,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,5.574432,0.555486,0.555776,0.000290,5.103712,7200.903567,356.073688,7550694658.886856,fused,shoup,natural,-1
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diff --git a/results/appt_core_space/v100_confirmed/summary.csv b/results/appt_core_space/v100_confirmed/summary.csv
new file mode 100644
index 0000000..284e8a5
--- /dev/null
+++ b/results/appt_core_space/v100_confirmed/summary.csv
@@ -0,0 +1,57 @@
+word_bits,batch,physical_core,weights,kernel_ms,min_ms,trials,v06_ms,speedup_vs_v06
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+32,1,appt-online,7-6-7,0.300066,0.299998,3,0.148002,0.49323148907240405
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+32,1,appt-online-radix4,4-8-8,0.379324,0.379324,3,0.148002,0.39017304467948244
+32,1,appt-online-radix4,5-7-8,0.378846,0.378505,3,0.148002,0.3906653363107964
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+64,4,appt-online,6-6-8,1.870677,1.8688,3,0.555486,0.29694383370298566
+64,4,appt-online,6-8-6,1.771793,1.769609,3,0.555486,0.3135163080563023
+64,4,appt-online,7-6-7,1.906244,1.904299,3,0.555486,0.2914034090074513
+64,4,appt-online,7-7-6,1.836715,1.836339,3,0.555486,0.30243450943668454
+64,4,appt-online,8-8-4,1.968094,1.963486,3,0.555486,0.2822456650952648
+64,4,appt-online-radix4,4-8-8,1.275119,1.27488,3,0.555486,0.4356346348850578
+64,4,appt-online-radix4,5-7-8,1.271364,1.268326,3,0.555486,0.43692129083409637
+64,4,appt-online-radix4,6-6-8,1.311471,1.31113,3,0.555486,0.42355949921881614
+64,4,appt-online-radix4,6-8-6,1.335398,1.332531,3,0.555486,0.41597036988223735
+64,4,appt-online-radix4,7-6-7,1.411618,1.408307,3,0.555486,0.3935101422622834
+64,4,appt-online-radix4,7-7-6,1.407659,1.401924,3,0.555486,0.39461687809334506
+64,4,appt-online-radix4,8-8-4,1.5417,1.537638,3,0.555486,0.3603074528118311
diff --git a/results/appt_core_space/v100_initial/analysis.md b/results/appt_core_space/v100_initial/analysis.md
new file mode 100644
index 0000000..ff9e585
--- /dev/null
+++ b/results/appt_core_space/v100_initial/analysis.md
@@ -0,0 +1,16 @@
+# APPT Physical-Core Design Space
+
+The APPT schedule is fixed at 7+7+6. Each physical core is searched with the same role-weight simplex; timings are medians across trials.
+
+| bits | batch | physical core | best weights | kernel ms | vs v0.6 | vs warp core |
+|---:|---:|---|---:|---:|---:|---:|
+| 32 | 1 | `appt-online` | `6-6-8` | 0.295322 | 0.506x | 1.000x |
+| 32 | 1 | `appt-online-radix4` | `7-6-7` | 0.307405 | 0.486x | 0.961x |
+| 32 | 4 | `appt-online` | `7-7-6` | 0.884122 | 0.396x | 1.000x |
+| 32 | 4 | `appt-online-radix4` | `7-6-7` | 0.968294 | 0.362x | 0.913x |
+| 64 | 1 | `appt-online` | `4-8-8` | 0.671539 | 0.342x | 1.000x |
+| 64 | 1 | `appt-online-radix4` | `4-8-8` | 0.442368 | 0.519x | 1.518x |
+| 64 | 4 | `appt-online` | `6-8-6` | 1.926144 | 0.317x | 1.000x |
+| 64 | 4 | `appt-online-radix4` | `5-7-8` | 1.374413 | 0.445x | 1.401x |
+
+The role weights are part of a core's physical mapping, not a transferable scheduler constant. A core comparison is valid only after each core has been independently balanced.
diff --git a/results/appt_core_space/v100_initial/raw.csv b/results/appt_core_space/v100_initial/raw.csv
new file mode 100644
index 0000000..f86d786
--- /dev/null
+++ b/results/appt_core_space/v100_initial/raw.csv
@@ -0,0 +1,389 @@
+trial,family,physical_core,weights,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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+1,appt,appt-online,6-9-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+9+5","ring+ring","2+2",8,0,2,5,0.768640,0.305766,0.307401,0.001635,0.741728,3270.470490,550.620044,3429336864.341259,fused,shoup,natural,-1
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+1,appt,appt-online,7-3-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+3+10","ring+ring","2+2",8,0,2,5,0.790592,0.360653,0.362325,0.001672,0.746176,2772.749824,527.031214,2907438919.872082,fused,shoup,natural,-1
+1,appt,appt-online,7-4-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+4+9","ring+ring","2+2",8,0,2,5,0.794240,0.402022,0.403734,0.001711,0.754944,2487.423454,512.503432,2608252535.897712,fused,shoup,natural,-1
+1,appt,appt-online,7-5-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+5+8","ring+ring","2+2",8,0,2,5,0.774848,0.379699,0.381246,0.001547,0.752160,2633.663697,524.464376,2761596545.154930,fused,shoup,natural,-1
+1,appt,appt-online,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,2,5,0.791136,0.300237,0.301872,0.001635,0.736608,3330.704393,547.051684,3492496689.720303,fused,shoup,natural,-1
+1,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,5,0.791808,0.298189,0.300020,0.001831,0.748384,3353.579951,543.956939,3516483450.678003,fused,shoup,natural,-1
+1,appt,appt-online,7-8-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+8+5","ring+ring","2+2",8,0,2,5,0.772992,0.325222,0.326818,0.001596,0.742048,3074.818928,543.400755,3224181332.333393,fused,shoup,natural,-1
+1,appt,appt-online,7-9-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+9+4","ring+ring","2+2",8,0,2,5,0.788992,0.301261,0.302774,0.001513,0.739200,3319.383082,546.611538,3480625434.475772,fused,shoup,natural,-1
+1,appt,appt-online,7-10-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+10+3","ring+ring","2+2",8,0,2,5,0.796704,0.319898,0.321484,0.001587,0.740832,3126.000398,538.377266,3277848992.930303,fused,shoup,natural,-1
+1,appt,appt-online,8-3-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+3+9","ring+ring","2+2",8,0,2,5,0.796384,0.383795,0.385546,0.001751,0.743488,2605.556285,519.840440,2732123786.699674,fused,shoup,natural,-1
+1,appt,appt-online,8-4-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+4+8","ring+ring","2+2",8,0,2,5,0.766272,0.373760,0.375359,0.001599,0.734720,2675.513593,533.403881,2805479341.171593,fused,shoup,natural,-1
+1,appt,appt-online,8-5-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+5+7","ring+ring","2+2",8,0,2,5,0.786432,0.394445,0.396150,0.001705,0.742912,2535.209024,519.807575,2658359337.931064,fused,shoup,natural,-1
+1,appt,appt-online,8-6-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,5,0.779360,0.297779,0.299422,0.001643,0.735840,3358.192888,551.578302,3521320466.080827,fused,shoup,natural,-1
+1,appt,appt-online,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+7+5","ring+ring","2+2",8,0,2,5,0.782656,0.325427,0.326801,0.001373,0.737536,3072.883848,541.823570,3222152253.768548,fused,shoup,natural,-1
+1,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,2,5,0.789440,0.310477,0.312259,0.001782,0.744544,3220.852472,542.163863,3377308601.173388,fused,shoup,natural,-1
+1,appt,appt-online,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+9+3","ring+ring","2+2",8,0,2,5,0.769216,0.319693,0.321177,0.001485,0.731296,3128.002976,549.388730,3279948848.182968,fused,shoup,natural,-1
+1,appt,appt-online,9-3-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+3+8","ring+ring","2+2",8,0,2,5,0.774560,0.361267,0.362954,0.001687,0.753216,2768.034228,529.368515,2902494258.331796,fused,shoup,natural,-1
+1,appt,appt-online,9-4-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+4+7","ring+ring","2+2",8,0,2,5,0.787040,0.390144,0.391617,0.001473,0.734112,2563.156230,523.205194,2687664107.324541,fused,shoup,natural,-1
+1,appt,appt-online,9-5-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+5+6","ring+ring","2+2",8,0,2,5,0.785600,0.398541,0.400339,0.001798,0.746688,2509.153424,517.912305,2631038060.724111,fused,shoup,natural,-1
+1,appt,appt-online,9-6-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+6+5","ring+ring","2+2",8,0,2,5,0.787136,0.310477,0.312105,0.001628,0.738208,3220.852472,544.715468,3377308601.173388,fused,shoup,natural,-1
+1,appt,appt-online,9-7-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+7+4","ring+ring","2+2",8,0,2,5,0.782080,0.312525,0.314098,0.001573,0.734432,3199.746114,546.735864,3355176981.123324,fused,shoup,natural,-1
+1,appt,appt-online,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+8+3","ring+ring","2+2",8,0,2,5,0.782368,0.319488,0.321075,0.001587,0.737120,3130.008121,543.780897,3282051395.578345,fused,shoup,natural,-1
+1,appt,appt-online,10-3-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+3+7","ring+ring","2+2",8,0,2,5,0.768608,0.372531,0.374113,0.001582,0.734752,2684.338883,533.079963,2814733329.063918,fused,shoup,natural,-1
+1,appt,appt-online,10-4-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+4+6","ring+ring","2+2",8,0,2,5,0.781056,0.368230,0.369900,0.001670,0.736576,2715.691027,530.261378,2847608434.739355,fused,shoup,natural,-1
+1,appt,appt-online,10-5-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,5,0.784448,0.408576,0.410034,0.001458,0.740640,2447.524993,517.152922,2566415966.873861,fused,shoup,natural,-1
+1,appt,appt-online,10-6-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+6+4","ring+ring","2+2",8,0,2,5,0.777152,0.300851,0.302495,0.001644,0.735776,3323.902358,551.335023,3485364239.082126,fused,shoup,natural,-1
+1,appt,appt-online,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+7+3","ring+ring","2+2",8,0,2,5,0.788608,0.320512,0.322228,0.001716,0.718720,3120.008019,547.093828,3271565528.421611,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-7-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+7+10","ring+ring","2+2",8,0,2,5,0.792160,0.348160,0.349801,0.001641,0.730688,2872.242658,534.471273,3011764717.514540,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-8-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+8+9","ring+ring","2+2",8,0,2,5,0.797216,0.362291,0.364084,0.001793,0.745568,2760.210670,524.913672,2894290663.110153,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-9-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+9+8","ring+ring","2+2",8,0,2,5,0.786816,0.367616,0.369431,0.001815,0.746912,2720.229821,525.943753,2852367705.159874,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-10-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+10+7","ring+ring","2+2",8,0,2,5,0.776672,0.377856,0.379509,0.001653,0.726976,2646.510936,531.489710,2775067850.877015,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-6-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+6+10","ring+ring","2+2",8,0,2,5,0.797952,0.360038,0.361653,0.001615,0.741824,2777.481515,526.367216,2912400457.518837,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-7-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+7+9","ring+ring","2+2",8,0,2,5,0.764320,0.389939,0.391614,0.001675,0.736000,2564.502436,529.027975,2689075706.404708,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,2,5,0.787648,0.382362,0.384077,0.001715,0.744512,2615.325451,522.323688,2742367499.924162,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-9-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+9+7","ring+ring","2+2",8,0,2,5,0.785856,0.373965,0.375619,0.001654,0.732224,2674.048350,528.528708,2803942922.452560,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+10+6","ring+ring","2+2",8,0,2,5,0.766048,0.386662,0.388402,0.001739,0.738240,2586.235276,528.834589,2711864241.185648,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-5-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+5+10","ring+ring","2+2",8,0,2,5,0.765344,0.398541,0.400224,0.001683,0.733568,2509.153424,527.022324,2631038060.724111,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-6-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+6+9","ring+ring","2+2",8,0,2,5,0.789440,0.379904,0.381710,0.001806,0.737792,2632.243922,524.346456,2760107802.535454,fused,shoup,natural,-1
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+1,appt,appt-online-radix4,5-10-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+10+5","ring+ring","2+2",8,0,2,5,0.772672,0.398336,0.399894,0.001558,0.725440,2510.443487,527.301561,2632390789.844454,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-4-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+4+10","ring+ring","2+2",8,0,2,5,0.782720,0.400384,0.401980,0.001596,0.736160,2497.602246,521.033058,2618925773.088679,fused,shoup,natural,-1
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+1,appt,appt-online-radix4,6-7-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+7+7","ring+ring","2+2",8,0,2,5,0.777152,0.347546,0.349343,0.001797,0.734496,2877.320321,537.867602,3017089032.840595,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,2,5,0.777248,0.324608,0.326257,0.001649,0.731392,3080.638819,545.479920,3230283930.254001,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-9-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+9+5","ring+ring","2+2",8,0,2,5,0.773184,0.330138,0.331733,0.001595,0.734208,3029.039917,544.208921,3176178559.652198,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+10+4","ring+ring","2+2",8,0,2,5,0.774464,0.357786,0.359316,0.001531,0.736448,2794.969852,535.132058,2930738307.580832,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-3-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+3+10","ring+ring","2+2",8,0,2,5,0.792512,0.385843,0.387575,0.001731,0.750176,2591.726263,518.529327,2717621958.316334,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-4-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+4+9","ring+ring","2+2",8,0,2,5,0.794336,0.427418,0.429927,0.002509,0.745056,2339.632214,508.437624,2453282188.186314,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-5-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+5+8","ring+ring","2+2",8,0,2,5,0.794560,0.412262,0.413772,0.001509,0.745152,2425.639710,512.301803,2543467584.131255,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,2,5,0.793952,0.307405,0.308789,0.001384,0.734368,3253.039469,544.743953,3411059114.591333,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,5,0.795904,0.324198,0.325863,0.001665,0.752000,3084.531001,534.158830,3234365179.245677,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-8-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+8+5","ring+ring","2+2",8,0,2,5,0.784736,0.340992,0.342600,0.001608,0.734112,2932.620088,537.680659,3075075041.895269,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-9-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+9+4","ring+ring","2+2",8,0,2,5,0.763808,0.348979,0.350550,0.001570,0.739808,2865.500253,539.783315,3004694793.551281,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-10-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+10+3","ring+ring","2+2",8,0,2,5,0.770368,0.393011,0.394652,0.001641,0.731968,2544.456861,527.607832,2668056397.798877,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-3-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+3+9","ring+ring","2+2",8,0,2,5,0.770688,0.408166,0.409740,0.001573,0.733408,2449.981133,522.940790,2568991416.402352,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-4-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+4+8","ring+ring","2+2",8,0,2,5,0.783360,0.412672,0.414204,0.001532,0.736224,2423.232108,517.529773,2540943031.223428,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-5-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+5+7","ring+ring","2+2",8,0,2,5,0.774720,0.400794,0.402444,0.001650,0.740768,2495.049746,521.843960,2616249282.913465,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-6-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,5,0.776288,0.319283,0.320709,0.001426,0.743296,3132.015839,543.813064,3284156640.296990,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+7+5","ring+ring","2+2",8,0,2,5,0.762976,0.348979,0.350692,0.001713,0.733600,2865.500253,541.842363,3004694793.551281,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,2,5,0.769472,0.359424,0.361041,0.001617,0.737536,2782.229383,535.781638,2917378957.816858,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+9+3","ring+ring","2+2",8,0,2,5,0.785312,0.351437,0.353001,0.001564,0.738336,2845.461880,533.309209,2983683036.285320,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-3-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+3+8","ring+ring","2+2",8,0,2,5,0.780672,0.394035,0.395450,0.001415,0.733280,2537.844397,524.112529,2661122726.335571,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-4-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+4+7","ring+ring","2+2",8,0,2,5,0.784992,0.400384,0.402129,0.001745,0.732544,2497.602246,521.398183,2618925773.088679,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-5-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+5+6","ring+ring","2+2",8,0,2,5,0.787520,0.414515,0.415989,0.001474,0.740512,2412.456785,514.788006,2529644285.391818,fused,shoup,natural,-1
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+1,appt,appt-online-radix4,9-7-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+7+4","ring+ring","2+2",8,0,2,5,0.769792,0.353894,0.355595,0.001700,0.738912,2825.701578,536.884381,2962962858.160432,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+8+3","ring+ring","2+2",8,0,2,5,0.765984,0.388096,0.389543,0.001447,0.738848,2576.682027,528.282118,2701846932.808164,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-3-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+3+7","ring+ring","2+2",8,0,2,5,0.781536,0.380723,0.382198,0.001475,0.731744,2626.580300,527.982226,2754169064.366749,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-4-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+4+6","ring+ring","2+2",8,0,2,5,0.779680,0.406733,0.408246,0.001513,0.735808,2458.616580,520.231592,2578046339.338356,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-5-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,5,0.778368,0.423731,0.425455,0.001724,0.739776,2359.986831,514.966155,2474625551.127056,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-6-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+6+4","ring+ring","2+2",8,0,2,5,0.786784,0.335258,0.336831,0.001574,0.729952,2982.781092,539.958681,3127672666.776065,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+7+3","ring+ring","2+2",8,0,2,5,0.780544,0.398950,0.400808,0.001857,0.730048,2506.577271,523.685680,2628336769.031971,fused,shoup,natural,-1
+1,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,2,5,2.805440,0.350413,0.352086,0.001673,2.612608,11415.108580,693.425892,11969608894.114613,fused,shoup,natural,-1
+1,appt,appt-online,3-7-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+7+10","ring+ring","2+2",8,0,2,5,2.809568,1.090970,1.092600,0.001630,2.607712,3666.463426,614.604586,3844565553.480025,fused,shoup,natural,-1
+1,appt,appt-online,3-8-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+8+9","ring+ring","2+2",8,0,2,5,2.808736,1.129882,1.131707,0.001825,2.607136,3540.193882,611.083180,3712162340.058919,fused,shoup,natural,-1
+1,appt,appt-online,3-9-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+9+8","ring+ring","2+2",8,0,2,5,2.815104,1.065574,1.067145,0.001570,2.612064,3753.843909,616.072503,3936190631.244011,fused,shoup,natural,-1
+1,appt,appt-online,3-10-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+10+7","ring+ring","2+2",8,0,2,5,2.794240,1.139098,1.140928,0.001830,2.614496,3511.551688,610.889077,3682128823.209139,fused,shoup,natural,-1
+1,appt,appt-online,4-6-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+6+10","ring+ring","2+2",8,0,2,5,2.805120,0.977306,0.978916,0.001610,2.612512,4092.885620,625.494757,4291701631.678580,fused,shoup,natural,-1
+1,appt,appt-online,4-7-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+7+9","ring+ring","2+2",8,0,2,5,2.798080,1.023181,1.024775,0.001594,2.609504,3909.377795,622.010010,4099279731.269796,fused,shoup,natural,-1
+1,appt,appt-online,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,2,5,2.805664,0.970342,0.971810,0.001468,2.612512,4122.255983,626.123242,4322498689.477811,fused,shoup,natural,-1
+1,appt,appt-online,4-9-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+9+7","ring+ring","2+2",8,0,2,5,2.812320,1.062502,1.064034,0.001531,2.613760,3764.697435,616.467476,3947571377.182507,fused,shoup,natural,-1
+1,appt,appt-online,4-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+10+6","ring+ring","2+2",8,0,2,5,2.811168,1.034035,1.035617,0.001582,2.615776,3868.340244,619.101202,4056248739.218152,fused,shoup,natural,-1
+1,appt,appt-online,5-5-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+5+10","ring+ring","2+2",8,0,2,5,2.815744,0.990618,0.992943,0.002325,2.624640,4037.885162,621.987106,4234029471.324363,fused,shoup,natural,-1
+1,appt,appt-online,5-6-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+6+9","ring+ring","2+2",8,0,2,5,2.796672,0.957440,0.958930,0.001490,2.618656,4177.807405,627.670735,4380748577.751177,fused,shoup,natural,-1
+1,appt,appt-online,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,2,5,2.808736,0.976282,0.977940,0.001658,2.616512,4097.178339,624.850642,4296202873.877301,fused,shoup,natural,-1
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+1,appt,appt-online,5-9-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+9+6","ring+ring","2+2",8,0,2,5,2.802208,0.964403,0.966029,0.001626,2.614656,4147.643016,626.834758,4349118923.217800,fused,shoup,natural,-1
+1,appt,appt-online,5-10-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+10+5","ring+ring","2+2",8,0,2,5,2.804544,1.057997,1.059496,0.001499,2.615456,3780.729525,617.474820,3964382242.093601,fused,shoup,natural,-1
+1,appt,appt-online,6-4-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+4+10","ring+ring","2+2",8,0,2,5,2.804096,1.090355,1.091962,0.001606,2.613088,3668.529443,614.671688,3846731929.312019,fused,shoup,natural,-1
+1,appt,appt-online,6-5-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+5+9","ring+ring","2+2",8,0,2,5,2.813856,1.020109,1.021784,0.001675,2.619008,3921.150298,619.869344,4111624095.240399,fused,shoup,natural,-1
+1,appt,appt-online,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,2,5,2.814912,0.951910,0.953545,0.001635,2.625536,4202.076265,625.747140,4406196321.976035,fused,shoup,natural,-1
+1,appt,appt-online,6-7-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+7+7","ring+ring","2+2",8,0,2,5,2.802816,1.068032,1.069762,0.001730,2.614112,3745.206044,616.811838,3927133172.744038,fused,shoup,natural,-1
+1,appt,appt-online,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,2,5,2.804896,0.934707,0.936175,0.001468,2.612736,4279.415148,629.689289,4487292018.412191,fused,shoup,natural,-1
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+1,appt,appt-online,6-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+10+4","ring+ring","2+2",8,0,2,5,2.819712,1.073562,1.075341,0.001779,2.628800,3725.915857,613.301900,3906905946.079628,fused,shoup,natural,-1
+1,appt,appt-online,7-3-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+3+10","ring+ring","2+2",8,0,2,5,2.809920,1.182720,1.184504,0.001784,2.623616,3382.034787,604.571528,3546320508.513438,fused,shoup,natural,-1
+1,appt,appt-online,7-4-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+4+9","ring+ring","2+2",8,0,2,5,2.803008,1.047347,1.048926,0.001579,2.609792,3819.172903,619.180932,4004693045.508398,fused,shoup,natural,-1
+1,appt,appt-online,7-5-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+5+8","ring+ring","2+2",8,0,2,5,2.803072,0.961741,0.963163,0.001422,2.613664,4159.124823,627.108979,4361158469.903534,fused,shoup,natural,-1
+1,appt,appt-online,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,2,5,2.807616,0.932864,0.934485,0.001621,2.613504,4287.870425,629.526300,4496158018.249858,fused,shoup,natural,-1
+1,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,5,2.809408,0.884122,0.885690,0.001569,2.614720,4524.264552,634.090314,4744035226.736098,fused,shoup,natural,-1
+1,appt,appt-online,7-8-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+8+5","ring+ring","2+2",8,0,2,5,2.811392,0.932864,0.934550,0.001686,2.617472,4287.870425,628.759983,4496158018.249858,fused,shoup,natural,-1
+1,appt,appt-online,7-9-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+9+4","ring+ring","2+2",8,0,2,5,2.798976,1.031168,1.032673,0.001505,2.616544,3879.096386,620.473651,4067527371.916786,fused,shoup,natural,-1
+1,appt,appt-online,7-10-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+10+3","ring+ring","2+2",8,0,2,5,2.797664,1.086054,1.087597,0.001542,2.616224,3683.056610,615.390067,3861964767.938479,fused,shoup,natural,-1
+1,appt,appt-online,8-3-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+3+9","ring+ring","2+2",8,0,2,5,2.805024,1.200333,1.201909,0.001577,2.613184,3332.408923,604.362826,3494284018.887844,fused,shoup,natural,-1
+1,appt,appt-online,8-4-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+4+8","ring+ring","2+2",8,0,2,5,2.817856,1.047347,1.049119,0.001771,2.622656,3819.172903,616.536175,4004693045.508398,fused,shoup,natural,-1
+1,appt,appt-online,8-5-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+5+7","ring+ring","2+2",8,0,2,5,2.802176,1.015808,1.017463,0.001655,2.614144,3937.752069,621.878165,4129032313.916736,fused,shoup,natural,-1
+1,appt,appt-online,8-6-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,5,2.820480,0.926106,0.927777,0.001671,2.621984,4319.161789,628.084510,4528969392.171726,fused,shoup,natural,-1
+1,appt,appt-online,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+7+5","ring+ring","2+2",8,0,2,5,2.806624,0.917709,0.919376,0.001668,2.615616,4358.681314,630.919924,4570408617.388335,fused,shoup,natural,-1
+1,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,2,5,2.798272,0.977510,0.979307,0.001797,2.613248,4092.028355,626.073095,4290802724.166523,fused,shoup,natural,-1
+1,appt,appt-online,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+9+3","ring+ring","2+2",8,0,2,5,2.818944,1.047757,1.049533,0.001776,2.629248,3817.679860,615.768412,4003127477.262434,fused,shoup,natural,-1
+1,appt,appt-online,9-3-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+3+8","ring+ring","2+2",8,0,2,5,2.804640,1.203200,1.204959,0.001759,2.614496,3324.468133,604.016465,3485957497.095512,fused,shoup,natural,-1
+1,appt,appt-online,9-4-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+4+7","ring+ring","2+2",8,0,2,5,2.809824,1.107763,1.109457,0.001694,2.610496,3610.880109,612.737288,3786282220.839376,fused,shoup,natural,-1
+1,appt,appt-online,9-5-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+5+6","ring+ring","2+2",8,0,2,5,2.815104,1.015603,1.017361,0.001757,2.625696,3938.546137,619.540000,4129864954.331459,fused,shoup,natural,-1
+1,appt,appt-online,9-6-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+6+5","ring+ring","2+2",8,0,2,5,2.805600,0.969933,0.971508,0.001575,2.611424,4123.996814,626.276356,4324324082.789331,fused,shoup,natural,-1
+1,appt,appt-online,9-7-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+7+4","ring+ring","2+2",8,0,2,5,2.817344,0.992051,0.993656,0.001605,2.624032,4032.049781,621.752585,4227910630.916462,fused,shoup,natural,-1
+1,appt,appt-online,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+8+3","ring+ring","2+2",8,0,2,5,2.804192,0.982835,0.984443,0.001608,2.614720,4069.858413,624.829407,4267555855.380582,fused,shoup,natural,-1
+1,appt,appt-online,10-3-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+3+7","ring+ring","2+2",8,0,2,5,2.814560,1.239450,1.241120,0.001670,2.618944,3227.238877,599.434719,3384005232.229231,fused,shoup,natural,-1
+1,appt,appt-online,10-4-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+4+6","ring+ring","2+2",8,0,2,5,2.816672,1.067008,1.068544,0.001536,2.617280,3748.800319,615.293731,3930902043.192989,fused,shoup,natural,-1
+1,appt,appt-online,10-5-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,5,2.800896,1.005363,1.006913,0.001550,2.614016,3978.661539,623.026252,4171929002.168707,fused,shoup,natural,-1
+1,appt,appt-online,10-6-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+6+4","ring+ring","2+2",8,0,2,5,2.804384,0.973414,0.974909,0.001494,2.615904,4109.246703,625.615595,4308857470.325728,fused,shoup,natural,-1
+1,appt,appt-online,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+7+3","ring+ring","2+2",8,0,2,5,2.810624,1.000038,1.001641,0.001603,2.612416,3999.846464,622.754358,4194143006.179811,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-7-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+7+10","ring+ring","2+2",8,0,2,5,2.801024,1.103872,1.105548,0.001676,2.614912,3623.608335,613.514994,3799628733.290352,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-8-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+8+9","ring+ring","2+2",8,0,2,5,2.805792,1.164083,1.165635,0.001552,2.614272,3436.180381,607.519809,3603096279.690053,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-9-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+9+8","ring+ring","2+2",8,0,2,5,2.807552,1.127424,1.129110,0.001686,2.614400,3547.910985,610.745206,3720254308.670837,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-10-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+10+7","ring+ring","2+2",8,0,2,5,2.801024,1.200742,1.202139,0.001397,2.612928,3331.272155,604.714260,3493092031.719450,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-6-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+6+10","ring+ring","2+2",8,0,2,5,2.804128,1.032602,1.034330,0.001729,2.609152,3873.710848,620.551267,4061880226.230852,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-7-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+7+9","ring+ring","2+2",8,0,2,5,2.804576,1.041408,1.043006,0.001598,2.614240,3840.953997,619.173596,4027532178.058905,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,2,5,2.805152,1.072742,1.074258,0.001516,2.614624,3728.761176,616.093758,3909889478.651578,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-9-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+9+7","ring+ring","2+2",8,0,2,5,2.815040,1.198080,1.199833,0.001753,2.618752,3338.675371,603.147945,3500854865.492239,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+10+6","ring+ring","2+2",8,0,2,5,2.807936,1.144218,1.145786,0.001568,2.613696,3495.838522,609.212852,3665652374.187221,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-5-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+5+10","ring+ring","2+2",8,0,2,5,2.803680,1.077862,1.079495,0.001633,2.611296,3711.048894,616.063397,3891316804.720317,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-6-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+6+9","ring+ring","2+2",8,0,2,5,2.805728,1.004954,1.006525,0.001572,2.615616,3980.283178,622.442378,4173629414.100464,fused,shoup,natural,-1
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+1,appt,appt-online-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,2,5,2.816160,0.968294,0.970039,0.001745,2.628640,4130.974864,623.723867,4331641099.412168,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,5,2.801984,0.979763,0.981407,0.001644,2.616832,4082.619106,625.138771,4280936411.943302,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-8-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+8+5","ring+ring","2+2",8,0,2,5,2.821408,1.078682,1.080355,0.001674,2.613952,3708.230532,614.058104,3888361538.741359,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-9-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+9+4","ring+ring","2+2",8,0,2,5,2.809024,1.256448,1.258116,0.001668,2.619744,3183.577755,598.335175,3338223227.923737,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-10-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+10+3","ring+ring","2+2",8,0,2,5,2.807712,1.420288,1.422094,0.001806,2.621312,2816.330275,584.000266,2953136334.501264,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-3-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+3+9","ring+ring","2+2",8,0,2,5,2.826240,1.195418,1.197030,0.001613,2.622912,3346.110897,601.995346,3508651579.627619,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-4-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+4+8","ring+ring","2+2",8,0,2,5,2.812128,1.111040,1.112621,0.001581,2.617248,3600.230427,611.581882,3775115220.464548,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-5-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+5+7","ring+ring","2+2",8,0,2,5,2.812608,1.036288,1.038198,0.001910,2.608320,3859.930744,619.462007,4047430740.227958,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-6-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,5,2.805280,0.982630,0.984304,0.001673,2.620512,4070.706413,624.178580,4268445048.000634,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+7+5","ring+ring","2+2",8,0,2,5,2.836160,1.020723,1.022204,0.001481,2.613760,3918.790037,618.176571,4109149182.334443,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,2,5,2.805088,1.176781,1.178346,0.001565,2.617248,3399.103667,606.141708,3564218526.591712,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+9+3","ring+ring","2+2",8,0,2,5,2.802880,1.418854,1.420492,0.001637,2.614048,2819.175659,585.156123,2956119936.075087,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-3-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+3+8","ring+ring","2+2",8,0,2,5,2.805568,1.216102,1.217568,0.001465,2.612416,3289.196803,602.946627,3448972826.768388,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-4-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+4+7","ring+ring","2+2",8,0,2,5,2.813248,1.131725,1.133549,0.001825,2.624768,3534.428050,608.852029,3706116427.203349,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-5-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+5+6","ring+ring","2+2",8,0,2,5,2.822944,1.072538,1.074225,0.001687,2.593920,3729.472770,616.389655,3910635639.273019,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-6-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+6+5","ring+ring","2+2",8,0,2,5,2.808544,1.036493,1.038184,0.001691,2.617120,3859.168057,618.988387,4046631004.708598,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-7-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+7+4","ring+ring","2+2",8,0,2,5,2.816064,1.211597,1.213485,0.001888,2.618752,3301.428528,601.828420,3461798720.024873,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+8+3","ring+ring","2+2",8,0,2,5,2.804832,1.379328,1.381003,0.001675,2.615520,2899.962854,588.262978,3040831449.873914,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-3-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+3+7","ring+ring","2+2",8,0,2,5,2.805504,1.265459,1.267036,0.001577,2.613984,3160.907964,598.359236,3314452229.429941,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-4-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+4+6","ring+ring","2+2",8,0,2,5,2.813216,1.106534,1.108185,0.001651,2.622336,3614.890001,611.425752,3790486897.332478,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-5-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,5,2.810464,1.041818,1.043536,0.001718,2.612928,3839.443879,618.696128,4025948705.263600,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-6-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+6+4","ring+ring","2+2",8,0,2,5,2.804192,1.171661,1.173512,0.001851,2.612864,3413.957406,607.098481,3579793800.688867,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+7+3","ring+ring","2+2",8,0,2,5,2.812704,1.396326,1.397965,0.001639,2.623648,2864.659678,585.421960,3003813386.210726,fused,shoup,natural,-1
+1,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,2,5,1.425984,0.229786,0.231521,0.001736,1.360736,4351.882680,331.509408,4563279732.980404,fused,shoup,natural,-1
+1,appt,appt-online,3-7-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+7+10","ring+ring","2+2",8,0,2,5,1.414208,0.847053,0.848589,0.001536,1.339648,1180.564016,277.707671,1237911093.873862,fused,shoup,natural,-1
+1,appt,appt-online,3-8-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+8+9","ring+ring","2+2",8,0,2,5,1.428704,0.851149,0.852785,0.001636,1.346304,1174.882722,275.774060,1231953824.658382,fused,shoup,natural,-1
+1,appt,appt-online,3-9-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+9+8","ring+ring","2+2",8,0,2,5,1.413408,0.855450,0.857146,0.001696,1.339680,1168.975998,277.120574,1225760176.092885,fused,shoup,natural,-1
+1,appt,appt-online,3-10-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+10+7","ring+ring","2+2",8,0,2,5,1.424096,0.886784,0.888674,0.001890,1.363328,1127.670377,272.167504,1182448093.646318,fused,shoup,natural,-1
+1,appt,appt-online,4-6-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+6+10","ring+ring","2+2",8,0,2,5,1.412864,0.731136,0.732741,0.001605,1.348576,1367.734660,286.321624,1434173739.312168,fused,shoup,natural,-1
+1,appt,appt-online,4-7-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+7+9","ring+ring","2+2",8,0,2,5,1.413728,0.726016,0.727601,0.001585,1.339264,1377.380141,287.438257,1444287759.012069,fused,shoup,natural,-1
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+1,appt,appt-online,4-9-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+9+7","ring+ring","2+2",8,0,2,5,1.427136,0.697549,0.699267,0.001718,1.374560,1433.591443,285.775952,1503229580.464443,fused,shoup,natural,-1
+1,appt,appt-online,4-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+10+6","ring+ring","2+2",8,0,2,5,1.415072,0.717210,0.718681,0.001471,1.346912,1394.292591,287.422927,1462021747.627398,fused,shoup,natural,-1
+1,appt,appt-online,5-5-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+5+10","ring+ring","2+2",8,0,2,5,1.416480,0.739738,0.741242,0.001504,1.332832,1351.830649,286.611005,1417497174.174171,fused,shoup,natural,-1
+1,appt,appt-online,5-6-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+6+9","ring+ring","2+2",8,0,2,5,1.413120,0.741171,0.742717,0.001546,1.338208,1349.215869,286.327908,1414755379.416620,fused,shoup,natural,-1
+1,appt,appt-online,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,2,5,1.417728,0.764109,0.765733,0.001624,1.333024,1308.714191,284.506292,1372286291.558454,fused,shoup,natural,-1
+1,appt,appt-online,5-8-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+8+7","ring+ring","2+2",8,0,2,5,1.417248,0.718438,0.720035,0.001597,1.341824,1391.907808,287.562040,1459521121.218949,fused,shoup,natural,-1
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+1,appt,appt-online,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,5,1.415360,0.791347,0.792935,0.001588,1.334336,1263.667822,282.402653,1325051750.392476,fused,shoup,natural,-1
+1,appt,appt-online,7-8-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+8+5","ring+ring","2+2",8,0,2,5,1.414464,0.855040,0.856586,0.001546,1.353152,1169.535991,276.040563,1226347371.099023,fused,shoup,natural,-1
+1,appt,appt-online,7-9-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+9+4","ring+ring","2+2",8,0,2,5,1.413248,0.854221,0.855815,0.001594,1.338112,1170.657588,277.347836,1227523450.488946,fused,shoup,natural,-1
+1,appt,appt-online,7-10-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+10+3","ring+ring","2+2",8,0,2,5,1.431136,1.034445,1.036270,0.001825,1.363008,966.702130,261.192842,1013660652.475260,fused,shoup,natural,-1
+1,appt,appt-online,8-3-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+3+9","ring+ring","2+2",8,0,2,5,1.414656,0.862618,0.864253,0.001635,1.333344,1159.262211,276.960925,1215574532.159801,fused,shoup,natural,-1
+1,appt,appt-online,8-4-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+4+8","ring+ring","2+2",8,0,2,5,1.424032,0.701645,0.703196,0.001551,1.343040,1425.222607,288.291053,1494454220.286271,fused,shoup,natural,-1
+1,appt,appt-online,8-5-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+5+7","ring+ring","2+2",8,0,2,5,1.412992,0.743834,0.745380,0.001547,1.341536,1344.386699,285.848091,1409691627.161021,fused,shoup,natural,-1
+1,appt,appt-online,8-6-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,5,1.412672,0.738918,0.740554,0.001635,1.341664,1353.329364,286.266008,1419068690.717766,fused,shoup,natural,-1
+1,appt,appt-online,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+7+5","ring+ring","2+2",8,0,2,5,1.431744,0.782541,0.784257,0.001716,1.345248,1277.888645,280.935748,1339963363.480870,fused,shoup,natural,-1
+1,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,2,5,1.427776,0.673382,0.674959,0.001576,1.350432,1485.040295,289.721513,1557177612.180838,fused,shoup,natural,-1
+1,appt,appt-online,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+9+3","ring+ring","2+2",8,0,2,5,1.420608,0.847462,0.849025,0.001563,1.332480,1179.993415,277.735319,1237312775.563528,fused,shoup,natural,-1
+1,appt,appt-online,9-3-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+3+8","ring+ring","2+2",8,0,2,5,1.427456,0.861594,0.863067,0.001474,1.383680,1160.639999,272.277054,1217019247.850765,fused,shoup,natural,-1
+1,appt,appt-online,9-4-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+4+7","ring+ring","2+2",8,0,2,5,1.412832,0.738304,0.739859,0.001555,1.337760,1354.455582,286.623619,1420249616.759156,fused,shoup,natural,-1
+1,appt,appt-online,9-5-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+5+6","ring+ring","2+2",8,0,2,5,1.427680,0.743424,0.744981,0.001557,1.347040,1345.127413,284.240776,1410468322.678579,fused,shoup,natural,-1
+1,appt,appt-online,9-6-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+6+5","ring+ring","2+2",8,0,2,5,1.436672,0.826163,0.827895,0.001732,1.344672,1210.414641,277.199731,1269211742.452014,fused,shoup,natural,-1
+1,appt,appt-online,9-7-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+7+4","ring+ring","2+2",8,0,2,5,1.426176,0.831283,0.832976,0.001693,1.343168,1202.959456,277.729392,1261394414.360241,fused,shoup,natural,-1
+1,appt,appt-online,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+8+3","ring+ring","2+2",8,0,2,5,1.425696,0.853606,0.855332,0.001726,1.365184,1171.500116,274.387088,1228406905.652965,fused,shoup,natural,-1
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+1,appt,appt-online,10-4-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+4+6","ring+ring","2+2",8,0,2,5,1.429408,0.731546,0.733280,0.001735,1.350112,1366.968846,284.813828,1433370724.349396,fused,shoup,natural,-1
+1,appt,appt-online,10-5-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,5,1.426176,0.825139,0.826917,0.001778,1.346048,1211.916693,277.981386,1270786757.953728,fused,shoup,natural,-1
+1,appt,appt-online,10-6-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+6+4","ring+ring","2+2",8,0,2,5,1.425600,0.833946,0.835613,0.001667,1.350592,1199.119023,276.997749,1257367428.682641,fused,shoup,natural,-1
+1,appt,appt-online,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+7+3","ring+ring","2+2",8,0,2,5,1.413024,1.017037,1.018592,0.001555,1.345952,983.248595,264.829612,1031010878.386895,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-7-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+7+10","ring+ring","2+2",8,0,2,5,1.425472,0.512410,0.514146,0.001736,1.346400,1951.563872,304.480589,2046363038.134861,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-8-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+8+9","ring+ring","2+2",8,0,2,5,1.414944,0.509338,0.511107,0.001770,1.334592,1963.334323,306.854487,2058705251.037329,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-9-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+9+8","ring+ring","2+2",8,0,2,5,1.425216,0.525107,0.526683,0.001576,1.344000,1904.373032,303.552492,1996879856.507674,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-10-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+10+7","ring+ring","2+2",8,0,2,5,1.474144,0.545382,0.547000,0.001617,1.362144,1833.575920,295.711851,1922643703.792722,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-6-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+6+10","ring+ring","2+2",8,0,2,5,1.413120,0.483123,0.484694,0.001571,1.336800,2069.865353,309.306103,2170411132.543763,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-7-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+7+9","ring+ring","2+2",8,0,2,5,1.425728,0.475955,0.477552,0.001597,1.344512,2101.038133,308.052954,2203098160.988018,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,2,5,1.414304,0.442368,0.443783,0.001415,1.332384,2260.561491,313.572420,2370370526.066052,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-9-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+9+7","ring+ring","2+2",8,0,2,5,1.430880,0.467149,0.468751,0.001602,1.357760,2140.645638,307.145241,2244629640.589498,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+10+6","ring+ring","2+2",8,0,2,5,1.426272,0.473907,0.475582,0.001674,1.346816,2110.117883,307.977054,2212618969.386768,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-5-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+5+10","ring+ring","2+2",8,0,2,5,1.431072,0.482304,0.484115,0.001811,1.346560,2073.381075,306.754488,2174097633.823520,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-6-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+6+9","ring+ring","2+2",8,0,2,5,1.414080,0.488243,0.490030,0.001787,1.333632,2048.159637,309.027763,2147651039.990849,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,2,5,1.424256,0.495821,0.497524,0.001703,1.355040,2016.857621,305.332627,2114828496.509644,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-8-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+8+7","ring+ring","2+2",8,0,2,5,1.413568,0.471654,0.473425,0.001771,1.334496,2120.196415,310.586163,2223187075.879737,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-9-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+9+6","ring+ring","2+2",8,0,2,5,1.426048,0.470016,0.471602,0.001586,1.369312,2127.587134,306.243438,2230936806.569983,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-10-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+10+5","ring+ring","2+2",8,0,2,5,1.415360,0.545382,0.546991,0.001608,1.349632,1833.575920,302.080637,1922643703.792722,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-4-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+4+10","ring+ring","2+2",8,0,2,5,1.423648,0.481894,0.483664,0.001769,1.348512,2075.143418,307.308932,2175945584.670779,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-5-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+5+9","ring+ring","2+2",8,0,2,5,1.413984,0.485581,0.487285,0.001704,1.364960,2059.389616,306.323309,2159426526.162547,fused,shoup,natural,-1
+1,appt,appt-online-radix4,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,2,5,1.413216,0.489472,0.490840,0.001368,1.346368,2043.017775,307.781711,2142259406.387316,fused,shoup,natural,-1
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+1,appt,appt-online-radix4,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,2,5,1.413952,0.512000,0.513727,0.001727,1.335552,1953.125135,306.607019,2048000141.143809,fused,shoup,natural,-1
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+1,appt,appt-online-radix4,6-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+10+4","ring+ring","2+2",8,0,2,5,1.414688,0.573440,0.575073,0.001633,1.337536,1743.861742,300.691839,1828571569.797955,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-3-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+3+10","ring+ring","2+2",8,0,2,5,1.424928,0.596378,0.598005,0.001627,1.353312,1676.789975,296.329874,1758241725.339002,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-4-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+4+9","ring+ring","2+2",8,0,2,5,1.413792,0.487635,0.489304,0.001669,1.347040,2050.713340,307.837487,2150328791.282313,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-5-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+5+8","ring+ring","2+2",8,0,2,5,1.424320,0.487424,0.489033,0.001609,1.355584,2051.601949,306.060488,2151260565.123766,fused,shoup,natural,-1
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+1,appt,appt-online-radix4,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,5,1.415360,0.529203,0.530925,0.001722,1.353856,1889.633404,303.175541,1981424236.600636,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-8-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+8+5","ring+ring","2+2",8,0,2,5,1.427296,0.576717,0.578463,0.001746,1.375584,1733.953361,295.893283,1818181879.145927,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-9-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+9+4","ring+ring","2+2",8,0,2,5,1.415168,0.576102,0.577741,0.001639,1.346176,1735.802596,299.630276,1820120943.276187,fused,shoup,natural,-1
+1,appt,appt-online-radix4,7-10-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+10+3","ring+ring","2+2",8,0,2,5,1.426816,0.713728,0.715514,0.001786,1.361120,1401.093953,285.578515,1469153493.133208,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-3-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+3+9","ring+ring","2+2",8,0,2,5,1.418080,0.593715,0.595502,0.001787,1.333536,1684.309270,298.924065,1766126277.538308,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-4-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+4+8","ring+ring","2+2",8,0,2,5,1.425056,0.478618,0.480396,0.001778,1.351872,2089.350626,307.168179,2190842921.936853,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-5-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+5+7","ring+ring","2+2",8,0,2,5,1.423520,0.501760,0.503365,0.001605,1.392000,1992.984670,301.451798,2089795893.582142,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-6-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,5,1.426656,0.517734,0.519408,0.001674,1.345440,1931.492255,303.967033,2025316422.920095,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+7+5","ring+ring","2+2",8,0,2,5,1.426976,0.566682,0.568498,0.001817,1.350784,1764.659305,299.003583,1850379395.752755,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,2,5,1.423488,0.462848,0.464453,0.001605,1.342976,2160.536469,309.663482,2265486688.077641,fused,shoup,natural,-1
+1,appt,appt-online-radix4,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+9+3","ring+ring","2+2",8,0,2,5,1.424160,0.586547,0.588333,0.001786,1.345536,1704.892645,297.952187,1787709509.668132,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-3-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+3+8","ring+ring","2+2",8,0,2,5,1.423424,0.592486,0.594002,0.001515,1.357920,1687.802507,296.399010,1769789201.383624,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-4-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+4+7","ring+ring","2+2",8,0,2,5,1.432192,0.500531,0.502060,0.001529,1.342784,1997.877469,305.296229,2094926364.499995,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-5-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+5+6","ring+ring","2+2",8,0,2,5,1.423520,0.504422,0.506170,0.001748,1.342688,1982.465620,305.751463,2078765870.411494,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-6-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+6+5","ring+ring","2+2",8,0,2,5,1.424448,0.578765,0.580433,0.001668,1.344256,1727.817598,298.733175,1811748065.503186,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-7-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+7+4","ring+ring","2+2",8,0,2,5,1.433600,0.583270,0.584934,0.001663,1.350976,1714.470591,296.925658,1797752714.781863,fused,shoup,natural,-1
+1,appt,appt-online-radix4,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+8+3","ring+ring","2+2",8,0,2,5,1.425856,0.592282,0.593795,0.001513,1.347072,1688.386122,297.158313,1770401166.368852,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-3-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+3+7","ring+ring","2+2",8,0,2,5,1.424064,0.621978,0.623794,0.001817,1.343392,1607.774872,295.034538,1685874144.042776,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-4-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+4+6","ring+ring","2+2",8,0,2,5,1.424832,0.500736,0.502451,0.001715,1.345024,1997.060335,305.755046,2094069537.373604,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-5-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,5,1.425760,0.571392,0.573246,0.001854,1.343264,1750.112008,299.363910,1835125448.923038,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-6-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+6+4","ring+ring","2+2",8,0,2,5,1.422624,0.584909,0.586643,0.001734,1.342208,1709.668116,298.530555,1792716954.917803,fused,shoup,natural,-1
+1,appt,appt-online-radix4,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+7+3","ring+ring","2+2",8,0,2,5,1.424448,0.716186,0.717929,0.001744,1.362272,1396.286045,285.477285,1464112036.045138,fused,shoup,natural,-1
+1,v06,dataflow-radix4,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,2,5,5.463040,0.611328,0.613093,0.001765,5.108096,6543.132266,357.702918,6860971459.298611,fused,shoup,natural,-1
+1,appt,appt-online,3-7-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+7+10","ring+ring","2+2",8,0,2,5,5.464224,2.653184,2.654788,0.001604,5.095360,1507.622575,302.737482,1580856849.535866,fused,shoup,natural,-1
+1,appt,appt-online,3-8-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+8+9","ring+ring","2+2",8,0,2,5,5.466752,2.634547,2.636014,0.001467,5.107136,1518.287450,302.836784,1592039780.701916,fused,shoup,natural,-1
+1,appt,appt-online,3-9-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+9+8","ring+ring","2+2",8,0,2,5,5.460768,2.652570,2.654141,0.001571,5.113952,1507.971780,302.405105,1581223017.446749,fused,shoup,natural,-1
+1,appt,appt-online,3-10-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+10+7","ring+ring","2+2",8,0,2,5,5.466976,2.744730,2.746403,0.001674,5.114304,1457.338500,300.164871,1528130174.989207,fused,shoup,natural,-1
+1,appt,appt-online,4-6-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+6+10","ring+ring","2+2",8,0,2,5,5.462176,2.125210,2.126901,0.001691,5.107392,1882.167320,315.090208,1973595479.403059,fused,shoup,natural,-1
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+1,appt,appt-online,7-8-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+8+5","ring+ring","2+2",8,0,2,5,5.455840,2.178663,2.180224,0.001561,5.095872,1835.988791,314.209136,1925173782.458758,fused,shoup,natural,-1
+1,appt,appt-online,7-9-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+9+4","ring+ring","2+2",8,0,2,5,5.458592,2.333901,2.335616,0.001715,5.096512,1713.868807,310.342039,1797121698.177869,fused,shoup,natural,-1
+1,appt,appt-online,7-10-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+10+3","ring+ring","2+2",8,0,2,5,5.464608,2.949939,2.951521,0.001582,5.110496,1355.960127,295.747663,1421827245.647478,fused,shoup,natural,-1
+1,appt,appt-online,8-3-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+3+9","ring+ring","2+2",8,0,2,5,5.467616,2.587034,2.588989,0.001955,5.107776,1546.172330,303.895346,1621279197.546800,fused,shoup,natural,-1
+1,appt,appt-online,8-4-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+4+8","ring+ring","2+2",8,0,2,5,5.467520,2.126234,2.127946,0.001713,5.097056,1881.260856,315.188714,1972644983.097913,fused,shoup,natural,-1
+1,appt,appt-online,8-5-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+5+7","ring+ring","2+2",8,0,2,5,5.470368,2.156134,2.157648,0.001514,5.116992,1855.171951,313.885651,1945288783.582166,fused,shoup,natural,-1
+1,appt,appt-online,8-6-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,5,5.456192,2.127462,2.129076,0.001613,5.104960,1880.174251,315.243248,1971505595.333704,fused,shoup,natural,-1
+1,appt,appt-online,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+7+5","ring+ring","2+2",8,0,2,5,5.456160,2.226790,2.228478,0.001688,5.095840,1796.307344,313.018670,1883564769.704308,fused,shoup,natural,-1
+1,appt,appt-online,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,2,5,5.469568,2.179072,2.180831,0.001759,5.114944,1835.643879,313.391607,1924812115.554904,fused,shoup,natural,-1
+1,appt,appt-online,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+9+3","ring+ring","2+2",8,0,2,5,5.461952,2.716877,2.718479,0.001602,5.105088,1472.278787,301.115999,1543796201.786913,fused,shoup,natural,-1
+1,appt,appt-online,9-3-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+3+8","ring+ring","2+2",8,0,2,5,5.455328,2.635366,2.636996,0.001630,5.099648,1517.815488,303.252173,1591544893.577507,fused,shoup,natural,-1
+1,appt,appt-online,9-4-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+4+7","ring+ring","2+2",8,0,2,5,5.458976,2.232729,2.234366,0.001637,5.102656,1791.529210,312.637729,1878554532.543221,fused,shoup,natural,-1
+1,appt,appt-online,9-5-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+5+6","ring+ring","2+2",8,0,2,5,5.457440,2.143642,2.145213,0.001572,5.097120,1865.983471,315.005241,1956625484.512270,fused,shoup,natural,-1
+1,appt,appt-online,9-6-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+6+5","ring+ring","2+2",8,0,2,5,5.456288,2.260787,2.262319,0.001532,5.105216,1769.295188,311.956729,1855240471.024460,fused,shoup,natural,-1
+1,appt,appt-online,9-7-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+7+4","ring+ring","2+2",8,0,2,5,5.455360,2.428314,2.430036,0.001722,5.097152,1647.233612,308.146803,1727249631.904532,fused,shoup,natural,-1
+1,appt,appt-online,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+8+3","ring+ring","2+2",8,0,2,5,5.456672,2.690253,2.691684,0.001431,5.101536,1486.849127,301.921866,1559074310.695268,fused,shoup,natural,-1
+1,appt,appt-online,10-3-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+3+7","ring+ring","2+2",8,0,2,5,5.476224,2.516787,2.518424,0.001637,5.114816,1589.327948,305.161179,1666531141.921360,fused,shoup,natural,-1
+1,appt,appt-online,10-4-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+4+6","ring+ring","2+2",8,0,2,5,5.462976,2.054554,2.056056,0.001503,5.097056,1946.895023,317.093259,2041467395.285504,fused,shoup,natural,-1
+1,appt,appt-online,10-5-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,5,5.469120,2.126029,2.127709,0.001680,5.108736,1881.442079,314.864315,1972835009.109463,fused,shoup,natural,-1
+1,appt,appt-online,10-6-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+6+4","ring+ring","2+2",8,0,2,5,5.454528,2.286797,2.288391,0.001594,5.101408,1749.171586,311.460193,1834139344.991894,fused,shoup,natural,-1
+1,appt,appt-online,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+7+3","ring+ring","2+2",8,0,2,5,5.457056,2.837504,2.839265,0.001761,5.097152,1409.689687,298.692202,1478166773.664240,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-7-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+7+10","ring+ring","2+2",8,0,2,5,5.456288,1.569382,1.571079,0.001697,5.103680,2548.773279,329.778583,2672582489.880466,fused,shoup,natural,-1
+1,appt,appt-online-radix4,3-8-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+8+9","ring+ring","2+2",8,0,2,5,5.472224,1.603994,1.605629,0.001635,5.098048,2493.775452,328.561900,2614913088.267991,fused,shoup,natural,-1
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+1,appt,appt-online-radix4,3-10-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","3+10+7","ring+ring","2+2",8,0,2,5,5.466048,1.582694,1.584495,0.001800,5.109184,2527.335645,329.003484,2650103500.784953,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-6-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+6+10","ring+ring","2+2",8,0,2,5,5.455584,1.407386,1.408938,0.001553,5.097728,2842.149326,334.428659,2980209572.045957,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-7-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+7+9","ring+ring","2+2",8,0,2,5,5.454432,1.385267,1.386941,0.001674,5.095360,2887.529697,335.147067,3027794339.075130,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,2,5,5.464832,1.376870,1.378512,0.001642,5.111872,2905.139088,334.627941,3046259124.337209,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-9-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+9+7","ring+ring","2+2",8,0,2,5,5.475008,1.504870,1.506443,0.001573,5.109024,2658.036174,330.881981,2787152939.505225,fused,shoup,natural,-1
+1,appt,appt-online-radix4,4-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+10+6","ring+ring","2+2",8,0,2,5,5.476256,1.463501,1.465199,0.001698,5.108704,2733.172520,331.992617,2865939107.977089,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-5-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+5+10","ring+ring","2+2",8,0,2,5,5.459584,1.467392,1.469030,0.001638,5.103776,2725.924694,332.481290,2858339211.413478,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-6-9,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+6+9","ring+ring","2+2",8,0,2,5,5.471968,1.385677,1.387392,0.001715,5.099488,2886.676149,334.528361,3026899329.461827,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,2,5,5.468864,1.374413,1.376114,0.001701,5.109728,2910.333833,334.643894,3051706209.496583,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-8-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+8+7","ring+ring","2+2",8,0,2,5,5.458208,1.435238,1.436762,0.001523,5.102528,2786.993511,333.445189,2922374507.903717,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-9-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+9+6","ring+ring","2+2",8,0,2,5,5.468864,1.536614,1.538421,0.001807,5.109536,2603.125386,330.168815,2729574804.704650,fused,shoup,natural,-1
+1,appt,appt-online-radix4,5-10-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+10+5","ring+ring","2+2",8,0,2,5,5.465408,1.651917,1.653478,0.001561,5.098272,2421.429367,327.450238,2539052719.702124,fused,shoup,natural,-1
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diff --git a/results/appt_core_space/v100_initial/summary.csv b/results/appt_core_space/v100_initial/summary.csv
new file mode 100644
index 0000000..7bec241
--- /dev/null
+++ b/results/appt_core_space/v100_initial/summary.csv
@@ -0,0 +1,385 @@
+word_bits,batch,physical_core,weights,kernel_ms,min_ms,trials,v06_ms,speedup_vs_v06
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+64,4,appt-online-radix4,9-3-8,1.913242,1.913242,1,0.611328,0.31952466023639453
+64,4,appt-online-radix4,9-4-7,1.667277,1.667277,1,0.611328,0.3666625281821797
+64,4,appt-online-radix4,9-5-6,1.636966,1.636966,1,0.611328,0.3734518615536303
+64,4,appt-online-radix4,9-6-5,1.625088,1.625088,1,0.611328,0.3761814744801512
+64,4,appt-online-radix4,9-7-4,1.813709,1.813709,1,0.611328,0.3370595834282126
+64,4,appt-online-radix4,9-8-3,2.096128,2.096128,1,0.611328,0.2916463116756228
diff --git a/results/appt_data_time/analysis.md b/results/appt_data_time/analysis.md
new file mode 100644
index 0000000..0447d3a
--- /dev/null
+++ b/results/appt_data_time/analysis.md
@@ -0,0 +1,32 @@
+# APPT Batch Data-Time Screen
+
+Median CUDA-event time. Each row selects the best P/T/W mapping at fixed `T_d`; `T_d=1` is the controlled schedule-equivalence point.
+
+| bits | batch | T_d | best roles | kernel ms | throughput/writer-final | throughput/v0.6 |
+|---:|---:|---:|---|---:|---:|---:|
+| 32 | 1 | 1 | `6-12-4` | 0.177690 | 0.982x | 0.837x |
+| 32 | 1 | 2 | `6-12-4` | 0.264756 | 0.659x | 0.562x |
+| 32 | 1 | 4 | `6-12-4` | 0.317337 | 0.550x | 0.469x |
+| 32 | 1 | 8 | `6-12-4` | 0.424397 | 0.411x | 0.350x |
+| 32 | 4 | 1 | `6-12-4` | 0.514535 | 0.988x | 0.678x |
+| 32 | 4 | 2 | `6-12-4` | 0.587495 | 0.865x | 0.594x |
+| 32 | 4 | 4 | `6-12-4` | 0.693811 | 0.732x | 0.503x |
+| 32 | 4 | 8 | `6-12-4` | 0.766413 | 0.663x | 0.455x |
+| 32 | 16 | 1 | `6-12-4` | 1.811532 | 0.996x | 0.591x |
+| 32 | 16 | 2 | `6-12-4` | 1.797811 | 1.004x | 0.595x |
+| 32 | 16 | 4 | `6-12-4` | 1.849549 | 0.976x | 0.579x |
+| 32 | 16 | 8 | `6-12-4` | 1.986304 | 0.908x | 0.539x |
+| 64 | 1 | 1 | `8-8-4` | 0.289792 | 0.988x | 0.703x |
+| 64 | 1 | 2 | `8-8-4` | 0.513613 | 0.558x | 0.397x |
+| 64 | 1 | 4 | `9-8-3` | 0.910848 | 0.314x | 0.224x |
+| 64 | 1 | 8 | `8-8-4` | 1.719193 | 0.167x | 0.119x |
+| 64 | 4 | 1 | `8-8-4` | 0.931891 | 0.993x | 0.643x |
+| 64 | 4 | 2 | `8-8-4` | 0.999168 | 0.926x | 0.600x |
+| 64 | 4 | 4 | `8-8-4` | 1.192217 | 0.776x | 0.503x |
+| 64 | 4 | 8 | `8-7-5` | 2.068915 | 0.447x | 0.290x |
+| 64 | 16 | 1 | `8-8-4` | 3.085363 | 1.003x | 0.616x |
+| 64 | 16 | 2 | `8-8-4` | 3.189017 | 0.970x | 0.596x |
+| 64 | 16 | 4 | `9-8-3` | 3.302579 | 0.937x | 0.575x |
+| 64 | 16 | 8 | `8-8-4` | 3.539430 | 0.874x | 0.537x |
+
+The data-time core changes task traversal only; the `7+7+6` DAG, grouped state, writer-final codelet, and global boundary count are fixed.
diff --git a/results/appt_data_time/local-loop/analysis.md b/results/appt_data_time/local-loop/analysis.md
new file mode 100644
index 0000000..e9ea8f1
--- /dev/null
+++ b/results/appt_data_time/local-loop/analysis.md
@@ -0,0 +1,32 @@
+# APPT Batch Data-Time Screen
+
+Median CUDA-event time. Each row selects the best P/T/W mapping at fixed `T_d`; `T_d=1` is the controlled schedule-equivalence point.
+
+| bits | batch | T_d | best roles | kernel ms | throughput/writer-final | throughput/v0.6 |
+|---:|---:|---:|---|---:|---:|---:|
+| 32 | 1 | 1 | `6-12-4` | 0.176154 | 0.998x | 0.838x |
+| 32 | 1 | 2 | `6-12-4` | 0.176282 | 0.997x | 0.837x |
+| 32 | 1 | 4 | `6-12-4` | 0.176204 | 0.998x | 0.838x |
+| 32 | 1 | 8 | `6-12-4` | 0.176358 | 0.997x | 0.837x |
+| 32 | 4 | 1 | `6-12-4` | 0.518630 | 0.989x | 0.674x |
+| 32 | 4 | 2 | `6-12-4` | 0.578765 | 0.886x | 0.604x |
+| 32 | 4 | 4 | `6-12-4` | 0.649830 | 0.789x | 0.538x |
+| 32 | 4 | 8 | `6-12-4` | 0.650265 | 0.789x | 0.537x |
+| 32 | 16 | 1 | `6-12-4` | 1.807975 | 1.000x | 0.594x |
+| 32 | 16 | 2 | `6-12-4` | 1.797478 | 1.006x | 0.598x |
+| 32 | 16 | 4 | `6-12-4` | 1.866214 | 0.969x | 0.576x |
+| 32 | 16 | 8 | `6-12-4` | 2.033126 | 0.889x | 0.528x |
+| 64 | 1 | 1 | `8-8-4` | 0.313063 | 0.964x | 0.689x |
+| 64 | 1 | 2 | `8-8-4` | 0.313472 | 0.963x | 0.689x |
+| 64 | 1 | 4 | `8-8-4` | 0.313344 | 0.964x | 0.689x |
+| 64 | 1 | 8 | `8-8-4` | 0.327168 | 0.923x | 0.660x |
+| 64 | 4 | 1 | `8-8-4` | 1.008384 | 0.934x | 0.607x |
+| 64 | 4 | 2 | `8-8-4` | 1.069619 | 0.880x | 0.572x |
+| 64 | 4 | 4 | `8-8-4` | 1.211213 | 0.777x | 0.505x |
+| 64 | 4 | 8 | `8-8-4` | 1.212646 | 0.776x | 0.504x |
+| 64 | 16 | 1 | `8-8-4` | 3.358925 | 0.928x | 0.577x |
+| 64 | 16 | 2 | `8-8-4` | 3.455412 | 0.902x | 0.561x |
+| 64 | 16 | 4 | `8-8-4` | 3.598156 | 0.867x | 0.538x |
+| 64 | 16 | 8 | `8-8-4` | 3.979469 | 0.784x | 0.487x |
+
+The data-time core changes task traversal only; the `7+7+6` DAG, grouped state, writer-final codelet, and global boundary count are fixed.
diff --git a/results/appt_data_time/local-loop/raw.csv b/results/appt_data_time/local-loop/raw.csv
new file mode 100644
index 0000000..3246d6c
--- /dev/null
+++ b/results/appt_data_time/local-loop/raw.csv
@@ -0,0 +1,169 @@
+trial,variant,scan_data_time,roles,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
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+1,data-time,8,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.794752,0.219085,0.219599,0.000514,6,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.728864,4564.442331,573.821957,4786164681.804421,fused,shoup,-1
+1,data-time,8,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.791936,0.223334,0.223876,0.000542,7,11,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.722816,4477.590518,575.345400,4695093954.774436,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.794912,0.147456,0.147897,0.000440,0,0,0,0,0,natural,natural,"",0.722144,6781.683788,600.776686,7111110859.585038,fused,shoup,-1
+2,writer-final,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.798048,0.175667,0.176178,0.000511,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.723776,5692.582451,589.104674,5969105335.651235,fused,shoup,-1
+2,data-time,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.792192,0.176486,0.177017,0.000530,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.728256,5666.158891,589.297981,5941398224.798422,fused,shoup,-1
+2,data-time,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.793696,0.217754,0.218252,0.000498,6,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.730496,4592.346493,574.070747,4815424316.640910,fused,shoup,-1
+2,data-time,1,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.803648,0.222822,0.223340,0.000518,7,11,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.733632,4487.879177,568.148755,4705882396.292792,fused,shoup,-1
+2,data-time,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.805504,0.176128,0.176608,0.000480,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.723200,5677.688953,586.568044,5953488371.383828,fused,shoup,-1
+2,data-time,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.793984,0.218931,0.219386,0.000455,6,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.723296,4567.645035,575.966801,4789522959.741426,fused,shoup,-1
+2,data-time,2,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.832000,0.223386,0.223879,0.000493,7,11,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.719008,4476.564246,563.572802,4694017830.626247,fused,shoup,-1
+2,data-time,4,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.790368,0.176486,0.176956,0.000469,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.731680,5666.158891,588.742860,5941398224.798422,fused,shoup,-1
+2,data-time,4,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.785312,0.218317,0.218783,0.000466,6,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.723104,4580.499669,579.128401,4803002020.454588,fused,shoup,-1
+2,data-time,4,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.783872,0.222874,0.223346,0.000472,7,11,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.709056,4486.848184,582.817958,4704801321.570920,fused,shoup,-1
+2,data-time,8,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.788352,0.176691,0.177168,0.000477,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.724640,5659.591285,591.826908,5934511590.987207,fused,shoup,-1
+2,data-time,8,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.795872,0.218675,0.219085,0.000410,6,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.716928,4572.992042,577.542206,4795129703.361319,fused,shoup,-1
+2,data-time,8,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.791904,0.222976,0.223449,0.000473,7,11,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.719552,4484.787618,576.557644,4702640661.564085,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.826912,0.350003,0.350457,0.000454,0,0,0,0,0,natural,natural,"",2.607232,11428.467498,691.545332,11983616735.684925,fused,shoup,-1
+1,writer-final,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.820896,0.514355,0.514795,0.000439,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.611168,7776.727318,672.673755,8154489624.094611,fused,shoup,-1
+1,data-time,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.832224,0.512922,0.513383,0.000462,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.605984,7798.462291,672.141314,8177280394.810837,fused,shoup,-1
+1,data-time,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.821344,0.577741,0.578275,0.000534,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.608384,6923.520167,665.837856,7259837082.269650,fused,shoup,-1
+1,data-time,1,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.825504,0.580352,0.580798,0.000446,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.604160,6892.368670,665.555617,7227172370.743201,fused,shoup,-1
+1,data-time,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.832064,0.578150,0.578642,0.000491,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.603616,6918.615049,665.133500,7254693694.052859,fused,shoup,-1
+1,data-time,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.819168,0.678502,0.678905,0.000402,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.605888,5895.336201,655.355405,6181708052.814533,fused,shoup,-1
+1,data-time,2,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.816704,0.663910,0.664305,0.000394,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.602912,6024.909486,657.513382,6317575488.847759,fused,shoup,-1
+1,data-time,4,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.817376,0.650086,0.650540,0.000454,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.601120,6153.028247,659.132530,6451917747.139725,fused,shoup,-1
+1,data-time,4,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.830016,0.833229,0.833750,0.000521,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.610784,4800.602378,637.548883,5033796439.257903,fused,shoup,-1
+1,data-time,4,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.823776,0.809882,0.810357,0.000476,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.603200,4938.993747,641.348624,5178910307.331457,fused,shoup,-1
+1,data-time,8,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.823296,0.649523,0.650008,0.000484,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.602272,6158.363564,658.426318,6457512232.066410,fused,shoup,-1
+1,data-time,8,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.814944,0.825293,0.825756,0.000463,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.599968,4846.764887,641.004608,5082201337.896153,fused,shoup,-1
+1,data-time,8,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.824992,0.806912,0.807409,0.000497,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.605792,4957.169654,641.262410,5197969127.313884,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.814016,0.348979,0.349414,0.000435,0,0,0,0,0,natural,natural,"",2.602912,11462.001013,693.732976,12018779174.205124,fused,shoup,-1
+2,writer-final,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.815776,0.511130,0.511637,0.000507,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.606592,7825.803596,674.138632,8205949831.174350,fused,shoup,-1
+2,data-time,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.825280,0.524339,0.524834,0.000495,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.602112,7628.649560,672.073362,7999218840.532948,fused,shoup,-1
+2,data-time,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.819616,0.583066,0.583503,0.000438,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.598368,6860.291194,666.550061,7193536698.697984,fused,shoup,-1
+2,data-time,1,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.831168,0.579994,0.580428,0.000435,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.617184,6896.627758,663.531980,7231638348.084686,fused,shoup,-1
+2,data-time,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.834880,0.579379,0.579851,0.000472,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.615616,6903.941311,663.363625,7239307163.993139,fused,shoup,-1
+2,data-time,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.818336,0.684646,0.685049,0.000403,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.600864,5842.431712,655.324488,6126233674.380996,fused,shoup,-1
+2,data-time,2,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.821152,0.656845,0.657335,0.000490,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.599552,6089.718655,658.160092,6385532828.337354,fused,shoup,-1
+2,data-time,4,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.817696,0.649574,0.650075,0.000500,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.602496,6157.878153,659.003944,6457003241.650021,fused,shoup,-1
+2,data-time,4,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.823840,0.824576,0.824990,0.000414,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.608448,4850.977838,639.297902,5086618937.542259,fused,shoup,-1
+2,data-time,4,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.837568,0.821914,0.822487,0.000573,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.610688,4866.691584,637.941275,5103095994.717110,fused,shoup,-1
+2,data-time,8,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.818976,0.651008,0.651430,0.000422,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.609760,6144.317641,657.922441,6442784015.170706,fused,shoup,-1
+2,data-time,8,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.823680,0.825293,0.825710,0.000418,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.605216,4846.764887,639.571363,5082201337.896153,fused,shoup,-1
+2,data-time,8,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.822144,0.809626,0.810041,0.000416,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.605600,4940.555083,641.295954,5180547486.794338,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.900480,1.111603,1.111999,0.000395,0,0,0,0,0,natural,natural,"",10.123104,14393.626117,722.831013,15092810899.632732,fused,shoup,-1
+1,writer-final,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.905856,1.891123,1.891526,0.000403,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.141888,8460.580573,697.506116,8871561734.465271,fused,shoup,-1
+1,data-time,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.908640,1.887027,1.887409,0.000381,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.138240,8478.945333,697.656970,8890818581.758865,fused,shoup,-1
+1,data-time,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.901504,1.968845,1.969184,0.000340,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.137792,8126.592930,695.406062,8521350308.483836,fused,shoup,-1
+1,data-time,1,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.900160,1.872333,1.872701,0.000368,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.119936,8545.489297,698.921039,8960594985.168850,fused,shoup,-1
+1,data-time,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.891040,1.817190,1.817582,0.000392,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.120736,8804.801040,700.863970,9232503055.054489,fused,shoup,-1
+1,data-time,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.892864,1.906842,1.907172,0.000330,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.119104,8390.838390,698.116518,8798431755.348969,fused,shoup,-1
+1,data-time,2,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.886304,1.853286,1.853653,0.000366,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.127968,8633.312220,699.681178,9052683994.732960,fused,shoup,-1
+1,data-time,4,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.886112,1.864090,1.864445,0.000355,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.128992,8583.278363,699.325338,9000219692.372194,fused,shoup,-1
+1,data-time,4,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.897024,2.004378,2.004765,0.000387,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.128480,7982.527829,694.749552,8370287100.816478,fused,shoup,-1
+1,data-time,4,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.886400,1.998131,1.998689,0.000558,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124192,8007.482368,695.388422,8396453831.317517,fused,shoup,-1
+1,data-time,8,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.883648,2.039859,2.040189,0.000330,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.113120,7843.678258,694.546115,8224692772.691241,fused,shoup,-1
+1,data-time,8,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.880896,2.294323,2.294644,0.000321,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.115136,6973.734110,686.979654,7312490217.815090,fused,shoup,-1
+1,data-time,8,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.898496,2.263347,2.263781,0.000434,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.132384,7069.176290,686.865459,7412568596.995355,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.886560,1.037158,1.037557,0.000398,0,0,0,0,0,natural,natural,"",10.129824,15426.766502,725.507025,16176137111.739977,fused,shoup,-1
+2,writer-final,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.885088,1.724160,1.724484,0.000324,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.113440,9279.881454,704.142061,9730660975.987917,fused,shoup,-1
+2,data-time,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.876992,1.728922,1.729273,0.000351,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.115552,9254.323981,704.179924,9703862022.280392,fused,shoup,-1
+2,data-time,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.890432,1.831987,1.832423,0.000436,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.137472,8733.685749,699.915828,9157933268.314013,fused,shoup,-1
+2,data-time,1,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.878720,1.832090,1.832465,0.000376,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.115232,8733.197030,700.953749,9157420809.105686,fused,shoup,-1
+2,data-time,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.876128,1.777766,1.778082,0.000316,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.110304,9000.057266,702.858041,9437244047.257069,fused,shoup,-1
+2,data-time,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.877952,1.851290,1.851656,0.000367,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.113280,8642.624456,700.448068,9062448581.266064,fused,shoup,-1
+2,data-time,2,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.877376,1.849907,1.850239,0.000331,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.111552,8649.082693,700.561128,9069220534.162264,fused,shoup,-1
+2,data-time,4,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.881024,1.868339,1.868748,0.000409,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.117408,8563.755534,699.705252,8979748522.697048,fused,shoup,-1
+2,data-time,4,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.896448,1.998029,1.998389,0.000360,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.131968,8007.892759,694.853261,8396884157.165938,fused,shoup,-1
+2,data-time,4,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.879264,1.990451,1.990767,0.000316,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.120576,8038.378367,695.945954,8428850634.096249,fused,shoup,-1
+2,data-time,8,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.887936,2.026393,2.026696,0.000302,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124352,7895.801424,694.484187,8279347873.846701,fused,shoup,-1
+2,data-time,8,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.885440,2.307533,2.307856,0.000323,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.120800,6933.812637,686.289612,7270629519.185939,fused,shoup,-1
+2,data-time,8,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.885056,2.273690,2.273996,0.000306,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124416,7037.019902,687.191896,7378850180.942241,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.416320,0.203520,0.203913,0.000393,0,0,0,0,0,natural,natural,"",1.342752,4913.521653,337.542265,5152200881.114852,fused,shoup,-1
+1,writer-final,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.417024,0.289382,0.289803,0.000421,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.338080,3455.635196,328.462620,3623496131.006372,fused,shoup,-1
+1,data-time,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.420416,0.299315,0.299689,0.000374,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.345216,3340.959805,326.269893,3503250268.643603,fused,shoup,-1
+1,data-time,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.411136,0.360550,0.360939,0.000389,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.346048,2773.537320,320.745728,2908264668.531428,fused,shoup,-1
+1,data-time,1,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.418592,0.323430,0.323822,0.000391,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.344160,3091.855415,324.024926,3242045383.256226,fused,shoup,-1
+1,data-time,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.415232,0.300186,0.300591,0.000405,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.337952,3331.272155,327.507029,3493092031.719450,fused,shoup,-1
+1,data-time,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.417568,0.359782,0.360166,0.000384,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.342208,2779.457823,320.558192,2914472766.222559,fused,shoup,-1
+1,data-time,2,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416928,0.324250,0.324661,0.000411,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.346496,3084.043941,323.868426,3233854459.230969,fused,shoup,-1
+1,data-time,4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.413632,0.299264,0.299690,0.000426,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.340576,3341.531070,327.496033,3503849282.779277,fused,shoup,-1
+1,data-time,4,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416544,0.360141,0.360518,0.000377,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.348032,2776.691779,320.029007,2911572358.960372,fused,shoup,-1
+1,data-time,4,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.424864,0.324966,0.325379,0.000413,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.356608,3077.241208,321.912056,3226721277.090200,fused,shoup,-1
+1,data-time,8,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.415392,0.326758,0.327220,0.000461,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.347424,3060.364953,323.669167,3209025241.422875,fused,shoup,-1
+1,data-time,8,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.420096,0.393421,0.393825,0.000404,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.351904,2541.807745,315.913758,2665278597.891631,fused,shoup,-1
+1,data-time,8,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.414432,0.353792,0.354183,0.000391,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.340352,2826.519443,321.690691,2963820451.596414,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.419424,0.228147,0.228547,0.000400,0,0,0,0,0,natural,natural,"",1.361696,4383.135218,332.306809,4596050394.411385,fused,shoup,-1
+2,writer-final,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.425728,0.314470,0.314878,0.000408,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.362432,3179.949423,322.307165,3334418646.393494,fused,shoup,-1
+2,data-time,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.427296,0.326810,0.327246,0.000436,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.348192,3059.885773,322.341738,3208522784.596262,fused,shoup,-1
+2,data-time,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.427360,0.390810,0.391258,0.000448,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.356736,2558.790806,314.969995,2683086627.979911,fused,shoup,-1
+2,data-time,1,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.426016,0.353229,0.353656,0.000428,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.362464,2831.026176,318.298125,2968546103.506533,fused,shoup,-1
+2,data-time,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.413888,0.326758,0.327169,0.000411,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.346144,3060.364953,323.961101,3209025241.422875,fused,shoup,-1
+2,data-time,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.421120,0.393216,0.393613,0.000397,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.343264,2543.131613,316.696223,2666666774.454324,fused,shoup,-1
+2,data-time,2,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.413280,0.354048,0.354455,0.000407,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.339904,2824.475906,321.829853,2961677647.460214,fused,shoup,-1
+2,data-time,4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.419776,0.327424,0.327809,0.000385,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.348288,3054.143958,323.050839,3202502054.683346,fused,shoup,-1
+2,data-time,4,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.417344,0.392397,0.392836,0.000439,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.344576,2548.440712,317.025863,2672233768.222324,fused,shoup,-1
+2,data-time,4,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.423200,0.353792,0.354159,0.000367,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.347904,2826.519443,320.010651,2963820451.596414,fused,shoup,-1
+2,data-time,8,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.418816,0.327578,0.328021,0.000443,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.355264,3052.711869,322.408260,3201000401.106291,fused,shoup,-1
+2,data-time,8,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.419008,0.392806,0.393211,0.000404,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.351520,2545.783298,316.122130,2669447267.656601,fused,shoup,-1
+2,data-time,8,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.419712,0.353997,0.354382,0.000385,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.359424,2824.884187,319.169368,2962105760.877146,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.456768,0.611635,0.612044,0.000409,0,0,0,0,0,natural,natural,"",5.104512,6539.845887,358.008616,6857525440.408141,fused,shoup,-1
+1,writer-final,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.475808,0.941414,0.941825,0.000411,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106016,4248.926069,347.124634,4455321901.812754,fused,shoup,-1
+1,data-time,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.471584,1.008691,1.009021,0.000330,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.113728,3965.534777,345.005946,4158164594.500158,fused,shoup,-1
+1,data-time,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.472160,1.170995,1.171361,0.000365,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.117440,3415.897759,340.118837,3581828408.048848,fused,shoup,-1
+1,data-time,1,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.470528,1.043610,1.043980,0.000370,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.113312,3832.850835,344.013534,4019035397.023130,fused,shoup,-1
+1,data-time,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.476384,1.068544,1.068920,0.000376,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.114624,3743.411490,343.066348,3925251446.359313,fused,shoup,-1
+1,data-time,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.468096,1.198592,1.199088,0.000496,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.105632,3337.249185,339.780107,3499359401.299197,fused,shoup,-1
+1,data-time,2,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.484672,1.117286,1.117688,0.000402,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.118016,3580.102509,341.297677,3754009568.102694,fused,shoup,-1
+1,data-time,4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.474912,1.212109,1.212466,0.000357,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.114368,3300.033655,338.943154,3460336089.734897,fused,shoup,-1
+1,data-time,4,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.471040,1.441485,1.441875,0.000390,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.103776,2774.916513,332.881154,2909710857.887715,fused,shoup,-1
+1,data-time,4,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.469280,1.301453,1.301788,0.000335,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.110592,3073.488158,336.662801,3222785918.819702,fused,shoup,-1
+1,data-time,8,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.464864,1.211955,1.212326,0.000371,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.104640,3300.452058,339.516524,3460774817.112910,fused,shoup,-1
+1,data-time,8,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.464416,1.444301,1.444655,0.000354,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.103104,2769.506013,333.005294,2904037537.559363,fused,shoup,-1
+1,data-time,8,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.465216,1.302835,1.303196,0.000361,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.118624,3070.227086,336.511245,3219366437.218352,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.463520,0.611686,0.612110,0.000424,0,0,0,0,0,natural,natural,"",5.114624,6539.298478,357.467435,6856951440.444847,fused,shoup,-1
+2,writer-final,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.480320,0.941568,0.941960,0.000392,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.116928,4248.232658,346.656015,4454594808.070703,fused,shoup,-1
+2,data-time,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.472992,1.008077,1.008424,0.000347,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.111264,3967.951699,345.055651,4160698921.064509,fused,shoup,-1
+2,data-time,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.478016,1.172019,1.172371,0.000352,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.107776,3412.913246,340.199370,3578698919.997030,fused,shoup,-1
+2,data-time,1,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.480832,1.043098,1.043542,0.000445,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106560,3834.732188,343.923602,4021008138.367662,fused,shoup,-1
+2,data-time,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.469152,1.070694,1.071079,0.000384,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.103872,3735.893105,343.532875,3917367847.999184,fused,shoup,-1
+2,data-time,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.509920,1.202842,1.203282,0.000440,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.114400,3325.458868,338.204563,3486996357.525932,fused,shoup,-1
+2,data-time,2,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.517664,1.117440,1.117859,0.000419,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.111168,3579.610586,340.533580,3753493749.345994,fused,shoup,-1
+2,data-time,4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.479520,1.210317,1.210704,0.000387,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.119360,3304.919898,338.719063,3465459687.009973,fused,shoup,-1
+2,data-time,4,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.476768,1.443635,1.443990,0.000355,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.110560,2770.783041,332.475458,2905376598.260789,fused,shoup,-1
+2,data-time,4,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.474560,1.302938,1.303326,0.000388,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.116000,3069.985790,336.318225,3219113420.015841,fused,shoup,-1
+2,data-time,8,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.472864,1.213338,1.213744,0.000406,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106304,3296.691541,339.198471,3456831629.678055,fused,shoup,-1
+2,data-time,8,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.481184,1.444096,1.444478,0.000382,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.114752,2769.899013,332.225036,2904449627.626320,fused,shoup,-1
+2,data-time,8,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.469888,1.305088,1.305511,0.000423,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.115360,3064.927321,336.407650,3213809230.582163,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.615393,2.034791,2.035138,0.000347,0,0,0,0,0,natural,natural,"",20.169985,7863.217307,365.128678,8245180950.522641,fused,shoup,-1
+1,writer-final,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.647936,3.154330,3.154589,0.000259,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.157345,5072.392911,355.874969,5318789469.505642,fused,shoup,-1
+1,data-time,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.633663,3.353190,3.353476,0.000286,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.163839,4771.575462,354.368871,5003359511.744168,fused,shoup,-1
+1,data-time,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.627487,3.674522,3.674782,0.000261,8,7,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158785,4354.308227,351.951620,4565823102.936330,fused,shoup,-1
+1,data-time,1,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.627136,3.484365,3.484632,0.000267,9,8,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156160,4591.941762,353.453205,4814999924.914494,fused,shoup,-1
+1,data-time,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.632736,3.452007,3.452205,0.000198,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156927,4634.985373,353.656265,4860134422.905821,fused,shoup,-1
+1,data-time,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.624767,3.799398,3.799624,0.000226,8,7,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.160032,4211.192989,350.998826,4415755900.141518,fused,shoup,-1
+1,data-time,2,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.627008,3.540070,3.540317,0.000247,9,8,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.165953,4519.684262,352.943527,4739232444.653405,fused,shoup,-1
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diff --git a/results/appt_data_time/local-loop/summary.csv b/results/appt_data_time/local-loop/summary.csv
new file mode 100644
index 0000000..5da8ac6
--- /dev/null
+++ b/results/appt_data_time/local-loop/summary.csv
@@ -0,0 +1,85 @@
+word_bits,batch,variant,data_time,roles,kernel_ms,trials,throughput_vs_v06,throughput_vs_writer_final
+32,1,data-time,1,6-11-5,0.217984,2,0.6772744788608339,0.8064582721667644
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diff --git a/results/appt_data_time/raw.csv b/results/appt_data_time/raw.csv
new file mode 100644
index 0000000..c19f169
--- /dev/null
+++ b/results/appt_data_time/raw.csv
@@ -0,0 +1,169 @@
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+1,data-time,4,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.776000,0.317235,0.317639,0.000404,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.740960,3152.235297,545.198235,3305358279.032832,fused,shoup,-1
+1,data-time,4,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.782560,0.465510,0.465915,0.000404,6,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.735584,2148.179589,504.120063,2252529561.182125,fused,shoup,-1
+1,data-time,4,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.788224,0.612147,0.612515,0.000368,7,11,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.747104,1633.593979,465.663123,1712947440.412708,fused,shoup,-1
+1,data-time,8,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.764000,0.423936,0.424287,0.000351,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.735104,2358.846732,520.009983,2473430070.685896,fused,shoup,-1
+1,data-time,8,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.781856,0.771328,0.771681,0.000353,6,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.739968,1296.465263,436.080986,1359442359.767917,fused,shoup,-1
+1,data-time,8,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.784320,0.915405,0.915707,0.000303,7,11,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.738336,1092.412891,410.162040,1145477939.261662,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.798400,0.148480,0.148944,0.000464,0,0,0,0,0,natural,natural,"",0.736096,6734.913879,594.185535,7062069055.328189,fused,shoup,-1
+2,writer-final,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.791264,0.174029,0.174490,0.000461,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.720480,5746.175381,593.199740,6025301596.058182,fused,shoup,-1
+2,data-time,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.817728,0.178278,0.178789,0.000510,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.791584,5609.204433,559.412268,5881677147.723001,fused,shoup,-1
+2,data-time,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.784128,0.220109,0.220507,0.000398,6,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.721120,4543.207884,579.590261,4763898750.191436,fused,shoup,-1
+2,data-time,1,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.794880,0.225894,0.226308,0.000414,7,11,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.743456,4426.847109,566.819395,4641885633.801129,fused,shoup,-1
+2,data-time,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.782816,0.264602,0.264991,0.000389,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.738912,3779.266809,559.807114,3962848473.201272,fused,shoup,-1
+2,data-time,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.793920,0.310784,0.311202,0.000418,6,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.743488,3217.668738,541.069324,3373970214.827686,fused,shoup,-1
+2,data-time,2,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.790816,0.361472,0.361859,0.000387,7,11,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.746272,2766.465924,526.714971,2900849773.190640,fused,shoup,-1
+2,data-time,4,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.786496,0.317440,0.317872,0.000432,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.743424,3150.201582,541.313013,3303225773.603934,fused,shoup,-1
+2,data-time,4,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.783264,0.464896,0.465241,0.000345,6,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.737344,2151.018615,503.650451,2255506495.015104,fused,shoup,-1
+2,data-time,4,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.785760,0.612198,0.612576,0.000377,7,11,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.747360,1633.457356,466.131277,1712804180.360111,fused,shoup,-1
+2,data-time,8,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.782016,0.424858,0.425214,0.000356,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.736160,2353.729723,514.659146,2468064498.465192,fused,shoup,-1
+2,data-time,8,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.763360,0.773734,0.774011,0.000276,6,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.738368,1292.433181,439.471118,1355214415.379765,fused,shoup,-1
+2,data-time,8,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.779584,0.915302,0.915607,0.000305,7,11,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.738080,1092.535106,411.020882,1145606091.263309,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.815456,0.349645,0.350055,0.000410,0,0,0,0,0,natural,natural,"",2.624928,11440.181253,690.842860,11995899497.161173,fused,shoup,-1
+1,writer-final,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.817984,0.509747,0.510057,0.000310,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.629952,7847.026808,671.401923,8228203982.379614,fused,shoup,-1
+1,data-time,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.815264,0.513485,0.513890,0.000405,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.633440,7789.908723,670.894550,8168311328.799610,fused,shoup,-1
+1,data-time,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.819552,0.593408,0.593823,0.000415,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.630592,6740.724893,661.862423,7068162345.203678,fused,shoup,-1
+1,data-time,1,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.816576,0.581530,0.581873,0.000343,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.617184,6878.411487,664.972146,7212537203.874197,fused,shoup,-1
+1,data-time,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.831808,0.583834,0.584214,0.000381,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.625856,6851.267501,662.087494,7184074670.959424,fused,shoup,-1
+1,data-time,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.807616,0.637030,0.637356,0.000325,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.615584,6279.134964,660.040921,6584150223.634368,fused,shoup,-1
+1,data-time,2,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.822272,0.640102,0.640496,0.000393,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.612672,6249.000292,658.431170,6552551730.201015,fused,shoup,-1
+1,data-time,4,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.814688,0.698470,0.698789,0.000319,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.603808,5726.799477,653.918920,6004984488.709497,fused,shoup,-1
+1,data-time,4,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.816544,0.743526,0.743869,0.000342,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.620800,5379.768633,647.158037,5641096274.289954,fused,shoup,-1
+1,data-time,4,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.820640,0.750387,0.750745,0.000358,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.634880,5330.581390,644.547167,5589519711.940704,fused,shoup,-1
+1,data-time,8,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.808544,0.769434,0.769775,0.000342,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.622592,5198.629107,645.102033,5451157714.069165,fused,shoup,-1
+1,data-time,8,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.820672,1.033114,1.033466,0.000352,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.631872,3871.791064,616.745481,4059867186.702645,fused,shoup,-1
+1,data-time,8,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.808064,1.040538,1.040859,0.000322,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.621056,3844.166723,618.270736,4030900966.131121,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.812864,0.348262,0.348703,0.000441,0,0,0,0,0,natural,natural,"",2.620992,11485.592491,691.787977,12043516632.298132,fused,shoup,-1
+2,writer-final,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.821120,0.506522,0.506879,0.000358,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.636032,7896.998149,670.727507,8280602730.572361,fused,shoup,-1
+2,data-time,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.815712,0.515584,0.515950,0.000366,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.628320,7758.192772,671.184190,8135054743.833571,fused,shoup,-1
+2,data-time,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.819744,0.595661,0.596006,0.000345,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.619264,6715.231155,662.836707,7041430223.120759,fused,shoup,-1
+2,data-time,1,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.821760,0.580659,0.581034,0.000374,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.619392,6888.722208,664.251992,7223348778.148698,fused,shoup,-1
+2,data-time,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.810816,0.591155,0.591473,0.000318,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.724224,6766.412938,652.933803,7095098212.719620,fused,shoup,-1
+2,data-time,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.807232,0.634266,0.634590,0.000324,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.619968,6306.506280,659.906427,6612851129.224297,fused,shoup,-1
+2,data-time,2,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.804544,0.638771,0.639101,0.000330,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.617792,6262.023316,659.945448,6566207360.895909,fused,shoup,-1
+2,data-time,4,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.817856,0.689152,0.689503,0.000351,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.629472,5804.234750,651.839481,6086181257.242573,fused,shoup,-1
+2,data-time,4,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.807808,0.742861,0.743202,0.000341,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.615872,5384.588919,648.661907,5646150710.195572,fused,shoup,-1
+2,data-time,4,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.808960,0.743373,0.743721,0.000348,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.617600,5380.880241,648.305286,5642261879.202927,fused,shoup,-1
+2,data-time,8,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.813632,0.763392,0.763750,0.000358,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.620096,5239.771751,645.461116,5494298903.600699,fused,shoup,-1
+2,data-time,8,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.818048,1.032602,1.032901,0.000299,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.630432,3873.710848,617.180946,4061880226.230852,fused,shoup,-1
+2,data-time,8,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.812608,1.044019,1.044295,0.000276,7,11,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.614976,3831.347081,618.084871,4017458597.096005,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.896832,1.118054,1.118361,0.000307,0,0,0,0,0,natural,natural,"",10.134784,14310.573925,722.358372,15005724364.354105,fused,shoup,-1
+1,writer-final,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.900352,1.878118,1.878613,0.000494,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.188352,8519.165273,696.657134,8932992244.986448,fused,shoup,-1
+1,data-time,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.892928,1.885491,1.885655,0.000164,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.131136,8485.852690,698.398544,8898061469.879770,fused,shoup,-1
+1,data-time,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.895168,1.989786,1.989954,0.000169,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.132256,8041.067533,695.132052,8431670429.472767,fused,shoup,-1
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+1,data-time,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.892640,1.820621,1.820806,0.000185,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.123232,8788.211262,700.632981,9215107411.892010,fused,shoup,-1
+1,data-time,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.896960,1.973197,1.973408,0.000211,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.129632,8108.669367,695.658556,8502556089.859256,fused,shoup,-1
+1,data-time,2,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.889440,1.964339,1.964548,0.000209,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.125088,8145.232525,696.291958,8540895339.899473,fused,shoup,-1
+1,data-time,4,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.892032,1.880627,1.880879,0.000252,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.130880,8507.799614,698.581987,8921074487.948380,fused,shoup,-1
+1,data-time,4,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.891904,1.953792,1.953996,0.000204,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.128096,8189.203455,696.445774,8587002202.026834,fused,shoup,-1
+1,data-time,4,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.885440,1.978215,1.978384,0.000169,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.119232,8088.101660,696.170168,8480989286.146839,fused,shoup,-1
+1,data-time,8,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.890240,2.029619,2.029805,0.000186,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.131168,7883.252123,694.112232,8266188977.786966,fused,shoup,-1
+1,data-time,8,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.879552,2.068736,2.068921,0.000185,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.125056,7734.191027,693.440874,8109887090.846647,fused,shoup,-1
+1,data-time,8,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.879136,2.008013,2.008250,0.000237,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.123936,7968.076810,695.317075,8355134109.320397,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.877632,1.022976,1.023238,0.000262,0,0,0,0,0,natural,natural,"",10.124928,15640.640016,726.429519,16400399745.649197,fused,shoup,-1
+2,writer-final,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.890432,1.730406,1.730644,0.000237,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.121984,9246.382796,703.518666,9695535086.822744,fused,shoup,-1
+2,data-time,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.875808,1.737574,1.737801,0.000226,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.123584,9208.239119,703.699872,9655538542.596066,fused,shoup,-1
+2,data-time,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.876000,1.843814,1.844084,0.000270,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.126528,8677.662567,700.330912,9099188704.037367,fused,shoup,-1
+2,data-time,1,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.884064,1.825792,1.826019,0.000227,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124896,8763.320463,700.686401,9189007517.591610,fused,shoup,-1
+2,data-time,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.876384,1.775002,1.775221,0.000219,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.121632,9014.076758,702.585874,9451944550.691374,fused,shoup,-1
+2,data-time,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.890656,1.902438,1.902678,0.000239,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.130048,8410.259161,697.984575,8818795909.928623,fused,shoup,-1
+2,data-time,2,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.890560,1.907712,1.908025,0.000313,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.131328,8387.010275,697.788019,8794417685.638885,fused,shoup,-1
+2,data-time,4,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.896608,1.818470,1.818780,0.000310,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.131936,8798.603685,700.310310,9226004657.355583,fused,shoup,-1
+2,data-time,4,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.882528,1.950874,1.951056,0.000183,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.120160,8201.453898,697.059567,8599847722.131847,fused,shoup,-1
+2,data-time,4,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.883008,1.905869,1.906021,0.000152,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.125184,8395.121565,698.261217,8802922990.082932,fused,shoup,-1
+2,data-time,8,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.883040,1.942989,1.943219,0.000231,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.125568,8234.736291,697.119229,8634746841.093712,fused,shoup,-1
+2,data-time,8,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.877056,2.055219,2.055369,0.000150,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.121120,7785.057772,694.040920,8163224738.697206,fused,shoup,-1
+2,data-time,8,7-11-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.904480,1.994598,1.994808,0.000209,7,11,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.123392,8021.664958,694.973201,8411325355.161493,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.417984,0.203878,0.204273,0.000394,0,0,0,0,0,natural,natural,"",1.340160,4904.884415,337.607167,5143144080.306106,fused,shoup,-1
+1,writer-final,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.412768,0.286054,0.286403,0.000348,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.336000,3495.838522,329.508576,3665652374.187221,fused,shoup,-1
+1,data-time,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.412896,0.289126,0.289500,0.000373,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.343040,3458.694928,328.400493,3626704492.764810,fused,shoup,-1
+1,data-time,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.412096,0.342784,0.343157,0.000373,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.340832,2917.289128,323.027464,3058999364.526381,fused,shoup,-1
+1,data-time,1,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.411424,0.311706,0.312085,0.000379,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.362144,3208.155498,324.120361,3363994859.295022,fused,shoup,-1
+1,data-time,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416768,0.489779,0.490110,0.000330,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.343168,2041.736465,307.719278,2140915855.475105,fused,shoup,-1
+1,data-time,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.415936,0.507750,0.508168,0.000417,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.347456,1969.471646,305.703601,2065140700.240578,fused,shoup,-1
+1,data-time,2,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416448,0.506419,0.506763,0.000344,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.340128,1974.648741,306.466900,2070569278.643514,fused,shoup,-1
+1,data-time,4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.414016,0.910643,0.910984,0.000340,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.336768,1098.124906,273.117538,1151467421.082968,fused,shoup,-1
+1,data-time,4,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.417760,0.903475,0.903780,0.000305,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.364192,1106.837286,271.338965,1160603014.000846,fused,shoup,-1
+1,data-time,4,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.411168,0.853658,0.853918,0.000260,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.349888,1171.429852,276.647094,1228333228.674938,fused,shoup,-1
+1,data-time,8,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.415264,1.615411,1.615662,0.000251,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.342400,619.037446,228.672038,649107808.848775,fused,shoup,-1
+1,data-time,8,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.425728,1.683712,1.683987,0.000275,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.352832,593.925800,224.101089,622776339.720193,fused,shoup,-1
+1,data-time,8,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.417280,1.630874,1.631056,0.000182,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.340960,613.168274,227.836433,642953536.368447,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.424832,0.203776,0.204168,0.000392,0,0,0,0,0,natural,natural,"",1.352000,4907.349200,335.502020,5145728594.473958,fused,shoup,-1
+2,writer-final,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416512,0.286720,0.287071,0.000351,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.364992,3487.723484,325.921444,3657143139.595910,fused,shoup,-1
+2,data-time,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.413120,0.290458,0.290844,0.000387,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.360640,3442.843218,326.347571,3610082770.084567,fused,shoup,-1
+2,data-time,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.413248,0.343706,0.344082,0.000377,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341984,2909.466753,322.691238,3050797009.587399,fused,shoup,-1
+2,data-time,1,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.414784,0.310835,0.311205,0.000370,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341824,3217.139036,326.004407,3373414782.084351,fused,shoup,-1
+2,data-time,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.421568,0.537446,0.537828,0.000381,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.345728,1860.650733,302.595441,1951033702.488252,fused,shoup,-1
+2,data-time,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.417024,0.560435,0.560822,0.000386,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.335264,1784.327685,301.866456,1871003186.629318,fused,shoup,-1
+2,data-time,2,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416256,0.556544,0.556909,0.000365,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.390688,1796.803109,297.310420,1884084616.739881,fused,shoup,-1
+2,data-time,4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416992,1.013402,1.013726,0.000325,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.345440,986.775601,264.842179,1034709212.520978,fused,shoup,-1
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+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.466272,0.609178,0.609805,0.000627,0,0,0,0,0,natural,natural,"",5.118784,6566.229733,357.326835,6885190907.987082,fused,shoup,-1
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+1,data-time,8,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.483936,2.066227,2.066400,0.000173,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.112032,1935.895532,315.900996,2029933593.351322,fused,shoup,-1
+1,data-time,8,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.473312,2.080307,2.080536,0.000229,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.112096,1922.792900,315.813202,2016194487.409404,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.459968,0.590131,0.590461,0.000330,0,0,0,0,0,natural,natural,"",5.112768,6778.154157,358.330870,7107409773.843983,fused,shoup,-1
+2,writer-final,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.487264,0.911411,0.911784,0.000373,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.120832,4388.798545,347.237074,4601988823.034186,fused,shoup,-1
+2,data-time,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.472512,0.918374,0.918724,0.000350,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.111936,4355.522014,347.740746,4567095851.381959,fused,shoup,-1
+2,data-time,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.468832,1.067776,1.068095,0.000319,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.119232,3746.104176,343.175605,3928074931.929494,fused,shoup,-1
+2,data-time,1,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.465728,0.954624,0.954973,0.000349,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106144,4190.131415,347.026545,4393671238.363947,fused,shoup,-1
+2,data-time,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.475552,0.984525,0.984822,0.000297,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.114368,4062.873594,345.588928,4260231741.954545,fused,shoup,-1
+2,data-time,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.482464,1.069926,1.070237,0.000310,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.112672,3738.574981,342.904305,3920179999.341742,fused,shoup,-1
+2,data-time,2,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.484064,1.030246,1.030522,0.000276,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.108256,3882.566432,344.158070,4071165979.004974,fused,shoup,-1
+2,data-time,4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.477152,1.172019,1.172320,0.000300,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.113376,3412.913246,340.062396,3578698919.997030,fused,shoup,-1
+2,data-time,4,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.472320,1.216102,1.224705,0.008603,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.108928,3289.196803,339.059177,3448972826.768388,fused,shoup,-1
+2,data-time,4,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.469536,1.204122,1.204403,0.000282,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.115680,3321.923661,339.289630,3483289425.266491,fused,shoup,-1
+2,data-time,8,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.476192,2.128333,2.128519,0.000186,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.119392,1879.405490,314.368614,1970699490.596148,fused,shoup,-1
+2,data-time,8,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.470848,2.071603,2.071804,0.000201,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.107520,1930.871612,316.206246,2024665631.528102,fused,shoup,-1
+2,data-time,8,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.471776,2.071398,2.071626,0.000228,9,8,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.116160,1931.062742,315.972384,2024866045.617935,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.610720,1.951386,1.951599,0.000213,0,0,0,0,0,natural,natural,"",20.164032,8199.301502,365.913866,8597590771.770515,fused,shoup,-1
+1,writer-final,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.629728,3.093606,3.093673,0.000066,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.166945,5171.957114,356.424604,5423190102.479391,fused,shoup,-1
+1,data-time,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.625471,3.099341,3.099408,0.000067,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158976,5162.387887,356.476154,5413156040.731784,fused,shoup,-1
+1,data-time,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.633345,3.369421,3.369447,0.000027,8,7,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.160032,4748.591001,354.273891,4979258557.526428,fused,shoup,-1
+1,data-time,1,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.629248,3.209421,3.209437,0.000016,9,8,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.157951,4985.323393,355.582266,5227490462.476171,fused,shoup,-1
+1,data-time,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.629313,3.182336,3.182406,0.000070,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.157087,5027.753052,355.802752,5271981184.577250,fused,shoup,-1
+1,data-time,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.624289,3.420314,3.420377,0.000064,8,7,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.160160,4677.933630,353.945010,4905168934.235198,fused,shoup,-1
+1,data-time,2,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.629280,3.266355,3.266395,0.000040,9,8,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.157663,4898.426477,355.134930,5136372441.579126,fused,shoup,-1
+1,data-time,4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.632511,3.343513,3.343596,0.000083,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158049,4785.385210,354.499358,5017840082.402149,fused,shoup,-1
+1,data-time,4,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.620640,3.456000,3.456064,0.000064,8,7,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.163233,4629.629510,353.670314,4854518392.596883,fused,shoup,-1
+1,data-time,4,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.623264,3.308646,3.308699,0.000053,9,8,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.166401,4835.814369,354.780465,5070718888.124629,fused,shoup,-1
+1,data-time,8,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.631264,3.559168,3.559224,0.000056,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.160192,4495.432815,352.806611,4713802959.229465,fused,shoup,-1
+1,data-time,8,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.631168,3.664333,3.664311,0.000000,8,7,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.155104,4366.415547,352.030518,4578518549.067409,fused,shoup,-1
+1,data-time,8,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","8+8+8","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.631041,3.634586,3.634626,0.000040,9,8,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158560,4402.152453,352.235261,4615991411.076360,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.592287,1.848576,1.848811,0.000235,0,0,0,0,0,natural,natural,"",20.160801,8655.311134,366.958472,9075751528.091190,fused,shoup,-1
+2,writer-final,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.628609,3.094170,3.094249,0.000079,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.159231,5171.015808,356.490277,5422203071.691172,fused,shoup,-1
+2,data-time,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.622305,3.071386,3.071443,0.000057,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.154049,5209.375171,356.762686,5462425779.326635,fused,shoup,-1
+2,data-time,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.640991,3.371315,3.371348,0.000032,8,7,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158943,4745.921910,354.207600,4976459813.126179,fused,shoup,-1
+2,data-time,1,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.636448,3.214490,3.214598,0.000109,9,8,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.166847,4977.461899,355.415089,5219247088.674269,fused,shoup,-1
+2,data-time,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.630207,3.195699,3.195834,0.000134,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.164991,5006.729020,355.627490,5249935889.332331,fused,shoup,-1
+2,data-time,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.628448,3.405517,3.405559,0.000042,8,7,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.155552,4698.258926,354.064415,4926481552.014584,fused,shoup,-1
+2,data-time,2,9-8-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.635616,3.267277,3.267544,0.000267,9,8,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.164961,4897.044590,355.020233,5134923427.757483,fused,shoup,-1
+2,data-time,4,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.630272,3.313971,3.314053,0.000082,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.165152,4828.044254,354.693298,5062571331.238580,fused,shoup,-1
+2,data-time,4,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.627136,3.478989,3.479055,0.000067,8,7,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.162945,4599.037715,353.442209,4822440571.125312,fused,shoup,-1
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diff --git a/results/appt_data_time/role-placement/analysis.md b/results/appt_data_time/role-placement/analysis.md
new file mode 100644
index 0000000..d842b07
--- /dev/null
+++ b/results/appt_data_time/role-placement/analysis.md
@@ -0,0 +1,54 @@
+# APPT Batch Data-Time Screen
+
+Median CUDA-event time. Each row selects the best P/T/W mapping at fixed `T_d`; `T_d=1` is the controlled schedule-equivalence point.
+
+Role mask bits are producer=1, tail=2, writer=4.
+
+| bits | batch | T_d | role mask | best weights | kernel ms | throughput/writer-final | throughput/v0.6 |
+|---:|---:|---:|---:|---|---:|---:|---:|
+| 32 | 4 | 1 | 4 | `6-12-4` | 0.518076 | 0.993x | 0.674x |
+| 32 | 4 | 1 | 6 | `6-12-4` | 0.514628 | 1.000x | 0.679x |
+| 32 | 4 | 1 | 7 | `6-12-4` | 0.512375 | 1.004x | 0.682x |
+| 32 | 4 | 2 | 4 | `6-12-4` | 0.531695 | 0.968x | 0.657x |
+| 32 | 4 | 2 | 6 | `6-12-4` | 0.532753 | 0.966x | 0.656x |
+| 32 | 4 | 2 | 7 | `6-12-4` | 0.582007 | 0.884x | 0.600x |
+| 32 | 4 | 4 | 4 | `6-12-4` | 0.569481 | 0.903x | 0.613x |
+| 32 | 4 | 4 | 6 | `6-12-4` | 0.573474 | 0.897x | 0.609x |
+| 32 | 4 | 4 | 7 | `6-12-4` | 0.650206 | 0.791x | 0.537x |
+| 32 | 16 | 1 | 4 | `6-12-4` | 1.738820 | 0.995x | 0.589x |
+| 32 | 16 | 1 | 6 | `6-12-4` | 1.736021 | 0.997x | 0.590x |
+| 32 | 16 | 1 | 7 | `6-12-4` | 1.735714 | 0.997x | 0.590x |
+| 32 | 16 | 2 | 4 | `6-12-4` | 1.744725 | 0.992x | 0.587x |
+| 32 | 16 | 2 | 6 | `6-12-4` | 1.720047 | 1.006x | 0.596x |
+| 32 | 16 | 2 | 7 | `6-12-4` | 1.774114 | 0.976x | 0.577x |
+| 32 | 16 | 4 | 4 | `6-12-4` | 1.778893 | 0.973x | 0.576x |
+| 32 | 16 | 4 | 6 | `6-12-4` | 1.766366 | 0.980x | 0.580x |
+| 32 | 16 | 4 | 7 | `6-12-4` | 1.860779 | 0.930x | 0.551x |
+| 64 | 4 | 1 | 4 | `8-8-4` | 0.912759 | 0.993x | 0.637x |
+| 64 | 4 | 1 | 6 | `8-8-4` | 0.913988 | 0.992x | 0.636x |
+| 64 | 4 | 1 | 7 | `8-8-4` | 0.935083 | 0.969x | 0.622x |
+| 64 | 4 | 2 | 4 | `8-8-4` | 0.961911 | 0.942x | 0.605x |
+| 64 | 4 | 2 | 6 | `8-8-4` | 0.967714 | 0.936x | 0.601x |
+| 64 | 4 | 2 | 7 | `8-8-4` | 0.999799 | 0.906x | 0.582x |
+| 64 | 4 | 4 | 4 | `8-8-4` | 1.020484 | 0.888x | 0.570x |
+| 64 | 4 | 4 | 6 | `8-8-4` | 1.041135 | 0.870x | 0.559x |
+| 64 | 4 | 4 | 7 | `8-8-4` | 1.153911 | 0.785x | 0.504x |
+| 64 | 16 | 1 | 4 | `8-8-4` | 3.109308 | 0.996x | 0.593x |
+| 64 | 16 | 1 | 6 | `8-8-4` | 3.119718 | 0.993x | 0.591x |
+| 64 | 16 | 1 | 7 | `8-8-4` | 3.111902 | 0.995x | 0.593x |
+| 64 | 16 | 2 | 4 | `8-8-4` | 3.206280 | 0.966x | 0.575x |
+| 64 | 16 | 2 | 6 | `8-8-4` | 3.157641 | 0.981x | 0.584x |
+| 64 | 16 | 2 | 7 | `8-8-4` | 3.204472 | 0.966x | 0.575x |
+| 64 | 16 | 4 | 4 | `8-8-4` | 3.358993 | 0.922x | 0.549x |
+| 64 | 16 | 4 | 6 | `8-8-4` | 3.300147 | 0.938x | 0.559x |
+| 64 | 16 | 4 | 7 | `8-8-4` | 3.399646 | 0.911x | 0.542x |
+
+## Interpretation
+
+The best temporal placement is mask `6` at 32-bit batch 16 and `T_d=2`: 1.006x writer-final and 0.596x v0.6 throughput.
+
+The best all-role (`7`) temporal point reaches only 0.976x writer-final. Keeping producer in spatial wavefront order therefore avoids a measurable downstream-readiness delay, but role placement alone does not close the physical-core gap.
+
+This data-time core reuses coefficient/layout state inside each physical role. Producer, tail, and writer still exchange transform state through global memory, so this experiment is a role-local temporal traversal rather than end-to-end on-chip subgraph residence.
+
+The `7+7+6` DAG, grouped state format, writer-final codelet, and global boundary count are fixed.
diff --git a/results/appt_data_time/role-placement/raw.csv b/results/appt_data_time/role-placement/raw.csv
new file mode 100644
index 0000000..e924cac
--- /dev/null
+++ b/results/appt_data_time/role-placement/raw.csv
@@ -0,0 +1,349 @@
+trial,variant,scan_data_time,roles,role_mask,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
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+1,data-time,4,7-11-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.828096,0.809916,0.810185,0.000270,7,11,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.611040,4938.785474,640.097116,5178691917.060853,fused,shoup,-1
+2,v06,0,9-11,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,30,2.850560,0.349355,0.349626,0.000271,0,0,0,0,0,7,natural,natural,"",2.614592,11449.681882,687.934540,12005861629.619469,fused,shoup,-1
+2,writer-final,1,6-12-4,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.823776,0.514423,0.514714,0.000291,6,12,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.615936,7775.694697,671.801973,8153406842.873620,fused,shoup,-1
+2,data-time,1,6-12-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.817728,0.521148,0.521590,0.000442,6,12,4,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.617888,7675.366859,671.505564,8048205479.792777,fused,shoup,-1
+2,data-time,1,6-11-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.816128,0.584260,0.584561,0.000301,6,11,5,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.609760,6846.264433,665.540983,7178828573.988447,fused,shoup,-1
+2,data-time,1,7-11-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.819872,0.575863,0.576149,0.000286,7,11,4,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.593728,6946.090758,667.839454,7283504062.218816,fused,shoup,-1
+2,data-time,1,6-12-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.812416,0.514628,0.514897,0.000269,6,12,4,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.615168,7772.601181,673.149953,8150163055.702499,fused,shoup,-1
+2,data-time,1,6-11-5,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.824992,0.586820,0.587097,0.000276,6,11,5,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.617984,6816.396723,663.372326,7147510010.467424,fused,shoup,-1
+2,data-time,1,7-11-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.813984,0.576751,0.577032,0.000281,7,11,4,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.606272,6935.402725,666.999407,7272296847.460826,fused,shoup,-1
+2,data-time,1,6-12-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.815488,0.513707,0.513993,0.000286,6,12,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.611776,7786.545490,673.290630,8164784723.221854,fused,shoup,-1
+2,data-time,1,6-11-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.819360,0.584636,0.584940,0.000304,6,11,5,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.612544,6841.867104,664.833962,7174217640.271763,fused,shoup,-1
+2,data-time,1,7-11-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.810176,0.577331,0.577591,0.000259,7,11,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.611392,6928.431529,666.789004,7264987018.666818,fused,shoup,-1
+2,data-time,2,6-12-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.824064,0.531695,0.531955,0.000260,6,12,4,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.621184,7523.110780,669.238430,7888553409.179740,fused,shoup,-1
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+2,data-time,2,7-11-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.820416,0.578014,0.578342,0.000328,7,11,4,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.605792,6920.249554,666.197901,7256407596.261415,fused,shoup,-1
+2,data-time,2,6-12-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.822016,0.532753,0.533084,0.000331,6,12,4,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.596128,7508.169118,672.167570,7872885941.100097,fused,shoup,-1
+2,data-time,2,6-11-5,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.828000,0.626312,0.626645,0.000332,6,11,5,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.593696,6386.588223,661.374712,6696823132.732509,fused,shoup,-1
+2,data-time,2,7-11-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.814752,0.619861,0.620119,0.000257,7,11,4,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.615136,6453.055844,661.184415,6766519485.045311,fused,shoup,-1
+2,data-time,2,6-12-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.823904,0.581086,0.581400,0.000314,6,12,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.594880,6883.664309,666.681111,7218045186.534869,fused,shoup,-1
+2,data-time,2,6-11-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.819808,0.680585,0.680855,0.000270,6,11,5,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.615808,5877.300624,654.000790,6162796379.365991,fused,shoup,-1
+2,data-time,2,7-11-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.825920,0.661538,0.661832,0.000294,7,11,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.621152,6046.514712,654.813435,6340230210.926474,fused,shoup,-1
+2,data-time,4,6-12-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.818464,0.569242,0.569596,0.000355,6,12,4,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.612352,7026.893532,666.660276,7368231911.899629,fused,shoup,-1
+2,data-time,4,6-11-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.815840,0.618906,0.619184,0.000279,6,11,5,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.614368,6463.021137,661.253910,6776968852.224097,fused,shoup,-1
+2,data-time,4,7-11-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.820608,0.593510,0.593835,0.000325,7,11,4,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.594912,6739.561888,665.664803,7066942846.188363,fused,shoup,-1
+2,data-time,4,6-12-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.814464,0.572894,0.573128,0.000234,6,12,4,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.615680,6982.096150,666.329290,7321258452.595644,fused,shoup,-1
+2,data-time,4,6-11-5,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.827904,0.753596,0.753891,0.000295,6,11,5,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.621440,5307.885844,644.855543,5565721706.548908,fused,shoup,-1
+2,data-time,4,7-11-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.829632,0.713796,0.714108,0.000311,7,11,4,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.596256,5603.839501,651.499288,5876051608.441391,fused,shoup,-1
+2,data-time,4,6-12-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.819744,0.649216,0.649538,0.000322,6,12,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.629120,6161.277638,655.944143,6460567860.508002,fused,shoup,-1
+2,data-time,4,6-11-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.808960,0.828450,0.828730,0.000280,6,11,5,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.618016,4828.292966,639.444848,5062832125.424066,fused,shoup,-1
+2,data-time,4,7-11-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.816928,0.808311,0.808609,0.000297,7,11,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.631392,4948.587501,639.321667,5188970087.760861,fused,shoup,-1
+3,v06,0,9-11,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,30,2.813536,0.349628,0.349925,0.000298,0,0,0,0,0,7,natural,natural,"",2.621120,11440.739046,691.529017,11996484385.609724,fused,shoup,-1
+3,writer-final,1,6-12-4,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.818816,0.517188,0.517474,0.000286,6,12,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.631456,7734.127742,670.301927,8109820731.116672,fused,shoup,-1
+3,data-time,1,6-12-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.816320,0.518076,0.518352,0.000277,6,12,4,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.625440,7720.879332,671.159461,8095928766.712057,fused,shoup,-1
+3,data-time,1,6-11-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.815840,0.588834,0.589129,0.000295,6,11,5,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.631264,6793.084764,662.697321,7123065649.039473,fused,shoup,-1
+3,data-time,1,7-11-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.821344,0.576922,0.577213,0.000291,7,11,4,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.627520,6933.351296,663.813864,7270145768.937688,fused,shoup,-1
+3,data-time,1,6-12-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.818048,0.518281,0.518550,0.000270,6,12,4,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.626208,7717.827494,670.855417,8092728682.624014,fused,shoup,-1
+3,data-time,1,6-11-5,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.811168,0.586684,0.586947,0.000263,6,11,5,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.622912,6817.983974,664.367559,7149174363.587062,fused,shoup,-1
+3,data-time,1,7-11-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.821088,0.580540,0.580797,0.000257,7,11,4,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.635456,6890.140290,662.571548,7224835744.495187,fused,shoup,-1
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+3,data-time,4,7-11-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,2.834240,0.716527,0.716790,0.000264,7,11,4,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.626432,5582.483864,647.542699,5853658600.058380,fused,shoup,-1
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+1,v06,0,9-11,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,30,10.895232,1.113737,1.113988,0.000251,0,0,0,0,0,7,natural,natural,"",10.129888,14366.055034,722.711227,15063900523.320723,fused,shoup,-1
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+1,data-time,1,6-12-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.903776,1.777323,1.777699,0.000376,6,12,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.142144,9002.304675,701.039724,9439600626.491598,fused,shoup,-1
+1,data-time,1,6-11-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.892480,1.881873,1.882125,0.000252,6,11,5,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.129152,8502.167735,698.583027,8915169034.616926,fused,shoup,-1
+1,data-time,1,7-11-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.889824,1.829990,1.830225,0.000234,7,11,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.122592,8743.215327,700.451599,9167925754.978415,fused,shoup,-1
+1,data-time,1,6-12-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.879296,1.737694,1.737931,0.000237,6,12,4,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.122272,9207.605520,703.628824,9654874166.105080,fused,shoup,-1
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+1,data-time,1,6-11-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.879104,1.832550,1.832749,0.000198,6,11,5,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124640,8731.001310,700.639063,9155118429.973120,fused,shoup,-1
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+1,data-time,2,6-11-5,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.882144,1.829683,1.829932,0.000249,6,11,5,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124608,8744.683306,700.634747,9169465042.359398,fused,shoup,-1
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+1,data-time,2,6-12-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.879232,1.777084,1.777297,0.000213,6,12,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124320,9003.514865,702.350885,9440869602.877899,fused,shoup,-1
+1,data-time,2,6-11-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.886496,1.859755,1.860011,0.000257,6,11,5,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.129280,8603.285239,699.437335,9021198422.622805,fused,shoup,-1
+1,data-time,2,7-11-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.882752,1.868151,1.868351,0.000199,7,11,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.119584,8564.616216,699.591546,8980651013.441097,fused,shoup,-1
+1,data-time,4,6-12-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.885344,1.779610,1.779856,0.000247,6,12,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.129280,8990.736143,701.931925,9427470141.758751,fused,shoup,-1
+1,data-time,4,6-11-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.878304,1.870575,1.870804,0.000229,6,11,5,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.122720,8553.519863,699.557584,8969015643.820866,fused,shoup,-1
+1,data-time,4,7-11-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.883424,1.865318,1.865551,0.000232,7,11,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.127424,8577.623986,699.417887,8994290648.801832,fused,shoup,-1
+1,data-time,4,6-12-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.877216,1.761690,1.761915,0.000226,6,12,4,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.123968,9082.189864,702.898936,9523366318.710548,fused,shoup,-1
+1,data-time,4,6-11-5,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.885600,1.917542,1.917775,0.000233,6,11,5,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.125984,8344.013939,697.802418,8749332760.104916,fused,shoup,-1
+1,data-time,4,7-11-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.880864,1.919795,1.920000,0.000205,7,11,4,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.123648,8334.221993,697.949121,8739065160.122477,fused,shoup,-1
+1,data-time,4,6-12-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.883936,1.860779,1.860997,0.000218,6,12,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124224,8598.550753,699.638950,9016233953.942072,fused,shoup,-1
+1,data-time,4,6-11-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.878336,1.996288,1.996511,0.000223,6,11,5,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.126976,8014.875364,695.603783,8404205949.317087,fused,shoup,-1
+1,data-time,4,7-11-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.888256,1.998609,1.998848,0.000239,7,11,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.126656,8005.567608,695.243470,8394446060.178171,fused,shoup,-1
+2,v06,0,9-11,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,30,10.878496,1.024034,1.024304,0.000270,0,0,0,0,0,7,natural,natural,"",10.121696,15624.479044,726.472723,16383453738.306385,fused,shoup,-1
+2,writer-final,1,6-12-4,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.878656,1.726430,1.726679,0.000250,6,12,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.126144,9267.680513,703.877422,9717867361.332899,fused,shoup,-1
+2,data-time,1,6-12-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.903040,1.738820,1.739055,0.000234,6,12,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.125600,9201.640829,702.757353,9648619734.304329,fused,shoup,-1
+2,data-time,1,6-11-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.881984,1.832516,1.832776,0.000260,6,11,5,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.122816,8731.164318,700.607724,9155289355.978106,fused,shoup,-1
+2,data-time,1,7-11-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.881248,1.827874,1.828103,0.000229,7,11,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.123872,8753.338269,700.740330,9178540429.200489,fused,shoup,-1
+2,data-time,1,6-12-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.882304,1.734280,1.734510,0.000229,6,12,4,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.125056,9225.728078,703.555212,9673877045.215563,fused,shoup,-1
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+2,data-time,4,6-11-5,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.878848,1.939115,1.939335,0.000220,6,11,5,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.125888,8251.188073,697.354609,8651997784.358540,fused,shoup,-1
+2,data-time,4,7-11-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.890080,1.924437,1.924667,0.000230,7,11,4,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.122560,8314.118693,697.560539,8717985322.459589,fused,shoup,-1
+2,data-time,4,6-12-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.887968,1.862622,1.862840,0.000218,6,12,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.123712,8590.042345,699.474913,9007312242.465761,fused,shoup,-1
+2,data-time,4,6-11-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.881952,1.993080,1.993294,0.000214,6,11,5,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.128480,8027.777946,695.545974,8417735287.067182,fused,shoup,-1
+2,data-time,4,7-11-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.883040,1.993865,1.994094,0.000230,7,11,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.127328,8024.617374,695.524171,8414421187.938979,fused,shoup,-1
+3,v06,0,9-11,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,30,10.875648,1.024546,1.024778,0.000231,0,0,0,0,0,7,natural,natural,"",10.131200,15616.670910,726.236404,16375266315.791140,fused,shoup,-1
+3,writer-final,1,6-12-4,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.882336,1.730799,1.731043,0.000244,6,12,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.122720,9244.285658,703.734275,9693336077.921652,fused,shoup,-1
+3,data-time,1,6-12-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.885440,1.724279,1.724518,0.000238,6,12,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124768,9279.238600,703.776585,9729986894.310850,fused,shoup,-1
+3,data-time,1,6-11-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.882304,1.831049,1.831283,0.000234,6,11,5,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.125472,8738.162347,700.561438,9162627320.919359,fused,shoup,-1
+3,data-time,1,7-11-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.899072,1.819750,1.819992,0.000242,7,11,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.130176,8792.415048,700.249538,9219515401.158140,fused,shoup,-1
+3,data-time,1,6-12-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.886336,1.736021,1.736258,0.000237,6,12,4,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.135136,9216.476884,703.065132,9664176465.169821,fused,shoup,-1
+3,data-time,1,6-11-5,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.882368,1.829990,1.830241,0.000250,6,11,5,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.130496,8743.215327,700.437855,9167925754.978415,fused,shoup,-1
+3,data-time,1,7-11-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.883424,1.824154,1.824358,0.000205,7,11,4,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.193216,8771.190901,698.665738,9197260270.337097,fused,shoup,-1
+3,data-time,1,6-12-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.893408,1.735714,1.735931,0.000217,6,12,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.122432,9218.108099,703.248677,9665886918.322210,fused,shoup,-1
+3,data-time,1,6-11-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.880384,1.826679,1.826895,0.000215,6,11,5,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124032,8759.062703,700.798597,9184542932.946157,fused,shoup,-1
+3,data-time,1,7-11-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.876064,1.821150,1.821380,0.000230,7,11,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.122016,8785.658253,701.163008,9212430388.767572,fused,shoup,-1
+3,data-time,2,6-12-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.894464,1.744725,1.744954,0.000229,6,12,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.132896,9170.497827,702.614617,9615963929.811913,fused,shoup,-1
+3,data-time,2,6-11-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.886112,1.840606,1.840842,0.000236,6,11,5,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.127648,8692.789345,700.085035,9115050279.740536,fused,shoup,-1
+3,data-time,2,7-11-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.878880,1.835452,1.835690,0.000239,7,11,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.128224,8717.200135,700.447019,9140646848.718296,fused,shoup,-1
+3,data-time,2,6-12-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.883168,1.720047,1.720302,0.000255,6,12,4,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.132000,9302.072057,703.754064,9753929509.679079,fused,shoup,-1
+3,data-time,2,6-11-5,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.879488,1.827567,1.827795,0.000228,6,11,5,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.126816,8754.809650,700.713438,9180083283.335405,fused,shoup,-1
+3,data-time,2,7-11-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.876864,1.812616,1.812870,0.000254,7,11,4,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.126208,8827.019001,701.271825,9255800276.030067,fused,shoup,-1
+3,data-time,2,6-12-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.882656,1.771554,1.771815,0.000261,6,12,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.126368,9031.617387,702.352683,9470337232.879305,fused,shoup,-1
+3,data-time,2,6-11-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.883776,1.849958,1.850185,0.000227,6,11,5,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124544,8648.843038,699.965230,9068969237.598089,fused,shoup,-1
+3,data-time,2,7-11-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.881888,1.857297,1.857518,0.000221,7,11,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124800,8614.669306,699.790517,9033135482.398390,fused,shoup,-1
+3,data-time,4,6-12-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.887392,1.778893,1.779139,0.000246,6,12,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.130976,8994.358963,701.838714,9431268944.149996,fused,shoup,-1
+3,data-time,4,6-11-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.880416,1.871223,1.871463,0.000240,6,11,5,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.122208,8550.555522,699.488809,8965907306.594908,fused,shoup,-1
+3,data-time,4,7-11-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.883456,1.866138,1.866401,0.000263,7,11,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.125504,8573.858539,699.450574,8990342291.022587,fused,shoup,-1
+3,data-time,4,6-12-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.887616,1.766366,1.766623,0.000257,6,12,4,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124032,9058.146565,702.431741,9498155092.194489,fused,shoup,-1
+3,data-time,4,6-11-5,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.882560,1.922901,1.923154,0.000252,6,11,5,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124288,8320.760003,697.783488,8724949240.789276,fused,shoup,-1
+3,data-time,4,7-11-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.882528,1.933107,1.933339,0.000231,7,11,4,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.125504,8276.829929,697.437033,8678885219.745661,fused,shoup,-1
+3,data-time,4,6-12-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.877056,1.855966,1.856211,0.000245,6,12,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.129888,8620.848264,699.823439,9039614589.489735,fused,shoup,-1
+3,data-time,4,6-11-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.883744,2.013116,2.013332,0.000216,6,11,5,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.119552,7947.879221,695.156148,8333955402.021811,fused,shoup,-1
+3,data-time,4,7-11-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,30,10.884288,1.989154,1.989386,0.000231,7,11,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.122880,8043.619666,695.763434,8434346535.052875,fused,shoup,-1
+1,v06,0,9-11,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,30,5.459136,0.555110,0.555390,0.000280,0,0,0,0,0,7,natural,natural,"",5.104800,7205.773908,359.743073,7555801581.309639,fused,shoup,-1
+1,writer-final,1,8-8-4,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.465888,0.871185,0.871441,0.000255,8,8,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.101568,4591.446943,349.691881,4814481069.293914,fused,shoup,-1
+1,data-time,1,8-8-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.466976,0.879548,0.879809,0.000261,8,8,4,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.103552,4547.791620,349.342665,4768705146.224988,fused,shoup,-1
+1,data-time,1,8-7-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.472544,1.018470,1.018695,0.000225,8,7,5,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106176,3927.458249,344.911123,4118238461.420658,fused,shoup,-1
+1,data-time,1,9-8-3,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.460832,0.910165,0.910410,0.000245,9,8,3,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.107392,4394.805751,348.480949,4608287834.830568,fused,shoup,-1
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+1,data-time,4,8-8-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.473536,1.172548,1.172803,0.000255,8,8,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.113536,3411.373348,340.147040,3577084220.088393,fused,shoup,-1
+1,data-time,4,8-7-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.489120,1.397862,1.398118,0.000255,8,7,5,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.115616,2861.512151,333.261178,3000512965.016984,fused,shoup,-1
+1,data-time,4,9-8-3,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.474752,1.244058,1.244296,0.000238,9,8,3,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.113600,3215.285374,338.054568,3371471076.059579,fused,shoup,-1
+2,v06,0,9-11,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,30,5.461056,0.597879,0.598125,0.000246,0,0,0,0,0,7,natural,natural,"",5.115776,6690.311684,357.951067,7015300264.861870,fused,shoup,-1
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+2,data-time,1,9-8-3,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.475584,0.967817,0.968065,0.000249,9,8,3,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106912,4133.014749,346.310971,4333780073.805771,fused,shoup,-1
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+2,data-time,2,8-7-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.481984,1.108412,1.108662,0.000250,8,7,5,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.116000,3608.767103,341.693546,3784066573.317020,fused,shoup,-1
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+2,data-time,2,8-8-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.475776,0.967714,0.967991,0.000277,8,8,4,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.111488,4133.452093,346.171142,4334238662.189002,fused,shoup,-1
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+2,data-time,2,9-8-3,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.469888,1.014135,1.014406,0.000270,9,8,3,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.110240,3944.246187,344.998192,4135841889.982645,fused,shoup,-1
+2,data-time,2,8-8-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.471776,0.999799,1.000109,0.000309,8,8,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.115680,4000.802201,345.206846,4195145168.662750,fused,shoup,-1
+2,data-time,2,8-7-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.471616,1.119607,1.119877,0.000270,8,7,5,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.114976,3572.680769,341.699295,3746227309.694644,fused,shoup,-1
+2,data-time,2,9-8-3,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.473696,1.048542,1.048812,0.000271,9,8,3,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.110368,3814.821312,343.861043,4000130072.070931,fused,shoup,-1
+2,data-time,4,8-8-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.486464,1.020484,1.020754,0.000270,8,8,4,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.109984,3919.707426,344.324982,4110111134.299008,fused,shoup,-1
+2,data-time,4,8-7-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.470560,1.164868,1.165106,0.000238,8,7,5,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.113024,3433.864774,340.470371,3600668188.778057,fused,shoup,-1
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+2,data-time,4,9-8-3,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.476192,1.118720,1.118968,0.000248,9,8,3,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.117152,3575.515081,341.528184,3749199301.106515,fused,shoup,-1
+2,data-time,4,8-8-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.472640,1.153911,1.154175,0.000263,8,8,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.109568,3466.470435,340.828155,3634857702.759101,fused,shoup,-1
+2,data-time,4,8-7-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.482080,1.372535,1.372803,0.000268,8,7,5,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.108256,2914.314490,334.367887,3055880230.706095,fused,shoup,-1
+2,data-time,4,9-8-3,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.477920,1.212041,1.212278,0.000237,9,8,3,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.115360,3300.219635,338.830279,3460531103.764576,fused,shoup,-1
+3,v06,0,9-11,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,30,5.456864,0.581598,0.581880,0.000282,0,0,0,0,0,7,natural,natural,"",5.110016,6877.604344,358.793383,7211690852.207506,fused,shoup,-1
+3,writer-final,1,8-8-4,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.469088,0.906240,0.906510,0.000270,8,8,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.110720,4413.841584,348.248580,4628248352.520309,fused,shoup,-1
+3,data-time,1,8-8-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.470272,0.912759,0.913041,0.000281,8,8,4,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106944,4382.315468,348.129546,4595190823.824867,fused,shoup,-1
+3,data-time,1,8-7-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.469568,1.056836,1.057163,0.000326,8,7,5,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.105536,3784.881536,343.880728,3968735941.962137,fused,shoup,-1
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+3,data-time,4,8-8-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.473440,0.992939,0.993230,0.000291,8,8,4,8,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.121120,4028.446077,345.199603,4224131873.643558,fused,shoup,-1
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+3,data-time,4,8-7-5,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.469344,1.223373,1.223605,0.000233,8,7,5,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106816,3269.649239,338.996474,3428475720.222424,fused,shoup,-1
+3,data-time,4,9-8-3,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,5.480992,1.091243,1.091501,0.000258,9,8,3,8,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.110048,3665.545810,342.398847,3843603362.858691,fused,shoup,-1
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+1,data-time,1,9-8-3,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.621729,3.201843,3.202033,0.000190,9,8,3,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156736,4997.121562,355.711211,5239861738.576793,fused,shoup,-1
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+2,v06,0,9-11,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,30,21.594463,1.843951,1.844169,0.000218,0,0,0,0,0,7,natural,natural,"",20.164352,8677.020782,366.949192,9098515743.727591,fused,shoup,-1
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+2,data-time,1,8-8-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.626368,3.111151,3.111359,0.000208,8,8,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.160864,5142.791238,356.360277,5392607465.171311,fused,shoup,-1
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+2,data-time,1,9-8-3,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.631008,3.216998,3.217264,0.000266,9,8,3,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.164831,4973.580436,355.454151,5215177079.259285,fused,shoup,-1
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+2,data-time,2,9-8-3,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","2+2+2","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.625696,3.305370,3.305616,0.000247,9,8,3,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.163809,4840.608422,354.807506,5075745817.063163,fused,shoup,-1
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+2,data-time,4,8-7-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.633856,3.529079,3.529233,0.000154,8,7,5,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.155329,4533.760230,353.058537,4753992166.593344,fused,shoup,-1
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+2,data-time,4,8-8-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.634687,3.300147,3.300324,0.000176,8,8,4,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.154495,4848.268447,354.851137,5083777934.829818,fused,shoup,-1
+2,data-time,4,8-7-5,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.625441,3.774532,3.774715,0.000182,8,7,5,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.153984,4238.935755,351.231837,4444846297.773254,fused,shoup,-1
+2,data-time,4,9-8-3,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.625664,3.367083,3.367294,0.000211,9,8,3,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156063,4751.887847,354.383651,4982715551.091590,fused,shoup,-1
+2,data-time,4,8-8-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.625376,3.397359,3.397532,0.000173,8,8,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.154207,4709.540704,354.162972,4938311353.537190,fused,shoup,-1
+2,data-time,4,8-7-5,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.624256,3.880380,3.880564,0.000184,8,7,5,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.154593,4123.307855,350.422041,4323601656.875504,fused,shoup,-1
+2,data-time,4,9-8-3,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.623137,3.490270,3.490451,0.000181,9,8,3,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158497,4584.172703,353.420087,4806853476.585451,fused,shoup,-1
+3,v06,0,9-11,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,30,21.584673,1.826099,1.826371,0.000272,0,0,0,0,0,7,natural,natural,"",20.161888,8761.846221,367.202735,9187461662.541656,fused,shoup,-1
+3,writer-final,1,8-8-4,0,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.620640,3.097054,3.097230,0.000176,8,8,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.157888,5166.200269,356.541337,5417153613.161524,fused,shoup,-1
+3,data-time,1,8-8-4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.624001,3.109308,3.109508,0.000200,8,8,4,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156832,5145.840306,356.425711,5395804645.049785,fused,shoup,-1
+3,data-time,1,8-7-5,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.623039,3.404220,3.404427,0.000208,8,7,5,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.160831,4700.048948,354.075594,4928358526.003281,fused,shoup,-1
+3,data-time,1,9-8-3,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.624384,3.211844,3.212031,0.000186,9,8,3,16,2,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.155712,4981.561305,355.619247,5223545626.534096,fused,shoup,-1
+3,data-time,1,8-8-4,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.625601,3.127091,3.127309,0.000217,8,8,4,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.163679,5116.576119,356.217557,5365118920.868611,fused,shoup,-1
+3,data-time,1,8-7-5,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.626368,3.415859,3.416043,0.000184,8,7,5,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.153088,4684.033784,354.019000,4911565409.347510,fused,shoup,-1
+3,data-time,1,9-8-3,6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.633184,3.223279,3.223492,0.000213,9,8,3,16,2,6,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158625,4963.889625,355.436383,5205015527.500717,fused,shoup,-1
+3,data-time,1,8-8-4,7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time+appt-online-register-tail-grouped-writer-final-data-time","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,30,21.635904,3.111902,3.112118,0.000217,8,8,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.161793,5141.550484,356.271274,5391306440.038056,fused,shoup,-1
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diff --git a/results/appt_data_time/role-placement/summary.csv b/results/appt_data_time/role-placement/summary.csv
new file mode 100644
index 0000000..259f4f8
--- /dev/null
+++ b/results/appt_data_time/role-placement/summary.csv
@@ -0,0 +1,117 @@
+word_bits,batch,variant,data_time,role_mask,roles,kernel_ms,trials,throughput_vs_v06,throughput_vs_writer_final
+32,4,data-time,1,4,6-11-5,0.588595,3,0.5935405499537034,0.8739846583813997
+32,4,data-time,1,4,6-12-4,0.518076,3,0.6743315652529746,0.9929489109705911
+32,4,data-time,1,4,7-11-4,0.575863,3,0.6066633904244586,0.8933079569272552
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diff --git a/results/appt_data_time/summary.csv b/results/appt_data_time/summary.csv
new file mode 100644
index 0000000..66f722b
--- /dev/null
+++ b/results/appt_data_time/summary.csv
@@ -0,0 +1,85 @@
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+64,4,data-time,4,8-7-5,1.2380925,2,0.48433739805386106,0.7474102298495467
+64,4,data-time,4,8-8-4,1.1922175,2,0.5029740798134569,0.7761696167016505
+64,4,data-time,4,9-8-3,1.225344,2,0.4893764526532957,0.7551862987046902
+64,4,data-time,8,8-7-5,2.068915,2,0.28984008526208177,0.44726970416861006
+64,4,data-time,8,8-8-4,2.1673985,2,0.2766701647159025,0.42694640602547246
+64,4,data-time,8,9-8-3,2.0758525,2,0.2888714395651907,0.44577492861366597
+64,4,v06,0,9-11,0.5996545,2,1.0,1.5431602697886866
+64,4,writer-final,1,8-8-4,0.9253629999999999,2,0.6480208307442593,1.0
+64,16,data-time,1,8-7-5,3.370368,2,0.5637310228437963,0.9179674148342257
+64,16,data-time,1,8-8-4,3.0853634999999997,2,0.6158045883410497,1.002762883530579
+64,16,data-time,1,9-8-3,3.2119555,2,0.5915340358856154,0.9632412404219173
+64,16,data-time,2,8-7-5,3.4129155,2,0.5567032058074687,0.9065234694500932
+64,16,data-time,2,8-8-4,3.1890175,2,0.5957888283773921,0.9701696525654061
+64,16,data-time,2,9-8-3,3.266816,2,0.5816002492947261,0.9470652770159078
+64,16,data-time,4,8-7-5,3.4674945,2,0.5479405951473031,0.8922546236194462
+64,16,data-time,4,8-8-4,3.328742,2,0.5707804930511285,0.9294466197740767
+64,16,data-time,4,9-8-3,3.3025789999999997,2,0.5753022107873877,0.9368096872171718
+64,16,data-time,8,8-7-5,3.6603395,2,0.51907234287967,0.8452461854972741
+64,16,data-time,8,8-8-4,3.5394305,2,0.5368041553577616,0.8741202857352334
+64,16,data-time,8,9-8-3,3.6421375,2,0.5216664664637181,0.8494704002800553
+64,16,v06,0,9-11,1.899981,2,1.0,1.6283783890470482
+64,16,writer-final,1,8-8-4,3.0938879999999997,2,0.614107879793968,1.0
diff --git a/results/appt_grouped_producer/analysis.md b/results/appt_grouped_producer/analysis.md
new file mode 100644
index 0000000..f8c701d
--- /dev/null
+++ b/results/appt_grouped_producer/analysis.md
@@ -0,0 +1,31 @@
+# APPT Grouped-Producer Screen
+
+> **Superseded correctness-negative capture.** The grouped producer published
+> `[c][b][a]` while the tail consumed `[b][c][a]`. A delta input did not expose
+> the transposition. These timings are retained for diagnosis only and must
+> not be reported as valid NTT performance.
+
+Median CUDA-event time. Each grouped row is the best role mapping for that `a`-space group.
+
+| bits | batch | a group | best roles (P/T/W) | kernel ms | throughput/v0.6 | throughput/radix4 |
+|---:|---:|---:|---|---:|---:|---:|
+| 32 | 1 | 8 | `7-13-3` | 0.200832 | 0.735x | 1.056x |
+| 32 | 1 | 16 | `7-13-3` | 0.196659 | 0.751x | 1.079x |
+| 32 | 1 | 32 | `7-13-3` | 0.193792 | 0.762x | 1.095x |
+| 32 | 4 | 8 | `6-14-2` | 0.674151 | 0.518x | 1.041x |
+| 32 | 4 | 16 | `6-14-2` | 0.639129 | 0.547x | 1.098x |
+| 32 | 4 | 32 | `6-14-2` | 0.604288 | 0.578x | 1.161x |
+| 32 | 16 | 8 | `6-16-2` | 2.375680 | 0.450x | 1.344x |
+| 32 | 16 | 16 | `6-16-2` | 2.131353 | 0.501x | 1.498x |
+| 32 | 16 | 32 | `6-16-2` | 2.025088 | 0.528x | 1.577x |
+| 64 | 1 | 8 | `10-9-3` | 0.329651 | 0.656x | 0.951x |
+| 64 | 1 | 16 | `10-9-3` | 0.324326 | 0.667x | 0.967x |
+| 64 | 1 | 32 | `10-9-3` | 0.315879 | 0.684x | 0.992x |
+| 64 | 4 | 8 | `8-10-2` | 1.065651 | 0.571x | 0.974x |
+| 64 | 4 | 16 | `8-10-2` | 1.007539 | 0.604x | 1.030x |
+| 64 | 4 | 32 | `8-10-2` | 0.970829 | 0.627x | 1.069x |
+| 64 | 16 | 8 | `9-11-2` | 4.138368 | 0.469x | 1.258x |
+| 64 | 16 | 16 | `9-11-2` | 3.253120 | 0.596x | 1.600x |
+| 64 | 16 | 32 | `8-10-2` | 3.049907 | 0.636x | 1.707x |
+
+The grouped core changes the physical request layout only: the logical `7+7+6` APPT graph and butterfly arithmetic remain fixed.
diff --git a/results/appt_grouped_producer/raw.csv b/results/appt_grouped_producer/raw.csv
new file mode 100644
index 0000000..4d058e9
--- /dev/null
+++ b/results/appt_grouped_producer/raw.csv
@@ -0,0 +1,223 @@
+trial,variant,a_group,roles,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.792928,0.147866,0.148278,0.000412,0,0,0,0,0,natural,natural,"",0.716064,6762.897818,603.552183,7091412342.670173,fused,shoup,-1
+1,radix4-matched,1,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.792192,0.211712,0.212098,0.000386,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.712960,4723.397762,582.457321,4952841531.697906,fused,shoup,-1
+1,grouped,8,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.795424,0.233011,0.233832,0.000820,4,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.723424,4291.639181,570.822129,4500109846.186097,fused,shoup,-1
+1,grouped,8,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.790272,0.224717,0.225146,0.000429,5,15,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.726080,4450.045323,574.359838,4666210725.093415,fused,shoup,-1
+1,grouped,8,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.791072,0.222720,0.223169,0.000449,5,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.722112,4489.942586,576.068720,4708046036.885459,fused,shoup,-1
+1,grouped,8,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.781344,0.211405,0.211875,0.000470,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.727648,4730.261555,581.261248,4960038740.564974,fused,shoup,-1
+1,grouped,8,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.793344,0.230451,0.231052,0.000601,6,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.730688,4339.313553,569.968412,4550100048.228171,fused,shoup,-1
+1,grouped,8,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.799840,0.201267,0.201750,0.000483,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.726624,4968.519517,578.793744,5209870320.827274,fused,shoup,-1
+1,grouped,16,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.790624,0.229632,0.230098,0.000466,4,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.712064,4354.793943,577.260539,4566332413.496339,fused,shoup,-1
+1,grouped,16,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.783264,0.216422,0.216884,0.000461,5,15,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.719616,4620.593932,581.631257,4845043902.421264,fused,shoup,-1
+1,grouped,16,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.804384,0.217446,0.217909,0.000463,5,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.723296,4598.834435,573.024401,4822227416.634795,fused,shoup,-1
+1,grouped,16,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.787232,0.208640,0.209059,0.000419,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.718432,4792.944575,583.327111,5025766650.401662,fused,shoup,-1
+1,grouped,16,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.802816,0.224461,0.224879,0.000418,6,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.723040,4455.120983,571.325160,4671532939.918049,fused,shoup,-1
+1,grouped,16,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.786080,0.196454,0.196868,0.000414,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.724480,5090.239621,585.818146,5337503100.590481,fused,shoup,-1
+1,grouped,32,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.784960,0.226202,0.226643,0.000442,4,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.710048,4420.835048,580.986766,4635581531.312275,fused,shoup,-1
+1,grouped,32,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.791360,0.214989,0.215444,0.000455,5,15,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.722976,4651.405142,578.260355,4877351797.989057,fused,shoup,-1
+1,grouped,32,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.785088,0.214067,0.214481,0.000414,5,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.708928,4671.430479,585.451581,4898349885.670459,fused,shoup,-1
+1,grouped,32,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.791136,0.203520,0.203964,0.000444,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.711424,4913.521653,586.138973,5152200881.114852,fused,shoup,-1
+1,grouped,32,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.783680,0.221440,0.221920,0.000480,6,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.718528,4515.895906,580.164861,4735260065.949212,fused,shoup,-1
+1,grouped,32,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.794976,0.193382,0.193871,0.000488,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.720480,5171.101476,585.192836,5422292900.866280,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.788992,0.147456,0.147885,0.000429,0,0,0,0,0,natural,natural,"",0.743808,6781.683788,595.147419,7111110859.585038,fused,shoup,-1
+2,radix4-matched,1,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.784096,0.212582,0.213003,0.000421,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.707456,4704.058407,586.808180,4932562748.488434,fused,shoup,-1
+2,grouped,8,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.790976,0.233011,0.233448,0.000436,4,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.716064,4291.639181,574.695745,4500109846.186097,fused,shoup,-1
+2,grouped,8,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.781408,0.224051,0.224480,0.000429,5,15,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.722592,4463.265691,578.686557,4680073284.835195,fused,shoup,-1
+2,grouped,8,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.783680,0.222515,0.223058,0.000543,5,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.708064,4494.075100,583.342343,4712379292.273582,fused,shoup,-1
+2,grouped,8,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.785312,0.214170,0.214556,0.000386,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.722400,4669.196930,580.760025,4896007840.547461,fused,shoup,-1
+2,grouped,8,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.784928,0.230810,0.231232,0.000422,6,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.707744,4332.575437,580.220865,4543034621.657562,fused,shoup,-1
+2,grouped,8,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.787584,0.200397,0.200855,0.000459,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.714816,4990.099493,587.269137,5232498565.826929,fused,shoup,-1
+2,grouped,16,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.783840,0.229939,0.230399,0.000460,4,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.709088,4348.975870,580.427782,4560231722.337913,fused,shoup,-1
+2,grouped,16,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.786528,0.217037,0.217454,0.000418,5,15,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.730432,4607.513594,576.702345,4831328174.675163,fused,shoup,-1
+2,grouped,16,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.787072,0.217958,0.218410,0.000451,5,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.728768,4588.031359,576.768326,4810899570.707504,fused,shoup,-1
+2,grouped,16,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.784736,0.208026,0.208575,0.000549,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.723424,4807.100561,582.687560,5040610277.703688,fused,shoup,-1
+2,grouped,16,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.797216,0.224922,0.225404,0.000483,6,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.725920,4445.993351,572.063518,4661961923.848802,fused,shoup,-1
+2,grouped,16,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.787168,0.196864,0.197364,0.000500,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.729472,5079.649049,583.599454,5326398081.649834,fused,shoup,-1
+2,grouped,32,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.781056,0.225741,0.226192,0.000451,4,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.718080,4429.859568,579.751564,4645044425.930649,fused,shoup,-1
+2,grouped,32,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.784896,0.215296,0.215780,0.000484,5,15,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.727456,4644.768128,578.821615,4870392384.532127,fused,shoup,-1
+2,grouped,32,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.791520,0.215296,0.215743,0.000447,5,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.725344,4644.768128,577.313873,4870392384.532127,fused,shoup,-1
+2,grouped,32,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.787296,0.203571,0.204129,0.000557,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.724192,4912.286208,583.070245,5150905423.213614,fused,shoup,-1
+2,grouped,32,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.782912,0.222413,0.222893,0.000480,6,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.717088,4496.144211,580.580917,4714548912.570189,fused,shoup,-1
+2,grouped,32,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.791456,0.194202,0.194650,0.000448,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.729728,5149.288069,582.959316,5399419885.985113,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.832448,0.348365,0.348842,0.000477,0,0,0,0,0,natural,natural,"",2.615680,11482.216336,690.072454,12039976476.998262,fused,shoup,-1
+1,radix4-matched,1,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.837216,0.704870,0.705379,0.000508,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.606336,5674.802040,650.573387,5950461224.164901,fused,shoup,-1
+1,grouped,8,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.821664,0.733747,0.734226,0.000479,4,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.604352,5451.468961,649.375604,5716279516.813773,fused,shoup,-1
+1,grouped,8,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.845152,0.743578,0.744098,0.000520,5,15,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.616736,5379.398199,644.593067,5640707846.332095,fused,shoup,-1
+1,grouped,8,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.831840,0.750950,0.751554,0.000603,5,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.619744,5326.583515,644.897663,5585327635.488203,fused,shoup,-1
+1,grouped,8,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.819872,0.677274,0.677898,0.000625,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.600192,5906.032387,656.024032,6192923816.055351,fused,shoup,-1
+1,grouped,8,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.827168,0.691046,0.691529,0.000483,6,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.601152,5788.323690,653.662456,6069497301.553912,fused,shoup,-1
+1,grouped,8,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.815072,0.706099,0.706574,0.000474,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.589696,5664.926782,654.571586,5940106265.194644,fused,shoup,-1
+1,grouped,16,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.813856,0.700518,0.700939,0.000421,4,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.593408,5710.056771,654.902176,5987428488.234030,fused,shoup,-1
+1,grouped,16,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.828160,0.698880,0.699370,0.000490,5,15,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.601568,5723.443086,652.676753,6001465057.167086,fused,shoup,-1
+1,grouped,16,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.821024,0.705894,0.706358,0.000464,5,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.590720,5666.569872,653.847091,5941829170.136511,fused,shoup,-1
+1,grouped,16,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.837568,0.642048,0.642513,0.000465,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.602272,6230.063783,657.690498,6532695361.681609,fused,shoup,-1
+1,grouped,16,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.818464,0.661299,0.661738,0.000438,6,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.591680,6048.699571,658.821936,6342521201.016084,fused,shoup,-1
+1,grouped,16,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.815584,0.654438,0.654909,0.000471,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.591296,6112.111001,659.922449,6409012904.929790,fused,shoup,-1
+1,grouped,32,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.824288,0.668314,0.668733,0.000420,4,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.598560,5985.213926,656.689193,6275951677.401230,fused,shoup,-1
+1,grouped,32,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.821888,0.675994,0.676476,0.000482,5,15,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.599584,5917.216119,656.010257,6204650809.358018,fused,shoup,-1
+1,grouped,32,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.828736,0.686336,0.686787,0.000451,5,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.600256,5828.049398,654.094104,6111152725.153274,fused,shoup,-1
+1,grouped,32,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.847328,0.606054,0.606467,0.000412,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.593056,6600.067310,661.546480,6920672179.469794,fused,shoup,-1
+1,grouped,32,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.830944,0.640563,0.640993,0.000430,6,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.589184,6244.504933,659.990718,6547838005.035700,fused,shoup,-1
+1,grouped,32,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.819968,0.618957,0.619366,0.000410,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.589792,6462.486513,663.491109,6776408258.261935,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.819296,0.350618,0.351093,0.000476,0,0,0,0,0,natural,natural,"",2.597984,11408.440825,693.493594,11962617246.649023,fused,shoup,-1
+2,radix4-matched,1,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.825568,0.698419,0.698925,0.000505,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.594272,5727.219303,653.780749,6005424707.908919,fused,shoup,-1
+2,grouped,8,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.820416,0.727347,0.727793,0.000446,4,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.589216,5499.436894,651.786472,5766577540.927820,fused,shoup,-1
+2,grouped,8,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.816896,0.750541,0.751053,0.000512,5,15,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.605760,5329.490466,647.962489,5588375794.417163,fused,shoup,-1
+2,grouped,8,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.820192,0.750592,0.751056,0.000464,5,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.605856,5329.126923,647.601281,5587994592.616569,fused,shoup,-1
+2,grouped,8,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.827520,0.671027,0.671502,0.000475,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.600128,5961.010371,655.880169,6250572410.373168,fused,shoup,-1
+2,grouped,8,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.836256,0.689562,0.690117,0.000555,6,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.615840,5800.787005,651.289972,6082566034.461286,fused,shoup,-1
+2,grouped,8,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.817088,0.704512,0.704952,0.000440,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.592576,5677.688953,654.217356,5953488371.383828,fused,shoup,-1
+2,grouped,16,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.817056,0.697344,0.697779,0.000435,4,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.593376,5736.049885,654.902879,6014684243.755903,fused,shoup,-1
+2,grouped,16,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.819264,0.702822,0.703237,0.000415,5,15,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.595104,5691.338342,653.894975,5967800793.312212,fused,shoup,-1
+2,grouped,16,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.822816,0.705280,0.705694,0.000414,5,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.593504,5671.506304,653.423957,5947005394.627993,fused,shoup,-1
+2,grouped,16,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.820672,0.636211,0.636675,0.000464,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.592064,6287.220182,661.272102,6592628189.433001,fused,shoup,-1
+2,grouped,16,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.812672,0.662784,0.663197,0.000413,6,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.591584,6035.148885,659.300104,6328312277.042754,fused,shoup,-1
+2,grouped,16,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.823040,0.659354,0.659795,0.000442,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.589664,6066.547473,658.755279,6361236083.150080,fused,shoup,-1
+2,grouped,32,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.814400,0.668467,0.668908,0.000441,4,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.590624,5983.839170,658.599784,6274510141.460673,fused,shoup,-1
+2,grouped,32,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.820352,0.678042,0.678481,0.000439,5,15,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.593824,5899.343246,656.575370,6185909743.853230,fused,shoup,-1
+2,grouped,32,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.819584,0.685107,0.685524,0.000417,5,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.593728,5838.502597,655.907689,6122113698.794808,fused,shoup,-1
+2,grouped,32,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.821664,0.602522,0.602983,0.000461,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.590624,6638.766164,665.025186,6961250868.951545,fused,shoup,-1
+2,grouped,32,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.820416,0.638413,0.638857,0.000444,6,16,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.589728,6265.538210,661.314765,6569892993.669374,fused,shoup,-1
+2,grouped,32,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.818496,0.620237,0.620769,0.000532,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.604736,6449.150218,661.871536,6762424139.052606,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.906080,1.115392,1.115888,0.000496,0,0,0,0,0,natural,natural,"",10.136480,14344.733004,722.088377,15041542754.518370,fused,shoup,-1
+1,radix4-matched,1,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.911808,3.286374,3.286885,0.000511,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.137568,4868.587200,657.468928,5105083691.833164,fused,shoup,-1
+1,grouped,8,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.906976,2.633523,2.634077,0.000554,4,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.136768,6075.511256,675.753658,6370635290.297658,fused,shoup,-1
+1,grouped,8,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.909312,2.712730,2.713241,0.000512,5,15,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.147744,5898.118063,673.123432,6184625046.364774,fused,shoup,-1
+1,grouped,8,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.884672,2.582477,2.582992,0.000515,5,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.134144,6195.602479,677.928964,6496560064.771408,fused,shoup,-1
+1,grouped,8,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.885696,2.500762,2.501230,0.000468,6,14,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.110752,6398.051131,680.931906,6708842862.468842,fused,shoup,-1
+1,grouped,8,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.876960,2.374554,2.375026,0.000473,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.111584,6738.108358,684.840707,7065418709.352182,fused,shoup,-1
+1,grouped,8,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.880832,2.853478,2.853945,0.000467,7,13,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.112672,5607.191497,670.944441,5879566431.485160,fused,shoup,-1
+1,grouped,16,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.883616,2.276147,2.276597,0.000450,4,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.113824,7029.421839,687.474583,7370883034.103591,fused,shoup,-1
+1,grouped,16,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.879328,2.332211,2.332671,0.000460,5,15,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.117856,6860.442678,685.830049,7193695541.839390,fused,shoup,-1
+1,grouped,16,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.891008,2.306509,2.306925,0.000417,5,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.114144,6936.891003,686.351765,7273857419.892230,fused,shoup,-1
+1,grouped,16,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.888480,2.206054,2.206592,0.000538,6,14,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.129728,7252.768279,688.934680,7605078750.516760,fused,shoup,-1
+1,grouped,16,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.890208,2.130483,2.131072,0.000589,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.150688,7510.033579,690.507009,7874840970.323059,fused,shoup,-1
+1,grouped,16,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.886656,2.445722,2.446317,0.000595,7,13,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.130880,6542.036439,681.917240,6859822401.581579,fused,shoup,-1
+1,grouped,32,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.898688,2.165709,2.166239,0.000530,4,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.131520,7387.881577,689.776556,7746755312.948190,fused,shoup,-1
+1,grouped,32,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.893664,2.199399,2.199961,0.000563,5,15,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.127040,7274.716188,689.058104,7628092801.590816,fused,shoup,-1
+1,grouped,32,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.896256,2.193715,2.194280,0.000564,5,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.131008,7293.562548,689.032076,7647854642.050648,fused,shoup,-1
+1,grouped,32,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.885312,2.054810,2.055278,0.000469,6,14,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.124544,7786.609636,693.701792,8164851985.504664,fused,shoup,-1
+1,grouped,32,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.894656,2.027622,2.028209,0.000587,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.129472,7891.015367,694.090458,8274329329.083488,fused,shoup,-1
+1,grouped,32,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.885600,2.256793,2.257300,0.000507,7,13,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.132960,7089.704932,687.422415,7434094438.630176,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.882336,1.021389,1.021984,0.000596,0,0,0,0,0,natural,natural,"",10.126912,15664.946084,726.261357,16425886505.454344,fused,shoup,-1
+2,radix4-matched,1,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.887808,3.101286,3.101813,0.000526,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.127136,5159.149423,663.453603,5409760265.594525,fused,shoup,-1
+2,grouped,8,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.887008,2.485760,2.486258,0.000498,4,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.130016,6436.663302,680.770414,6749330658.905837,fused,shoup,-1
+2,grouped,8,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.900640,2.564147,2.564669,0.000522,5,15,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.125440,6239.891293,678.246988,6543000252.785799,fused,shoup,-1
+2,grouped,8,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.895040,2.556672,2.557196,0.000524,5,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.131936,6258.135924,678.436192,6562131134.894440,fused,shoup,-1
+2,grouped,8,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.892864,2.493286,2.493772,0.000486,6,14,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.132896,6417.233168,680.299673,6728956686.879142,fused,shoup,-1
+2,grouped,8,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.879744,2.376806,2.377223,0.000417,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.113376,6731.721752,684.640601,7058721867.819488,fused,shoup,-1
+2,grouped,8,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.877920,2.845286,2.845767,0.000481,7,13,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.113280,5623.335553,671.239857,5896494701.159947,fused,shoup,-1
+2,grouped,16,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.906304,2.259354,2.259758,0.000405,4,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.110976,7081.671383,687.384604,7425670652.033850,fused,shoup,-1
+2,grouped,16,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.888896,2.329907,2.330397,0.000489,5,15,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.127264,6867.226362,685.340270,7200808749.846275,fused,shoup,-1
+2,grouped,16,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.885760,2.328678,2.329134,0.000456,5,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.127584,6870.850097,685.459007,7204608510.810843,fused,shoup,-1
+2,grouped,16,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.877536,2.219878,2.220303,0.000425,6,14,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.113824,7207.601888,689.321263,7557718357.212907,fused,shoup,-1
+2,grouped,16,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.877536,2.132224,2.132657,0.000433,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.117952,7503.901737,691.810752,7868411267.925247,fused,shoup,-1
+2,grouped,16,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.877824,2.444851,2.445262,0.000411,7,13,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.112832,6544.365670,682.724720,6862264776.748511,fused,shoup,-1
+2,grouped,32,4-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.885376,2.171699,2.172114,0.000415,4,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.112128,7367.503348,690.571868,7725387190.500228,fused,shoup,-1
+2,grouped,32,5-15-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.870912,2.212915,2.213377,0.000462,5,15,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.110720,7230.281635,689.817325,7581499795.204705,fused,shoup,-1
+2,grouped,32,5-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.880032,2.193818,2.194254,0.000436,5,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.113376,7293.222503,690.035142,7647498078.871597,fused,shoup,-1
+2,grouped,32,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.875680,2.056192,2.056680,0.000488,6,14,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.112640,7781.374800,694.308468,8159362862.358821,fused,shoup,-1
+2,grouped,32,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.880864,2.022554,2.022993,0.000439,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.113536,7910.791263,695.139774,8295065859.856504,fused,shoup,-1
+2,grouped,32,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.889152,2.256538,2.257068,0.000530,7,13,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.131968,7090.508690,687.354408,7434937240.134586,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.425600,0.203930,0.204465,0.000535,0,0,0,0,0,natural,natural,"",1.347872,4903.653309,335.863318,5141853172.274884,fused,shoup,-1
+1,radix4-matched,1,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.437792,0.298291,0.298756,0.000464,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.353056,3352.428696,323.714785,3515276272.459005,fused,shoup,-1
+1,grouped,8,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.421536,0.390810,0.391228,0.000418,6,12,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.333024,2558.790806,317.927662,2683086627.979911,fused,shoup,-1
+1,grouped,8,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.429952,0.401408,0.401888,0.000480,7,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.344768,2491.230764,314.848763,2612244789.399791,fused,shoup,-1
+1,grouped,8,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.422528,0.355942,0.356353,0.000411,8,10,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.335872,2809.443339,321.095065,2945914858.638525,fused,shoup,-1
+1,grouped,8,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.445824,0.360243,0.360717,0.000474,9,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.342304,2775.902492,317.624553,2910744731.183522,fused,shoup,-1
+1,grouped,8,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416992,0.327219,0.327709,0.000489,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.333664,3056.055500,324.899476,3204506452.464895,fused,shoup,-1
+1,grouped,16,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416448,0.403661,0.404138,0.000478,6,12,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.334848,2477.327291,316.961543,2597665941.568786,fused,shoup,-1
+1,grouped,16,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.424352,0.395930,0.396374,0.000444,7,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.340160,2525.701508,316.411472,2648389984.912677,fused,shoup,-1
+1,grouped,16,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416096,0.352512,0.352957,0.000445,8,10,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.331904,2836.782845,322.527373,2974582408.759978,fused,shoup,-1
+1,grouped,16,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.421152,0.356966,0.357403,0.000436,9,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.336096,2801.384060,321.108265,2937464092.029550,fused,shoup,-1
+1,grouped,16,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.422496,0.321331,0.321812,0.000480,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.337056,3112.053827,324.582249,3263224953.764235,fused,shoup,-1
+1,grouped,32,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.419424,0.387686,0.388099,0.000413,6,12,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.334784,2579.404374,318.279307,2704701520.758311,fused,shoup,-1
+1,grouped,32,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416672,0.386048,0.386498,0.000450,7,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.335296,2590.351332,318.672685,2716180238.147447,fused,shoup,-1
+1,grouped,32,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416960,0.351078,0.351496,0.000418,8,10,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.335296,2848.366705,322.234043,2986728966.111714,fused,shoup,-1
+1,grouped,32,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.415840,0.352358,0.352807,0.000448,9,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341120,2838.019464,321.613891,2975879097.971731,fused,shoup,-1
+1,grouped,32,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.430464,0.316211,0.316699,0.000488,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.334304,3162.443391,324.572136,3316062241.184616,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.421728,0.228506,0.228972,0.000466,0,0,0,0,0,natural,natural,"",1.346048,4376.260144,333.746999,4588841357.047313,fused,shoup,-1
+2,radix4-matched,1,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.419904,0.328653,0.329108,0.000455,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.351392,3042.724732,322.585971,3190528128.095665,fused,shoup,-1
+2,grouped,8,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.420192,0.423629,0.424079,0.000450,6,12,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.342624,2360.557128,313.829385,2475223550.677950,fused,shoup,-1
+2,grouped,8,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.421760,0.407757,0.408230,0.000473,7,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.347360,2452.442207,314.774563,2571572040.153053,fused,shoup,-1
+2,grouped,8,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.417600,0.363110,0.363587,0.000476,8,10,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.344128,2753.983412,320.016544,2887760910.701387,fused,shoup,-1
+2,grouped,8,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416384,0.367053,0.367518,0.000465,9,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341120,2724.403731,320.045392,2856744366.371317,fused,shoup,-1
+2,grouped,8,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416544,0.332083,0.332534,0.000451,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.340864,3011.293597,323.677903,3157570194.377513,fused,shoup,-1
+2,grouped,16,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.427904,0.411392,0.411802,0.000410,6,12,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.336928,2430.771429,314.839250,2548848581.481374,fused,shoup,-1
+2,grouped,16,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416128,0.401408,0.401882,0.000473,7,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.332832,2491.230764,317.423231,2612244789.399791,fused,shoup,-1
+2,grouped,16,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.421216,0.360243,0.360678,0.000435,8,10,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.337248,2775.902492,320.645685,2910744731.183522,fused,shoup,-1
+2,grouped,16,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.431584,0.363520,0.363993,0.000473,9,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.335328,2750.880309,319.444730,2884507070.782402,fused,shoup,-1
+2,grouped,16,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.419616,0.327322,0.327751,0.000429,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.337632,3055.099430,324.194347,3203503940.041646,fused,shoup,-1
+2,grouped,32,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.415744,0.400333,0.400798,0.000465,6,12,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.333696,2497.921862,317.483223,2619260914.445602,fused,shoup,-1
+2,grouped,32,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.414464,0.390861,0.391314,0.000453,7,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.333600,2558.455620,318.580422,2682735159.930926,fused,shoup,-1
+2,grouped,32,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.418432,0.349542,0.350097,0.000555,8,10,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.337408,2860.883183,322.021538,2999853443.978645,fused,shoup,-1
+2,grouped,32,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.418464,0.353638,0.354078,0.000439,9,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.334016,2827.747128,321.945237,2965107772.979511,fused,shoup,-1
+2,grouped,32,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.424256,0.315546,0.315983,0.000438,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.335744,3169.113882,325.145560,3323056757.597549,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.478880,0.608973,0.609442,0.000470,0,0,0,0,0,natural,natural,"",5.101824,6568.437999,357.472353,6887506443.037534,fused,shoup,-1
+1,radix4-matched,1,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.478880,1.039616,1.040104,0.000488,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.110080,3847.574531,343.980218,4034474311.152330,fused,shoup,-1
+1,grouped,8,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.498400,1.245440,1.246002,0.000562,6,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.119872,3211.716325,337.162593,3367728657.286695,fused,shoup,-1
+1,grouped,8,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.475392,1.226803,1.227319,0.000516,7,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.102432,3260.506700,338.850186,3418889073.831540,fused,shoup,-1
+1,grouped,8,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.491584,1.062605,1.063048,0.000444,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.103008,3764.334639,343.135679,3947190958.806118,fused,shoup,-1
+1,grouped,8,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.502432,1.072230,1.072714,0.000483,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.099584,3730.541293,342.634535,3911756066.702384,fused,shoup,-1
+1,grouped,8,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.492416,1.152154,1.152611,0.000457,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.098848,3471.759287,340.616353,3640403466.420416,fused,shoup,-1
+1,grouped,16,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.505504,1.155021,1.155483,0.000462,6,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.100704,3463.140998,340.100507,3631366534.792126,fused,shoup,-1
+1,grouped,16,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.503904,1.146317,1.146725,0.000408,7,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.101344,3489.436878,340.380204,3658939764.034159,fused,shoup,-1
+1,grouped,16,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.515872,1.009664,1.010191,0.000527,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.127104,3961.714233,343.269859,4154158464.029848,fused,shoup,-1
+1,grouped,16,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.511072,1.016474,1.016929,0.000456,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.109120,3935.173790,343.741080,4126328791.749494,fused,shoup,-1
+1,grouped,16,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.514240,1.045811,1.046332,0.000521,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.111968,3824.782227,342.699922,4010574848.548599,fused,shoup,-1
+1,grouped,32,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.511072,1.113344,1.113883,0.000539,6,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.121376,3592.780098,340.547487,3767302983.597886,fused,shoup,-1
+1,grouped,32,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.488864,1.101414,1.101887,0.000472,7,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.115072,3631.693800,341.724079,3808106957.582873,fused,shoup,-1
+1,grouped,32,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.502528,0.971213,0.971787,0.000575,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.120736,4118.562099,344.991842,4318625371.045951,fused,shoup,-1
+1,grouped,32,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.496992,0.986163,0.986568,0.000404,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.098208,4056.123533,345.382481,4253153789.319044,fused,shoup,-1
+1,grouped,32,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.498784,0.990874,0.991269,0.000396,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.098848,4036.841691,345.169615,4232935313.474335,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.478240,0.608922,0.609398,0.000476,0,0,0,0,0,natural,natural,"",5.120000,6568.989654,356.914637,6888084895.929428,fused,shoup,-1
+2,radix4-matched,1,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.473568,1.036390,1.036808,0.000417,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.096896,3859.549363,344.623944,4047030832.959258,fused,shoup,-1
+2,grouped,8,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.504320,1.250150,1.250611,0.000460,6,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.103040,3199.614915,337.338929,3355039408.597788,fused,shoup,-1
+2,grouped,8,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.487840,1.223219,1.223701,0.000482,7,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.100736,3270.059972,338.644536,3428906405.297051,fused,shoup,-1
+2,grouped,8,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.501824,1.068698,1.069136,0.000438,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.097088,3742.873250,342.829439,3924687061.144113,fused,shoup,-1
+2,grouped,8,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.490144,1.071514,1.071973,0.000459,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.104992,3733.037311,342.857656,3914373331.280935,fused,shoup,-1
+2,grouped,8,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.495936,1.156659,1.157115,0.000456,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.100288,3458.235445,340.342023,3626222689.483128,fused,shoup,-1
+2,grouped,16,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.505920,1.154150,1.154623,0.000472,6,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.102240,3465.752917,340.069244,3634105330.391568,fused,shoup,-1
+2,grouped,16,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.502976,1.150362,1.150860,0.000499,7,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.102144,3477.167354,340.266798,3646074235.834798,fused,shoup,-1
+2,grouped,16,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.470816,1.005414,1.005941,0.000526,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.100448,3978.459163,345.522246,4171716795.408884,fused,shoup,-1
+2,grouped,16,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.470752,1.015859,1.016338,0.000479,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.097824,3937.553371,345.290898,4128823964.015398,fused,shoup,-1
+2,grouped,16,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.469920,1.057126,1.057583,0.000456,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.099968,3783.842679,344.026405,3967646620.756694,fused,shoup,-1
+2,grouped,32,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.470368,1.110477,1.110967,0.000490,6,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.102848,3602.056562,342.357515,3777030061.212059,fused,shoup,-1
+2,grouped,32,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.463488,1.106637,1.107145,0.000508,7,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.153760,3614.555503,341.183836,3790136150.974745,fused,shoup,-1
+2,grouped,32,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.479680,0.970445,0.970907,0.000462,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.117952,4121.821258,345.779173,4322042847.377511,fused,shoup,-1
+2,grouped,32,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.471200,0.985805,0.986268,0.000463,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.118176,4057.598191,345.566956,4254700081.078605,fused,shoup,-1
+2,grouped,32,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.469632,0.986419,0.986868,0.000449,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.120960,4055.071106,345.512309,4252050240.085543,fused,shoup,-1
+1,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.622017,2.045338,2.045789,0.000452,0,0,0,0,0,natural,natural,"",20.173664,7822.669176,364.955023,8202663153.691066,fused,shoup,-1
+1,radix4-matched,1,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.660671,5.250458,5.250911,0.000453,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.163616,3047.353339,339.885005,3195381575.313723,fused,shoup,-1
+1,grouped,8,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.633505,4.874650,4.875113,0.000463,6,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.159424,3282.287253,342.850446,3441727639.090390,fused,shoup,-1
+1,grouped,8,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.623968,5.291162,5.291597,0.000436,7,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158112,3023.910702,339.895864,3170800188.605102,fused,shoup,-1
+1,grouped,8,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.621120,4.195328,4.195756,0.000428,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158304,3813.765956,348.017096,3999023451.259405,fused,shoup,-1
+1,grouped,8,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.623297,4.130867,4.131307,0.000439,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.152897,3873.278451,348.530261,4061426825.291811,fused,shoup,-1
+1,grouped,8,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.620417,5.306521,5.306969,0.000447,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.155680,3015.157906,339.828174,3161622216.454172,fused,shoup,-1
+1,grouped,16,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.625216,4.222566,4.223039,0.000473,6,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156769,3789.165052,347.791682,3973227533.284858,fused,shoup,-1
+1,grouped,16,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.627617,4.370534,4.371027,0.000492,7,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.153791,3660.879532,346.680964,3838710415.635728,fused,shoup,-1
+1,grouped,16,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.628832,3.333478,3.333948,0.000470,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158432,4799.791040,354.604095,5032945689.539025,fused,shoup,-1
+1,grouped,16,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.627329,3.250944,3.251342,0.000398,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.161024,4921.647166,355.245331,5160721098.248037,fused,shoup,-1
+1,grouped,16,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.618143,4.198861,4.199314,0.000453,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156223,3810.557086,348.028643,3995658706.493217,fused,shoup,-1
+1,grouped,32,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.628193,4.067584,4.068068,0.000484,6,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.159008,3933.538890,348.927599,4124614474.874747,fused,shoup,-1
+1,grouped,32,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.624512,4.157491,4.157992,0.000501,7,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.155647,3848.474766,348.298181,4035418276.112410,fused,shoup,-1
+1,grouped,32,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.630527,3.053568,3.054045,0.000477,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.159361,5239.771751,356.796760,5494298903.600699,fused,shoup,-1
+1,grouped,32,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.630655,3.103283,3.103726,0.000443,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.157248,5155.829855,356.417405,5406279445.919377,fused,shoup,-1
+1,grouped,32,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.625471,3.743335,3.743796,0.000461,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.157473,4274.263992,351.445376,4481890639.895347,fused,shoup,-1
+2,v06,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.590816,1.835520,1.835932,0.000412,0,0,0,0,0,natural,natural,"",20.160383,8716.875734,367.084288,9140306689.281309,fused,shoup,-1
+2,radix4-matched,1,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.627935,5.162035,5.162464,0.000429,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158527,3099.552513,340.798973,3250116376.179995,fused,shoup,-1
+2,grouped,8,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.624992,4.826419,4.826950,0.000531,6,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.159584,3315.087316,343.266646,3476120997.531846,fused,shoup,-1
+2,grouped,8,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.632000,5.293619,5.294059,0.000440,7,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.159616,3022.506820,339.809280,3169328111.062229,fused,shoup,-1
+2,grouped,8,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.613344,4.187802,4.188278,0.000476,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.154528,3820.620129,348.161581,4006210572.830815,fused,shoup,-1
+2,grouped,8,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.622305,4.145869,4.146330,0.000461,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.155807,3859.263488,348.401850,4046731070.723308,fused,shoup,-1
+2,grouped,8,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","8+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.623615,5.215539,5.216021,0.000482,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.160769,3067.755809,340.426091,3216775115.460562,fused,shoup,-1
+2,grouped,16,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.636095,4.196301,4.196726,0.000425,6,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.157791,3812.881884,347.900302,3998096434.515216,fused,shoup,-1
+2,grouped,16,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.627424,4.389171,4.389633,0.000462,7,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156193,3645.335201,346.524450,3822411003.789670,fused,shoup,-1
+2,grouped,16,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.624256,3.319091,3.319547,0.000455,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.152128,4820.596846,354.802779,5054762158.504855,fused,shoup,-1
+2,grouped,16,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.633184,3.255296,3.255723,0.000427,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.157185,4915.067644,355.195111,5153821969.417962,fused,shoup,-1
+2,grouped,16,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.623743,4.272947,4.273399,0.000452,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158720,3744.488016,347.407609,3926380265.732249,fused,shoup,-1
+2,grouped,32,6-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.616192,4.045465,4.045902,0.000436,6,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.154913,3955.045500,349.218632,4147165790.208247,fused,shoup,-1
+2,grouped,32,7-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.628000,4.161690,4.162136,0.000446,7,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.153055,3844.592204,348.259555,4031347114.843597,fused,shoup,-1
+2,grouped,32,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.629633,3.046246,3.046650,0.000403,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.163616,5252.365855,356.828279,5507504778.564851,fused,shoup,-1
+2,grouped,32,9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.627199,3.115571,3.116076,0.000504,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.163649,5135.494798,356.296502,5384956593.021256,fused,shoup,-1
+2,grouped,32,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.622400,3.744359,3.744799,0.000441,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.151808,4273.095066,351.504917,4480664931.696434,fused,shoup,-1
diff --git a/results/appt_grouped_producer/summary.csv b/results/appt_grouped_producer/summary.csv
new file mode 100644
index 0000000..c71e37f
--- /dev/null
+++ b/results/appt_grouped_producer/summary.csv
@@ -0,0 +1,112 @@
+word_bits,batch,variant,a_group,roles,kernel_ms,trials,throughput_vs_v06,throughput_vs_radix4
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+32,1,grouped,8,5-15-2,0.224384,2,0.6580727681118083,0.9454640259555048
+32,1,grouped,8,5-16-2,0.2226175,2,0.6632946646153155,0.9529664109964401
+32,1,grouped,8,6-14-2,0.21278750000000002,2,0.6939364389355577,0.9969899547670797
+32,1,grouped,8,6-16-2,0.2306305,2,0.6402492298286653,0.9198566538250579
+32,1,grouped,8,7-13-3,0.200832,2,0.7352463750796685,1.0563406230082855
+32,1,grouped,16,4-16-2,0.2297855,2,0.6426036455738068,0.923239281851988
+32,1,grouped,16,5-15-2,0.21672950000000002,2,0.6813147264216453,0.9788561317218006
+32,1,grouped,16,5-16-2,0.217702,2,0.6782712147798365,0.9744834682272097
+32,1,grouped,16,6-14-2,0.208333,2,0.7087739340382945,1.018307229291567
+32,1,grouped,16,6-16-2,0.2246915,2,0.6571721671714328,0.9441701176947059
+32,1,grouped,16,7-13-3,0.196659,2,0.7508479144102227,1.0787556125069282
+32,1,grouped,32,4-16-2,0.2259715,2,0.653449660687299,0.9388219310842297
+32,1,grouped,32,5-15-2,0.21514250000000001,2,0.6863404487723253,0.9860766701139941
+32,1,grouped,32,5-16-2,0.2146815,2,0.687814273703137,0.9881941387590454
+32,1,grouped,32,6-14-2,0.2035455,2,0.7254446794451364,1.042258364837346
+32,1,grouped,32,6-16-2,0.2219265,2,0.6653599277238185,0.9559336086497107
+32,1,grouped,32,7-13-3,0.19379200000000002,2,0.7619561178996036,1.0947149521136061
+32,1,radix4-matched,1,7-13-3,0.212147,2,0.6960315253102801,1.0
+32,1,v06,0,9-11,0.147661,2,1.0,1.4367165331400982
+32,4,grouped,8,4-16-2,0.7305470000000001,2,0.47839700936421603,0.9604371792643046
+32,4,grouped,8,5-15-2,0.7470595,2,0.4678228440974246,0.9392083227641173
+32,4,grouped,8,5-16-2,0.7507710000000001,2,0.46551012226098226,0.9345652669056209
+32,4,grouped,8,6-14-2,0.6741505000000001,2,0.5184176233645157,1.0407831782369068
+32,4,grouped,8,6-16-2,0.690304,2,0.506286360791767,1.0164282692842572
+32,4,grouped,8,7-13-3,0.7053055,2,0.495517899690276,0.9948093414839385
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+32,4,grouped,16,5-15-2,0.7008509999999999,2,0.49866733442629035,1.0011321950029324
+32,4,grouped,16,5-16-2,0.705587,2,0.4953202085639333,0.9944124537441875
+32,4,grouped,16,6-14-2,0.6391294999999999,2,0.5468242351510922,1.097812728093446
+32,4,grouped,16,6-16-2,0.6620415,2,0.5278996860468717,1.0598195128251024
+32,4,grouped,16,7-13-3,0.6568959999999999,2,0.5320347513152767,1.068121133330086
+32,4,grouped,32,4-16-2,0.6683905,2,0.5228851995951468,1.0497523528536088
+32,4,grouped,32,5-15-2,0.677018,2,0.5162218729782664,1.0363749560572983
+32,4,grouped,32,5-16-2,0.6857215,2,0.5096697420162558,1.0232207973645278
+32,4,grouped,32,6-14-2,0.6042879999999999,2,0.578352540510485,1.161109437883923
+32,4,grouped,32,6-16-2,0.6394880000000001,2,0.546517682896317,1.097197289081265
+32,4,grouped,32,7-13-3,0.619597,2,0.5640626084374197,1.1324207509074449
+32,4,radix4-matched,1,6-14-2,0.7016445,2,0.49810338426368334,1.0
+32,4,v06,0,9-11,0.34949149999999995,2,1.0,2.007615349729536
+32,16,grouped,8,4-16-2,2.5596414999999997,2,0.41739849115589045,1.2477645795319385
+32,16,grouped,8,5-15-2,2.6384385000000004,2,0.4049328798075073,1.2105000741916099
+32,16,grouped,8,5-16-2,2.5695745,2,0.41578498696963256,1.2429411951278315
+32,16,grouped,8,6-14-2,2.4970239999999997,2,0.42786553112825515,1.2790545865798648
+32,16,grouped,8,6-16-2,2.37568,2,0.4497198696794181,1.3443856074892242
+32,16,grouped,8,7-13-3,2.8493820000000003,2,0.37495516571663606,1.1208851603610888
+32,16,grouped,16,4-16-2,2.2677505,2,0.47112347676695476,1.4083692187478296
+32,16,grouped,16,5-15-2,2.3310589999999998,2,0.45832838207870336,1.37011976101849
+32,16,grouped,16,5-16-2,2.3175935,2,0.4609913257005597,1.3780803234044279
+32,16,grouped,16,6-14-2,2.2129659999999998,2,0.48278667634297145,1.4432350067737147
+32,16,grouped,16,6-16-2,2.1313535,2,0.5012732519499933,1.4984984893402247
+32,16,grouped,16,7-13-3,2.4452865,2,0.4369183324735159,1.3061168905974823
+32,16,grouped,32,4-16-2,2.168704,2,0.492640074440772,1.47269060231364
+32,16,grouped,32,5-15-2,2.206157,2,0.48427673098514745,1.447689353024286
+32,16,grouped,32,5-16-2,2.1937664999999997,2,0.4870119495397528,1.4558659729738788
+32,16,grouped,32,6-14-2,2.0555009999999996,2,0.5197713355527437,1.5537963737307843
+32,16,grouped,32,6-16-2,2.025088,2,0.5275773200967069,1.5771314629290183
+32,16,grouped,32,7-13-3,2.2566655,2,0.47343768936955877,1.4152872900303568
+32,16,radix4-matched,1,6-16-2,3.19383,2,0.3345170218828178,1.0
+32,16,v06,0,9-11,1.0683905,2,1.0,2.9893844993941823
+64,1,grouped,8,10-9-3,0.329651,2,0.655899724253832,0.9509208223242155
+64,1,grouped,8,6-12-2,0.40721949999999996,2,0.5309618031553008,0.7697863191718471
+64,1,grouped,8,7-11-2,0.40458249999999996,2,0.5344225219825376,0.7748036556203
+64,1,grouped,8,8-10-2,0.359526,2,0.6013973954595773,0.871903561912073
+64,1,grouped,8,9-11-2,0.36364799999999997,2,0.5945804734248504,0.8620204153467089
+64,1,grouped,16,10-9-3,0.32432649999999996,2,0.6666676944375499,0.9665321828466068
+64,1,grouped,16,6-12-2,0.4075265,2,0.5305618162254478,0.7692064197052215
+64,1,grouped,16,7-11-2,0.398669,2,0.542349668522007,0.7862964012752434
+64,1,grouped,16,8-10-2,0.3563775,2,0.6067105807745999,0.8796065969372364
+64,1,grouped,16,9-11-2,0.360243,2,0.600200420271872,0.870168192025938
+64,1,grouped,32,10-9-3,0.3158785,2,0.6844973621186626,0.9923815644306275
+64,1,grouped,32,6-12-2,0.3940095,2,0.5487634181409331,0.7955950300690718
+64,1,grouped,32,7-11-2,0.38845450000000004,2,0.556610877206983,0.8069722451406791
+64,1,grouped,32,8-10-2,0.35031,2,0.6172190345693813,0.8948417116268447
+64,1,grouped,32,9-11-2,0.35299800000000003,2,0.6125190510994396,0.8880276942078991
+64,1,radix4-matched,1,10-9-3,0.313472,2,0.6897521947733769,1.0
+64,1,v06,0,9-11,0.216218,2,1.0,1.4497960391826767
+64,4,grouped,8,10-9-3,1.1544065,2,0.5274983292280493,0.8991659350497421
+64,4,grouped,8,6-12-2,1.247795,2,0.488018865278351,0.8318698183595863
+64,4,grouped,8,7-11-2,1.225011,2,0.49709553628498027,0.8473417789717806
+64,4,grouped,8,8-10-2,1.0656515,2,0.5714321239166839,0.97405483875357
+64,4,grouped,8,9-11-2,1.071872,2,0.5681158757762121,0.9684020106878434
+64,4,grouped,16,10-9-3,1.0514685,2,0.5791400312990832,0.9871936249160104
+64,4,grouped,16,6-12-2,1.1545855,2,0.5274165490559166,0.8990265337647146
+64,4,grouped,16,7-11-2,1.1483395,2,0.530285251008086,0.9039164811451665
+64,4,grouped,16,8-10-2,1.007539,2,0.6043909962790522,1.0302360504159145
+64,4,grouped,16,9-11-2,1.0161665000000002,2,0.599259570159024,1.0214890965210917
+64,4,grouped,32,10-9-3,0.9886465,2,0.6159405813908206,1.0499233042346279
+64,4,grouped,32,6-12-2,1.1119105,2,0.5476587369217216,0.933531071070918
+64,4,grouped,32,7-11-2,1.1040255,2,0.5515701403636056,0.9401983921567029
+64,4,grouped,32,8-10-2,0.9708289999999999,2,0.6272448598053828,1.0691924118459586
+64,4,grouped,32,9-11-2,0.985984,2,0.6176038353563547,1.0527584626119695
+64,4,radix4-matched,1,9-11-2,1.038003,2,0.5866529287487608,1.0
+64,4,v06,0,9-11,0.6089475,2,1.0,1.7045853706600325
+64,16,grouped,8,10-9-3,5.26103,2,0.36883062822299056,0.9895869249937751
+64,16,grouped,8,6-12-2,4.8505345,2,0.400044366244586,1.073334598486002
+64,16,grouped,8,7-11-2,5.2923905,2,0.3666450916650992,0.983723045379966
+64,16,grouped,8,8-10-2,4.191565,2,0.46293663583888117,1.2420770046510077
+64,16,grouped,8,9-11-2,4.138368,2,0.4688874938139866,1.258043388118215
+64,16,grouped,16,10-9-3,4.235904,2,0.4580908821351948,1.2290756589384464
+64,16,grouped,16,6-12-2,4.209433499999999,2,0.46097152977948225,1.2368045486405717
+64,16,grouped,16,7-11-2,4.3798525,2,0.4430352392004068,1.188680783199891
+64,16,grouped,16,8-10-2,3.3262845,2,0.5833623071027147,1.565183765850456
+64,16,grouped,16,9-11-2,3.25312,2,0.5964824537674601,1.6003856297953967
+64,16,grouped,32,10-9-3,3.743847,2,0.5182981569492556,1.3906141196475177
+64,16,grouped,32,6-12-2,4.0565245,2,0.4783476594311214,1.2834253805197036
+64,16,grouped,32,7-11-2,4.1595905,2,0.4664951994673514,1.2516247693132294
+64,16,grouped,32,8-10-2,3.049907,2,0.6362256291749223,1.7070181156343458
+64,16,grouped,32,9-11-2,3.109427,2,0.624047131513298,1.6743427325999294
+64,16,radix4-matched,1,9-11-2,5.206246500000001,2,0.37271170314352187,1.0
+64,16,v06,0,9-11,1.940429,2,1.0,2.6830389053142376
diff --git a/results/appt_physical_cores/analysis.md b/results/appt_physical_cores/analysis.md
new file mode 100644
index 0000000..42f98aa
--- /dev/null
+++ b/results/appt_physical_cores/analysis.md
@@ -0,0 +1,30 @@
+# APPT Physical-Core Comparison
+
+Median CUDA-event time. `radix4-matched` and `radix8-matched` use identical role and layout mappings.
+
+| bits | batch | variant | kernel ms | throughput/v0.6 | radix8/radix4 |
+|---:|---:|---|---:|---:|---:|
+| 32 | 1 | `radix4-default` | 0.217651 | 0.678x | - |
+| 32 | 1 | `radix4-matched` | 0.213658 | 0.690x | - |
+| 32 | 1 | `radix8-matched` | 0.213914 | 0.690x | 0.999x |
+| 32 | 1 | `v06` | 0.147507 | 1.000x | - |
+| 32 | 4 | `radix4-default` | 0.707533 | 0.494x | - |
+| 32 | 4 | `radix4-matched` | 0.710246 | 0.492x | - |
+| 32 | 4 | `radix8-matched` | 0.703027 | 0.497x | 1.010x |
+| 32 | 4 | `v06` | 0.349542 | 1.000x | - |
+| 32 | 16 | `radix4-default` | 3.658752 | 0.277x | - |
+| 32 | 16 | `radix4-matched` | 3.145779 | 0.322x | - |
+| 32 | 16 | `radix8-matched` | 3.064883 | 0.331x | 1.026x |
+| 32 | 16 | `v06` | 1.013965 | 1.000x | - |
+| 64 | 1 | `radix4-default` | 0.318515 | 0.639x | - |
+| 64 | 1 | `radix4-matched` | 0.298803 | 0.681x | - |
+| 64 | 1 | `radix8-matched` | 0.294093 | 0.692x | 1.016x |
+| 64 | 1 | `v06` | 0.203571 | 1.000x | - |
+| 64 | 4 | `radix4-default` | 1.134797 | 0.538x | - |
+| 64 | 4 | `radix4-matched` | 1.033370 | 0.590x | - |
+| 64 | 4 | `radix8-matched` | 1.048730 | 0.582x | 0.985x |
+| 64 | 4 | `v06` | 0.610202 | 1.000x | - |
+| 64 | 16 | `radix4-default` | 5.824256 | 0.316x | - |
+| 64 | 16 | `radix4-matched` | 5.172122 | 0.356x | - |
+| 64 | 16 | `radix8-matched` | 5.461299 | 0.338x | 0.947x |
+| 64 | 16 | `v06` | 1.843302 | 1.000x | - |
diff --git a/results/appt_physical_cores/raw.csv b/results/appt_physical_cores/raw.csv
new file mode 100644
index 0000000..1736476
--- /dev/null
+++ b/results/appt_physical_cores/raw.csv
@@ -0,0 +1,73 @@
+trial,variant,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+1,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.796320,0.148070,0.148496,0.000425,0,0,0,0,0,natural,natural,"",0.747872,6753.544488,590.924902,7081604665.475410,fused,shoup,-1
+1,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.783488,0.217651,0.218054,0.000403,8,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.744832,4594.507106,572.747147,4817689882.818847,fused,shoup,-1
+1,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.788928,0.213504,0.213882,0.000378,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.729120,4683.752965,577.516590,4911270948.749551,fused,shoup,-1
+1,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.790336,0.214067,0.214478,0.000411,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.739488,4671.430479,573.430266,4898349885.670459,fused,shoup,-1
+2,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.799904,0.147456,0.147935,0.000479,0,0,0,0,0,natural,natural,"",0.774976,6781.683788,580.606801,7111110859.585038,fused,shoup,-1
+2,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.804736,0.218214,0.218649,0.000435,8,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.759616,4582.649145,560.988911,4805255910.062469,fused,shoup,-1
+2,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.806304,0.213760,0.214189,0.000429,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.761824,4678.143963,561.202507,4905389484.396093,fused,shoup,-1
+2,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.797152,0.213914,0.214309,0.000395,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.744960,4674.784485,569.467781,4901866816.170166,fused,shoup,-1
+3,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.798272,0.147507,0.147969,0.000462,0,0,0,0,0,natural,natural,"",0.813888,6779.329836,568.289266,7108642562.210218,fused,shoup,-1
+3,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.808416,0.217600,0.218055,0.000455,8,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.775520,4595.587860,555.081869,4818823135.534405,fused,shoup,-1
+3,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.820128,0.213658,0.214147,0.000489,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.881216,4680.386082,522.192775,4907740515.844606,fused,shoup,-1
+3,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.830848,0.213350,0.213808,0.000458,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.778048,4687.125350,548.773224,4914807151.152050,fused,shoup,-1
+1,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.808064,0.350259,0.350663,0.000403,0,0,0,0,0,natural,natural,"",2.619488,11420.113541,692.303688,11974856976.468060,fused,shoup,-1
+1,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.818816,0.706918,0.707347,0.000429,7,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.625408,5658.362030,650.285726,5933222624.325788,fused,shoup,-1
+1,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.813024,0.717158,0.717508,0.000350,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.609344,5577.568073,651.516043,5848504019.363157,fused,shoup,-1
+1,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.816416,0.707123,0.707483,0.000360,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.618816,5656.723219,651.216015,5931504206.214021,fused,shoup,-1
+2,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.812320,0.349542,0.349929,0.000386,0,0,0,0,0,natural,natural,"",2.611200,11443.532730,692.873150,11999413775.914579,fused,shoup,-1
+2,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.813792,0.707942,0.708322,0.000380,7,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.616416,5650.177456,651.662110,5924640476.234755,fused,shoup,-1
+2,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.812864,0.710246,0.710647,0.000401,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.630016,5631.847981,650.076012,5905420628.174755,fused,shoup,-1
+2,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.819296,0.703027,0.703403,0.000376,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.614176,5689.680376,651.837461,5966062290.266446,fused,shoup,-1
+3,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.825504,0.349389,0.349782,0.000393,0,0,0,0,0,natural,natural,"",2.625344,11448.564606,689.627007,12004690080.466125,fused,shoup,-1
+3,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.812064,0.707533,0.707932,0.000399,7,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.624352,5653.448443,651.047105,5928070354.457589,fused,shoup,-1
+3,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.814048,0.701389,0.701783,0.000394,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.627424,5702.971212,651.162400,5979998742.084263,fused,shoup,-1
+3,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.804832,0.702106,0.702506,0.000401,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.616512,5697.148355,653.226565,5973893033.882094,fused,shoup,-1
+1,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.895712,1.110630,1.111027,0.000397,0,0,0,0,0,natural,natural,"",10.146976,14406.232803,722.239416,15106029967.588970,fused,shoup,-1
+1,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.906752,3.666125,3.666480,0.000355,7,15,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.145888,4364.281300,647.281535,4576280628.861505,fused,shoup,-1
+1,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.889888,3.172966,3.173309,0.000342,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.126528,5042.599756,661.447240,5287549082.034741,fused,shoup,-1
+1,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.889952,3.064883,3.065245,0.000362,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.118688,5220.427269,664.630610,5474014743.593725,fused,shoup,-1
+2,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.878496,1.012378,1.012807,0.000430,0,0,0,0,0,natural,natural,"",10.122976,15804.379401,726.815161,16572092935.295502,fused,shoup,-1
+2,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.877344,3.647693,3.647988,0.000295,7,15,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.122880,4386.334145,649.142075,4599404712.396385,fused,shoup,-1
+2,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.876384,3.101901,3.102256,0.000355,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.125824,5158.127532,663.787252,5408688734.874136,fused,shoup,-1
+2,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.892704,3.078298,3.078656,0.000359,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.143136,5197.678068,663.511183,5450160477.651077,fused,shoup,-1
+3,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.868064,1.013965,1.014317,0.000352,0,0,0,0,0,natural,natural,"",10.109440,15779.639054,727.554864,16546150800.426157,fused,shoup,-1
+3,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.943360,3.658752,3.659064,0.000312,7,15,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.124928,4373.075889,647.064893,4585502423.358707,fused,shoup,-1
+3,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.881248,3.145779,3.146132,0.000353,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.126080,5086.180347,662.440650,5333246643.046261,fused,shoup,-1
+3,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.878720,3.058483,3.058836,0.000353,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.121536,5231.351409,665.038993,5485469535.391381,fused,shoup,-1
+1,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.413056,0.203571,0.204030,0.000458,0,0,0,0,0,natural,natural,"",1.341728,4912.286208,338.025672,5150905423.213614,fused,shoup,-1
+1,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.415808,0.318566,0.318970,0.000404,11,9,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.340672,3139.063180,325.198349,3291546313.339846,fused,shoup,-1
+1,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.423872,0.298803,0.299223,0.000420,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.348704,3346.684258,325.586631,3509252792.474735,fused,shoup,-1
+1,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.422816,0.294093,0.294512,0.000419,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.343488,3400.287208,326.755012,3565459559.187634,fused,shoup,-1
+2,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.421792,0.203878,0.204244,0.000366,0,0,0,0,0,natural,natural,"",1.343200,4904.884415,336.828445,5143144080.306106,fused,shoup,-1
+2,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.411648,0.318054,0.318438,0.000384,11,9,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.332384,3144.116444,326.574717,3296845044.190037,fused,shoup,-1
+2,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.414528,0.299162,0.299527,0.000365,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.347200,3342.674851,326.702400,3505048624.148677,fused,shoup,-1
+2,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.424608,0.293120,0.293567,0.000447,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.346368,3411.572090,326.360538,3577292615.642051,fused,shoup,-1
+3,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.413280,0.203520,0.203926,0.000406,0,0,0,0,0,natural,natural,"",1.343264,4913.521653,337.830532,5152200881.114852,fused,shoup,-1
+3,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.413952,0.318515,0.318902,0.000387,11,9,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.335872,3139.567482,325.909202,3292075111.817184,fused,shoup,-1
+3,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.424128,0.298445,0.298855,0.000411,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.365760,3350.703295,323.799297,3513467058.382412,fused,shoup,-1
+3,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.413920,0.294144,0.297163,0.003019,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.353056,3399.695334,326.677817,3564838934.879054,fused,shoup,-1
+1,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.458400,0.610714,0.611142,0.000429,0,0,0,0,0,natural,natural,"",5.111776,6549.714944,357.753298,6867873897.618151,fused,shoup,-1
+1,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.467872,1.134080,1.134457,0.000377,11,9,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.109440,3527.087873,341.547784,3698419693.753822,fused,shoup,-1
+1,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.467264,1.035725,1.036138,0.000413,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.119360,3862.029467,344.164505,4049631410.649506,fused,shoup,-1
+1,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.465952,1.047245,1.047613,0.000369,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.112192,3819.546346,344.074512,4005084628.923682,fused,shoup,-1
+2,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.460960,0.610202,0.610621,0.000419,0,0,0,0,0,natural,natural,"",5.104352,6555.210636,357.925387,6873636547.579854,fused,shoup,-1
+2,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.508384,1.135974,1.136343,0.000369,11,9,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.108448,3521.206089,340.344236,3692252196.379062,fused,shoup,-1
+2,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.460608,1.028506,1.028921,0.000416,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.107744,3889.137931,344.921019,4078056694.962870,fused,shoup,-1
+2,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.472128,1.049395,1.049851,0.000455,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.110784,3811.719347,343.869874,3996877425.825503,fused,shoup,-1
+3,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.457056,0.610099,0.610507,0.000408,0,0,0,0,0,natural,natural,"",5.102048,6556.310881,358.127607,6874790238.235615,fused,shoup,-1
+3,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.476256,1.134797,1.135200,0.000403,11,9,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.106944,3524.859954,341.355272,3696083551.029764,fused,shoup,-1
+3,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.469344,1.033370,1.033742,0.000372,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.118528,3870.831662,344.197299,4058861180.874780,fused,shoup,-1
+3,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.482208,1.048730,1.049145,0.000415,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.112736,3814.138343,343.534190,3999413926.646814,fused,shoup,-1
+1,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.669952,2.036787,2.037195,0.000407,0,0,0,0,0,natural,natural,"",20.186337,7855.508636,364.522184,8237097823.007981,fused,shoup,-1
+1,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.653696,5.834240,5.834513,0.000273,11,9,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.169855,2742.430910,335.726848,2875647233.545463,fused,shoup,-1
+1,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.631935,5.172122,5.172431,0.000310,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.162497,3093.508133,340.667963,3243778383.690192,fused,shoup,-1
+1,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.642944,5.461299,5.461561,0.000262,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.163136,2929.705949,338.499837,3072019344.928489,fused,shoup,-1
+2,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.589024,1.843302,1.843663,0.000360,0,0,0,0,0,natural,natural,"",20.164608,8680.073475,366.998285,9101716723.789658,fused,shoup,-1
+2,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.627424,5.824256,5.824550,0.000294,11,9,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158655,2747.132021,336.061485,2880576705.991887,fused,shoup,-1
+2,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.625408,5.203302,5.203605,0.000302,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.162945,3074.970244,340.485984,3224339998.661304,fused,shoup,-1
+2,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.629375,5.453107,5.453404,0.000297,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.161888,2934.107171,338.664688,3076634360.671403,fused,shoup,-1
+3,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.577791,1.838950,1.839324,0.000374,0,0,0,0,0,natural,natural,"",20.152384,8700.615328,367.232526,9123256418.600159,fused,shoup,-1
+3,radix4-default,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.632320,5.775667,5.775927,0.000260,11,9,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.162687,2770.242722,336.341665,2904810032.587291,fused,shoup,-1
+3,radix4-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.619520,5.073715,5.074021,0.000305,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.168447,3153.507704,341.430333,3306692493.709982,fused,shoup,-1
+3,radix8-matched,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-radix8","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-radix8+appt-online-register-tail-radix8+appt-online-register-tail-radix8","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.618176,5.478195,5.478493,0.000298,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.163551,2920.669937,338.553246,3062544399.533172,fused,shoup,-1
diff --git a/results/appt_physical_cores/summary.csv b/results/appt_physical_cores/summary.csv
new file mode 100644
index 0000000..f9f2386
--- /dev/null
+++ b/results/appt_physical_cores/summary.csv
@@ -0,0 +1,25 @@
+word_bits,batch,variant,kernel_ms,trials,throughput_vs_v06,throughput_vs_matched_radix4
+32,1,radix4-default,0.217651,3,0.6777225925908908,0.0
+32,1,radix4-matched,0.213658,3,0.6903883776877066,0.0
+32,1,radix8-matched,0.213914,3,0.6895621604944043,0.9988032573838084
+32,1,v06,0.147507,3,1.0,0.0
+32,4,radix4-default,0.707533,3,0.49402925375918866,0.0
+32,4,radix4-matched,0.710246,3,0.4921421591955463,0.0
+32,4,radix8-matched,0.703027,3,0.49719569803151237,1.0102684534164408
+32,4,v06,0.349542,3,1.0,0.0
+32,16,radix4-default,3.658752,3,0.2771341156766023,0.0
+32,16,radix4-matched,3.145779,3,0.32232556705350246,0.0
+32,16,radix8-matched,3.064883,3,0.3308331835179353,1.0263944822689806
+32,16,v06,1.013965,3,1.0,0.0
+64,1,radix4-default,0.318515,3,0.6391253159191875,0.0
+64,1,radix4-matched,0.298803,3,0.6812883404785093,0.0
+64,1,radix8-matched,0.294093,3,0.6921994063102488,1.0160153420856668
+64,1,v06,0.203571,3,1.0,0.0
+64,4,radix4-default,1.134797,3,0.5377190810338766,0.0
+64,4,radix4-matched,1.03337,3,0.5904971113928216,0.0
+64,4,radix8-matched,1.04873,3,0.581848521545107,0.9853537135392332
+64,4,v06,0.610202,3,1.0,0.0
+64,16,radix4-default,5.824256,3,0.3164871186980792,0.0
+64,16,radix4-matched,5.172122,3,0.3563918252508352,0.0
+64,16,radix8-matched,5.461299,3,0.3375207986231847,0.9470497769852922
+64,16,v06,1.843302,3,1.0,0.0
diff --git a/results/appt_pipeline/checkpoint/analysis.md b/results/appt_pipeline/checkpoint/analysis.md
new file mode 100644
index 0000000..e618248
--- /dev/null
+++ b/results/appt_pipeline/checkpoint/analysis.md
@@ -0,0 +1,10 @@
+# APPT Four-Axis Pipeline Scan
+
+Each APPT row is one fixed physical subgraph reused across stage-time folds. The reported state bandwidth counts token reads/writes and online fold reorders, but excludes twiddle traffic.
+
+| bits | logN | batch | best (Us,role-stages,Td,buffers,CTA/SM) | APPT ms | state GB/s | v0.6 ms | barrier ms | speedup vs v0.6 |
+|---:|---:|---:|:--|---:|---:|---:|---:|---:|
+| 32 | 20 | 1 | (7,1,4,2,2) | 0.6696 | 62.6 | 0.1284 | 0.0796 | 0.192x |
+| 32 | 20 | 4 | (7,1,8,2,2) | 2.5930 | 64.7 | 0.3102 | 0.2423 | 0.120x |
+| 64 | 20 | 1 | (7,1,4,2,2) | 0.9222 | 91.0 | 0.2040 | 0.1421 | 0.221x |
+| 64 | 20 | 4 | (7,1,8,2,2) | 3.4876 | 96.2 | 0.5545 | 0.5044 | 0.159x |
diff --git a/results/appt_pipeline/checkpoint/raw.csv b/results/appt_pipeline/checkpoint/raw.csv
new file mode 100644
index 0000000..c7ac0cf
--- /dev/null
+++ b/results/appt_pipeline/checkpoint/raw.csv
@@ -0,0 +1,121 @@
+trial,family,label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+1,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,10,30,0.804320,0.089225,0.753696,11207.679002,607.075879,11752103216.882782,fused,shoup,natural,-1
+1,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,10,30,0.806816,0.147524,0.768448,6778.545777,580.454390,7107820416.471368,fused,shoup,natural,-1
+1,appt,appt-us7-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","4+4+4","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,0.806752,0.764791,0.749792,1307.545932,430.786503,1371061283.454414,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,0.778496,0.851115,0.750336,1174.929867,420.177486,1232003260.405282,fused,shoup,natural,-1
+1,appt,appt-us7-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","8+8+8","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,0.795072,0.779605,0.760768,1282.700314,428.183859,1345008763.980141,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,0.799552,0.867396,0.782912,1152.875572,408.186535,1208877655.990674,fused,shoup,natural,-1
+1,appt,appt-us8-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,0.832256,1.735885,0.802720,576.075060,296.660117,604058481.678941,fused,shoup,natural,-1
+1,appt,appt-us8-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,0.772704,2.151902,0.751424,464.705237,272.032619,487278758.737964,fused,shoup,natural,-1
+1,appt,appt-us8-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,0.779616,1.578052,0.747104,633.692566,322.084814,664474816.036850,fused,shoup,natural,-1
+1,appt,appt-us8-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,0.778944,1.927100,0.748000,518.914511,289.515731,544121301.777766,fused,shoup,natural,-1
+1,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,10,30,2.803808,0.242278,2.654912,16509.932574,701.631494,17311919058.793427,fused,shoup,natural,-1
+1,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,10,30,2.808320,0.310101,2.624960,12899.009483,696.453844,13525591767.725483,fused,shoup,natural,-1
+1,appt,appt-us7-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","4+4+4","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,2.811200,2.596625,2.632416,1540.461122,497.497525,1615290561.862670,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,2.803008,2.869350,2.624480,1394.043737,482.111348,1461760805.250850,fused,shoup,natural,-1
+1,appt,appt-us7-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","8+8+8","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,2.794496,2.592973,2.629120,1542.630940,498.965338,1617565780.902701,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,2.802528,2.854161,2.621312,1401.462625,483.208456,1469540073.105003,fused,shoup,natural,-1
+1,appt,appt-us8-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,2.806016,5.808538,2.667296,688.641449,354.551784,722092896.499225,fused,shoup,natural,-1
+1,appt,appt-us8-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,2.796608,7.457519,2.627360,536.371409,310.523153,562426186.161483,fused,shoup,natural,-1
+1,appt,appt-us8-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,2.812224,5.730202,2.640384,698.055705,357.691863,731964458.509138,fused,shoup,natural,-1
+1,appt,appt-us8-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,2.794272,7.365735,2.623840,543.055137,312.894868,569434583.346933,fused,shoup,natural,-1
+2,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,10,30,0.786016,0.079599,0.743872,12562.982399,621.316020,13173241831.801077,fused,shoup,natural,-1
+2,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,10,30,0.785792,0.128375,0.751936,7789.650118,600.202815,8168040162.085038,fused,shoup,natural,-1
+2,appt,appt-us7-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","4+4+4","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,0.784992,0.665429,0.736960,1502.789265,457.167671,1575788756.645415,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,0.780864,0.736324,0.736320,1358.097332,443.752532,1424068267.486603,fused,shoup,natural,-1
+2,appt,appt-us7-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","8+8+8","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,0.780480,0.679834,0.738944,1470.948204,454.698892,1542400984.455249,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,0.782944,0.750626,0.746112,1332.221112,438.657642,1396935084.768177,fused,shoup,natural,-1
+2,appt,appt-us8-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,0.792128,1.499750,0.749952,666.777629,328.749424,699167019.362970,fused,shoup,natural,-1
+2,appt,appt-us8-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,0.783200,1.896687,0.744992,527.235146,291.981122,552846120.040378,fused,shoup,natural,-1
+2,appt,appt-us8-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,0.794560,1.521971,0.747616,657.042645,326.355075,688959148.679822,fused,shoup,natural,-1
+2,appt,appt-us8-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,0.775456,1.927100,0.743840,518.914511,290.158208,544121301.777766,fused,shoup,natural,-1
+2,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,10,30,2.807040,0.241903,2.625760,16535.558119,704.882706,17338789390.542255,fused,shoup,natural,-1
+2,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,10,30,2.805824,0.310306,2.620352,12890.496157,697.291451,13516664898.410759,fused,shoup,natural,-1
+2,appt,appt-us7-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","4+4+4","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,2.812896,2.596591,2.640864,1540.481349,496.872751,1615311771.011594,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,2.791456,2.869350,2.626848,1394.043737,482.645608,1461760805.250850,fused,shoup,natural,-1
+2,appt,appt-us7-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","8+8+8","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,2.804832,2.592188,2.634016,1543.098167,498.067767,1618055703.352969,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,2.785376,2.856346,2.620736,1400.390739,484.117461,1468416119.320402,fused,shoup,natural,-1
+2,appt,appt-us8-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,2.811104,5.808026,2.656448,688.702170,354.749005,722156567.093801,fused,shoup,natural,-1
+2,appt,appt-us8-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,2.796512,7.457075,2.650496,536.403340,309.979407,562459668.577406,fused,shoup,natural,-1
+2,appt,appt-us8-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,2.797760,5.731840,2.616576,697.856170,358.867468,731755230.813923,fused,shoup,natural,-1
+2,appt,appt-us8-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,2.796864,7.363925,2.636480,543.188586,312.566686,569574515.125877,fused,shoup,natural,-1
+3,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,10,30,0.788064,0.079292,0.779712,12611.655539,607.139565,13224279318.914722,fused,shoup,natural,-1
+3,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,10,30,0.768288,0.128273,0.774368,7795.868619,598.469448,8174560733.256662,fused,shoup,natural,-1
+3,appt,appt-us7-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","4+4+4","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,0.772736,0.669559,0.734176,1493.519294,459.459273,1566068487.212357,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,0.777184,0.735061,0.750816,1360.430668,441.879316,1426514948.158099,fused,shoup,natural,-1
+3,appt,appt-us7-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","8+8+8","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,0.775424,0.679629,0.739680,1471.391465,455.636334,1542865776.606238,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,0.779808,0.750353,0.736448,1332.706005,441.187692,1397443531.861050,fused,shoup,natural,-1
+3,appt,appt-us8-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,0.785152,1.499443,0.737088,666.914237,330.941376,699310263.033440,fused,shoup,natural,-1
+3,appt,appt-us8-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,0.785792,1.896414,0.748896,527.311074,291.451568,552925737.139018,fused,shoup,natural,-1
+3,appt,appt-us8-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,0.784288,1.521971,0.739360,657.042645,328.340458,688959148.679822,fused,shoup,natural,-1
+3,appt,appt-us8-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,0.776416,1.921024,0.746208,520.555713,290.389728,545842227.462511,fused,shoup,natural,-1
+3,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,10,30,2.801600,0.242483,2.664576,16495.988268,700.689923,17297297394.116749,fused,shoup,natural,-1
+3,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,10,30,2.798752,0.310238,2.619264,12893.333096,698.293081,13519639644.868061,fused,shoup,natural,-1
+3,appt,appt-us7-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","4+4+4","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,2.801888,2.598332,2.639264,1539.449338,497.544383,1614229629.115212,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,2.808320,2.865357,2.629568,1395.986762,481.739378,1463798215.354625,fused,shoup,natural,-1
+3,appt,appt-us7-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","8+8+8","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,2.798688,2.592973,2.600192,1542.630940,500.509722,1617565780.902701,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,2.810560,2.856653,2.643104,1400.240200,481.329424,1468258268.206018,fused,shoup,natural,-1
+3,appt,appt-us8-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,2.803648,5.808162,2.652992,688.686056,355.088362,722139670.171202,fused,shoup,natural,-1
+3,appt,appt-us8-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,2.795872,7.456563,2.646528,536.440146,310.102437,562498262.816284,fused,shoup,natural,-1
+3,appt,appt-us8-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,2.802944,5.731874,2.627488,697.852048,358.348899,731750908.685756,fused,shoup,natural,-1
+3,appt,appt-us8-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,2.808320,7.379285,2.647936,542.057912,311.634691,568388916.986177,fused,shoup,natural,-1
+1,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,10,30,1.409984,0.142097,1.385728,7037.443482,340.389720,7379294337.028674,fused,shoup,natural,-1
+1,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,10,30,1.413312,0.203127,1.348512,4923.017333,337.273648,5162157823.241539,fused,shoup,natural,-1
+1,appt,appt-us7-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","4+4+4","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,1.411328,0.919142,1.346144,1087.970670,271.989365,1140819933.245101,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,1.410816,1.063526,1.341920,940.268157,262.036491,985942622.490867,fused,shoup,natural,-1
+1,appt,appt-us7-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","8+8+8","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,1.411488,0.940646,1.361344,1063.098726,269.289297,1114739809.630409,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,1.418272,1.073903,1.372032,931.182932,258.785314,976416073.864051,fused,shoup,natural,-1
+1,appt,appt-us8-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,1.422528,1.935462,1.359136,516.672378,211.993467,541770255.760652,fused,shoup,natural,-1
+1,appt,appt-us8-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,1.411232,2.551774,1.346176,391.884267,188.352939,410920437.199025,fused,shoup,natural,-1
+1,appt,appt-us8-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,1.417024,1.947238,1.345600,513.547790,212.320425,538493887.351405,fused,shoup,natural,-1
+1,appt,appt-us8-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,1.416768,2.568704,1.354464,389.301392,187.268166,408212096.436907,fused,shoup,natural,-1
+1,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,10,30,5.464576,0.507938,5.106496,7874.974595,361.043097,8257509360.437504,fused,shoup,natural,-1
+1,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,10,30,5.452544,0.554462,5.127520,7214.202555,359.242949,7564639658.690096,fused,shoup,natural,-1
+1,appt,appt-us7-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","4+4+4","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,5.442080,3.498496,5.108640,1143.348438,284.713391,1198887731.567569,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,5.440960,4.135766,5.129056,967.172812,272.001866,1014154198.717471,fused,shoup,natural,-1
+1,appt,appt-us7-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","8+8+8","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,5.449152,3.488700,5.104160,1146.558919,284.859468,1202254164.750817,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,5.449120,4.103612,5.109984,974.751037,272.800757,1022100543.395704,fused,shoup,natural,-1
+1,appt,appt-us8-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,5.471712,7.451443,5.137504,536.808762,221.475856,562884784.872459,fused,shoup,natural,-1
+1,appt,appt-us8-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,5.450304,9.961096,5.165856,401.562245,194.389381,421068533.023851,fused,shoup,natural,-1
+1,appt,appt-us8-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,5.448512,7.360478,5.122304,543.442972,223.073695,569841258.014798,fused,shoup,natural,-1
+1,appt,appt-us8-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,5.442752,9.829616,5.152352,406.933513,195.841124,426700714.828101,fused,shoup,natural,-1
+2,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,10,30,1.412256,0.142609,1.372736,7012.176483,341.576595,7352799968.158265,fused,shoup,natural,-1
+2,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,10,30,1.413024,0.204390,1.400960,4892.597894,331.304172,5130260729.188336,fused,shoup,natural,-1
+2,appt,appt-us7-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","4+4+4","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,1.412640,0.922214,1.363808,1084.346560,270.368012,1137019778.351739,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,1.411264,1.062707,1.367008,940.992979,260.350284,986702653.435688,fused,shoup,natural,-1
+2,appt,appt-us7-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","8+8+8","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,1.419296,0.940988,1.359264,1062.713140,268.849889,1114335493.554823,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,1.411968,1.077248,1.361376,928.291369,259.700325,973384050.968665,fused,shoup,natural,-1
+2,appt,appt-us8-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,1.417600,1.936077,1.351808,516.508447,212.517956,541598360.925434,fused,shoup,natural,-1
+2,appt,appt-us8-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,1.412800,2.551774,1.373952,391.884267,187.317631,410920437.199025,fused,shoup,natural,-1
+2,appt,appt-us8-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,1.411040,1.947648,1.343392,513.439819,212.671844,538380671.518611,fused,shoup,natural,-1
+2,appt,appt-us8-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,1.411360,2.566827,1.342944,389.586117,187.929985,408510651.779747,fused,shoup,natural,-1
+2,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,10,30,5.459872,0.503501,5.099776,7944.376349,361.560730,8330282374.936873,fused,shoup,natural,-1
+2,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,10,30,5.442304,0.554974,5.107648,7207.546927,360.200513,7557660726.148105,fused,shoup,natural,-1
+2,appt,appt-us7-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","4+4+4","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,5.441184,3.498428,5.121664,1143.370723,284.469205,1198911099.039014,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,5.445664,4.130543,5.101920,968.395626,272.514328,1015436412.223573,fused,shoup,natural,-1
+2,appt,appt-us7-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","8+8+8","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,5.442912,3.486891,5.103968,1147.153872,285.026744,1202878018.260004,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,5.439328,4.104909,5.105824,974.443052,273.036403,1021777598.007950,fused,shoup,natural,-1
+2,appt,appt-us8-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,5.447840,7.471548,5.127616,535.364286,221.643435,561370141.079325,fused,shoup,natural,-1
+2,appt,appt-us8-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,5.449856,9.955191,5.102240,401.800441,195.052621,421318299.553568,fused,shoup,natural,-1
+2,appt,appt-us8-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,5.438624,7.361126,5.126112,543.395096,223.141288,569791056.292960,fused,shoup,natural,-1
+2,appt,appt-us8-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,5.446176,9.826715,5.133440,407.053649,196.017603,426826686.916037,fused,shoup,natural,-1
+3,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,10,30,1.410656,0.141517,1.341056,7066.299352,345.634613,7409551909.187618,fused,shoup,natural,-1
+3,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,10,30,1.410240,0.203981,1.347872,4902.422463,337.599139,5140562536.578966,fused,shoup,natural,-1
+3,appt,appt-us7-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","4+4+4","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,1.413088,0.924433,1.364256,1081.744100,270.140527,1134290900.913916,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,1.412288,1.061000,1.347648,942.506655,261.715947,988289857.789110,fused,shoup,natural,-1
+3,appt,appt-us7-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","8+8+8","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,1.412352,0.940510,1.351200,1063.253079,269.973897,1114901660.617815,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,1.415968,1.076395,1.340672,929.027262,260.889894,974155690.517244,fused,shoup,natural,-1
+3,appt,appt-us8-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,1.408896,1.933346,1.352128,517.237950,213.021123,542363300.410289,fused,shoup,natural,-1
+3,appt,appt-us8-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,1.412416,2.554846,1.340576,391.413017,188.400623,410426295.813444,fused,shoup,natural,-1
+3,appt,appt-us8-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,1.411936,1.947238,1.346944,513.547790,212.489339,538493887.351405,fused,shoup,natural,-1
+3,appt,appt-us8-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,1.410368,2.566519,1.348704,389.632730,187.772571,408559529.931500,fused,shoup,natural,-1
+3,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,10,30,5.462528,0.504422,5.109760,7929.861545,361.118043,8315062499.103607,fused,shoup,natural,-1
+3,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,10,30,5.436800,0.554155,5.123104,7218.201836,359.904522,7568833208.384657,fused,shoup,natural,-1
+3,appt,appt-us7-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","4+4+4","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,5.451008,3.499213,5.108928,1143.114187,284.512241,1198642101.423590,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,5.448928,4.138155,5.109536,966.614464,272.171451,1013568728.095088,fused,shoup,natural,-1
+3,appt,appt-us7-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","224+224+224","7+7+7","16+16+16","8+8+8","1+1+1","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,5.453472,3.487607,5.108576,1146.918059,284.704491,1202630750.490256,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,10,30,5.455552,4.104499,5.107520,974.540296,272.710448,1021879564.960868,fused,shoup,natural,-1
+3,appt,appt-us8-rs1-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,5.442432,7.440248,5.138144,537.616522,221.965439,563731781.754792,fused,shoup,natural,-1
+3,appt,appt-us8-rs2-td4-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,5.445344,9.958024,5.147008,401.686117,194.643641,421198421.442393,fused,shoup,natural,-1
+3,appt,appt-us8-rs1-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","1+1+1","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,5.452000,7.350647,5.138784,544.169752,222.947650,570603341.925896,fused,shoup,natural,-1
+3,appt,appt-us8-rs2-td8-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"8+8+4","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,10,30,5.444576,9.821764,5.160224,407.258819,195.823441,427041822.964198,fused,shoup,natural,-1
diff --git a/results/appt_pipeline/checkpoint/summary.csv b/results/appt_pipeline/checkpoint/summary.csv
new file mode 100644
index 0000000..1d4f1d4
--- /dev/null
+++ b/results/appt_pipeline/checkpoint/summary.csv
@@ -0,0 +1,41 @@
+word_bits,logN,batch,family,label,kernel_ms,trials,stage_partition,us,role_stages,td,buffers,ctas_per_sm,state_traffic_gbps
+32,20,1,baseline,barrier,0.079599,3,,,,,,,
+32,20,1,v06,resident1010,0.128375,3,10+10,,,,,,
+32,20,1,appt,appt-us7-rs1-td4-buf2-cta2,0.669559,3,7+7+6,7,1,4,2,2,62.64278428039949
+32,20,1,appt,appt-us7-rs1-td8-buf2-cta2,0.679834,3,7+7+6,7,1,8,2,2,61.696002259375085
+32,20,1,appt,appt-us7-rs2-td4-buf2-cta2,0.736324,3,7+7+6,7,2,4,2,2,56.96275009370875
+32,20,1,appt,appt-us7-rs2-td8-buf2-cta2,0.750626,3,7+7+6,7,2,8,2,2,55.877414318182424
+32,20,1,appt,appt-us8-rs1-td4-buf2-cta2,1.49975,3,8+8+4,8,1,4,2,2,27.966687781296883
+32,20,1,appt,appt-us8-rs1-td8-buf2-cta2,1.521971,3,8+8+4,8,1,8,2,2,27.558370034645865
+32,20,1,appt,appt-us8-rs2-td4-buf2-cta2,1.896687,3,8+8+4,8,2,4,2,2,22.113843770743408
+32,20,1,appt,appt-us8-rs2-td8-buf2-cta2,1.9271,3,8+8+4,8,2,8,2,2,21.764848736443362
+32,20,4,baseline,barrier,0.242278,3,,,,,,,
+32,20,4,v06,resident1010,0.310238,3,10+10,,,,,,
+32,20,4,appt,appt-us7-rs1-td8-buf2-cta2,2.592973,3,7+7+6,7,1,8,2,2,64.70262513338936
+32,20,4,appt,appt-us7-rs1-td4-buf2-cta2,2.596625,3,7+7+6,7,1,4,2,2,64.6116247051461
+32,20,4,appt,appt-us7-rs2-td8-buf2-cta2,2.856346,3,7+7+6,7,2,8,2,2,58.73663764824009
+32,20,4,appt,appt-us7-rs2-td4-buf2-cta2,2.86935,3,7+7+6,7,2,4,2,2,58.4704410406538
+32,20,4,appt,appt-us8-rs1-td8-buf2-cta2,5.73184,3,8+8+4,8,1,8,2,2,29.270209915140686
+32,20,4,appt,appt-us8-rs1-td4-buf2-cta2,5.808162,3,8+8+4,8,1,4,2,2,28.88558549158925
+32,20,4,appt,appt-us8-rs2-td8-buf2-cta2,7.365735,3,8+8+4,8,2,8,2,2,22.7773820263694
+32,20,4,appt,appt-us8-rs2-td4-buf2-cta2,7.457075,3,8+8+4,8,2,4,2,2,22.498387102181486
+64,20,1,baseline,barrier,0.142097,3,,,,,,,
+64,20,1,v06,resident1010,0.203981,3,10+10,,,,,,
+64,20,1,appt,appt-us7-rs1-td4-buf2-cta2,0.922214,3,7+7+6,7,1,4,2,2,90.96162062167784
+64,20,1,appt,appt-us7-rs1-td8-buf2-cta2,0.940646,3,7+7+6,7,1,8,2,2,89.17922363992405
+64,20,1,appt,appt-us7-rs2-td4-buf2-cta2,1.062707,3,7+7+6,7,2,4,2,2,78.93622607172061
+64,20,1,appt,appt-us7-rs2-td8-buf2-cta2,1.076395,3,7+7+6,7,2,8,2,2,77.93243186748359
+64,20,1,appt,appt-us8-rs1-td4-buf2-cta2,1.935462,3,8+8+4,8,1,4,2,2,43.34163109376469
+64,20,1,appt,appt-us8-rs1-td8-buf2-cta2,1.947238,3,8+8+4,8,1,8,2,2,43.07952083926053
+64,20,1,appt,appt-us8-rs2-td4-buf2-cta2,2.551774,3,8+8+4,8,2,4,2,2,32.87363222605136
+64,20,1,appt,appt-us8-rs2-td8-buf2-cta2,2.566827,3,8+8+4,8,2,8,2,2,32.68084681982853
+64,20,4,baseline,barrier,0.504422,3,,,,,,,
+64,20,4,v06,resident1010,0.554462,3,10+10,,,,,,
+64,20,4,appt,appt-us7-rs1-td8-buf2-cta2,3.487607,3,7+7+6,7,1,8,2,2,96.21047325573093
+64,20,4,appt,appt-us7-rs1-td4-buf2-cta2,3.498496,3,7+7+6,7,1,4,2,2,95.91102004975852
+64,20,4,appt,appt-us7-rs2-td8-buf2-cta2,4.104499,3,7+7+6,7,2,8,2,2,81.7503719698799
+64,20,4,appt,appt-us7-rs2-td4-buf2-cta2,4.135766,3,7+7+6,7,2,4,2,2,81.13232711908748
+64,20,4,appt,appt-us8-rs1-td8-buf2-cta2,7.360478,3,8+8+4,8,1,8,2,2,45.58730017262466
+64,20,4,appt,appt-us8-rs1-td4-buf2-cta2,7.451443,3,8+8+4,8,1,4,2,2,45.030783970299446
+64,20,4,appt,appt-us8-rs2-td8-buf2-cta2,9.826715,3,8+8+4,8,2,8,2,2,34.14613327037571
+64,20,4,appt,appt-us8-rs2-td4-buf2-cta2,9.958024,3,8+8+4,8,2,4,2,2,33.695873799862305
diff --git a/results/appt_pipeline/generated_checkpoint/analysis.md b/results/appt_pipeline/generated_checkpoint/analysis.md
new file mode 100644
index 0000000..8551dee
--- /dev/null
+++ b/results/appt_pipeline/generated_checkpoint/analysis.md
@@ -0,0 +1,10 @@
+# APPT Four-Axis Pipeline Scan
+
+Each APPT row is one fixed physical subgraph reused across stage-time folds. The reported state bandwidth counts token reads/writes and online fold reorders, but excludes twiddle traffic.
+
+| bits | logN | batch | best (Us,role-stages,replicas,Td,token-group,buffers,CTA/SM) | APPT ms | state GB/s | v0.6 ms | barrier ms | speedup vs v0.6 |
+|---:|---:|---:|:--|---:|---:|---:|---:|---:|
+| 32 | 20 | 1 | (7,2,2,4,2,2,2) | 0.3515 | 119.3 | 0.1364 | 0.0832 | 0.388x |
+| 32 | 20 | 4 | (7,2,2,8,2,2,2) | 1.2081 | 138.9 | 0.3194 | 0.2525 | 0.264x |
+| 64 | 20 | 1 | (7,2,2,4,1,2,2) | 0.5377 | 156.0 | 0.2033 | 0.1414 | 0.378x |
+| 64 | 20 | 4 | (7,2,2,4,2,2,2) | 1.9723 | 170.1 | 0.5551 | 0.5047 | 0.281x |
diff --git a/results/appt_pipeline/generated_checkpoint/raw.csv b/results/appt_pipeline/generated_checkpoint/raw.csv
new file mode 100644
index 0000000..9d11f9f
--- /dev/null
+++ b/results/appt_pipeline/generated_checkpoint/raw.csv
@@ -0,0 +1,121 @@
+trial,family,label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+1,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,30,0.777248,0.088883,0.739520,11250.720198,622.800255,11797235182.619247,fused,shoup,natural,-1
+1,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,0.780256,0.147422,0.744672,6783.254226,597.961010,7112757583.319805,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.786880,0.630477,0.738016,1586.101104,463.956849,1663147551.394327,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,0.781280,0.582622,0.740640,1716.379091,475.162804,1799753922.102948,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.783808,0.399428,0.732864,2503.578376,521.893349,2625192198.972303,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,0.781792,0.380894,0.741600,2625.403333,525.131254,2752934925.812772,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.779456,0.635529,0.738400,1573.493397,464.385236,1649927412.629052,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,0.777888,0.587810,0.734368,1701.229530,476.175469,1783868455.533858,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.780064,0.427486,0.733952,2339.258533,515.065179,2452890355.261828,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,0.785696,0.409941,0.743488,2439.373544,515.696417,2557868553.295198,fused,shoup,natural,-1
+1,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,30,2.804032,0.271223,2.629024,14747.985386,701.227899,15464383523.921434,fused,shoup,natural,-1
+1,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,2.810784,0.349833,2.616256,11434.042298,692.416166,11989462336.650074,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.808096,2.435891,2.611392,1642.109500,509.205214,1721876610.759383,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,2.805248,2.043665,2.616320,1957.267784,535.817161,2052344023.960560,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.799744,1.354786,2.609408,2952.495475,591.371481,3095915895.247506,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,2.799168,1.272832,2.605984,3142.598463,598.983156,3295253325.898737,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.799936,2.206037,2.611072,1813.205983,525.138001,1901284276.756711,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,2.796928,2.010658,2.608608,1989.398470,539.360219,2086035490.024736,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.803104,1.351373,2.613856,2959.952936,590.987485,3103735610.184669,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,2.813600,1.268531,2.617024,3153.253140,597.090211,3306425564.612148,fused,shoup,natural,-1
+2,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,30,0.789184,0.083183,0.752800,12021.697103,615.321420,12605663061.767956,fused,shoup,natural,-1
+2,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,0.782400,0.136363,0.760416,7333.386004,595.529252,7689612562.896679,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.771072,0.579994,0.731168,1724.156940,480.253524,1807909587.021172,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,0.786304,0.535689,0.740576,1866.756452,484.832372,1957436013.417063,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.780960,0.365909,0.737504,2732.917632,530.680402,2865671838.664642,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,0.788320,0.351471,0.739552,2845.185378,532.100853,2983393103.065034,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.777536,0.583851,0.735008,1712.766691,477.009420,1795966045.290902,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,0.777248,0.539853,0.743360,1852.356798,485.328329,1942336881.301087,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.774976,0.393591,0.733184,2540.705510,525.831068,2664122820.399103,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,0.785824,0.373965,0.740704,2674.048563,526.179319,2803943145.906784,fused,shoup,natural,-1
+2,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,30,2.805920,0.252518,2.617472,15840.430746,704.732784,16609895510.082186,fused,shoup,natural,-1
+2,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,2.811424,0.319386,2.616352,12524.046633,695.995731,13132414721.791819,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.813632,2.244710,2.611680,1781.967217,521.510873,1868528056.293167,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,2.809056,1.941948,2.607520,2059.787708,543.587285,2159843956.167614,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.799360,1.287748,2.607392,3106.197272,597.505386,3257083910.295244,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,2.798400,1.211529,2.608320,3301.614340,604.389518,3461993558.307270,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.806112,2.097357,2.617024,1907.162390,531.880039,1999804710.133237,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,2.799808,1.914334,2.607808,2089.499730,546.302559,2190999268.481006,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.804672,1.285496,2.606272,3111.640561,597.332358,3262791612.981218,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,2.799744,1.207194,2.607200,3313.470148,604.765180,3474425274.165239,fused,shoup,natural,-1
+3,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,30,0.777952,0.079701,0.738592,12546.841399,626.470099,13156316767.146051,fused,shoup,natural,-1
+3,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,0.777728,0.128341,0.756896,7791.722151,601.335432,8170212845.873272,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.792128,0.549786,0.744896,1818.890809,479.200394,1907245248.461384,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,0.781344,0.508860,0.736800,1965.178014,493.338995,2060638501.205423,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.776288,0.347887,0.729856,2874.497019,539.365326,3014128585.939578,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,0.781632,0.333722,0.734784,2996.509594,540.500333,3142068044.453220,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.781952,0.555213,0.731904,1801.111227,483.309209,1888602006.394684,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,0.776864,0.512546,0.731136,1951.043929,494.915697,2045817839.293591,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,0.777216,0.377788,0.732800,2646.989028,529.716075,2775569166.614037,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,0.777664,0.359663,0.737472,2780.380909,533.390526,2915440692.144021,fused,shoup,natural,-1
+3,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,30,2.805408,0.242005,2.617376,16528.561356,706.116274,17331452752.424328,fused,shoup,natural,-1
+3,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,2.799744,0.311159,2.605984,12855.145004,699.681448,13479596527.742613,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.798880,2.132036,2.608000,1876.140744,530.580234,1967276156.983220,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,2.804672,1.943415,2.615808,2058.232117,543.190767,2158212800.379818,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.803904,1.289216,2.612704,3102.661029,596.496417,3253375890.933908,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,2.799520,1.211699,2.611616,3301.149524,603.970954,3461506163.168190,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.808640,2.096879,2.618400,1907.596952,531.637826,2000260381.802826,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,2.794336,1.912866,2.607104,2091.102962,546.873464,2192680379.384535,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,2.797792,1.284779,2.607744,3113.376612,597.879204,3264611994.040550,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,2.802112,1.208115,2.608416,3310.942478,604.353454,3471774819.422748,fused,shoup,natural,-1
+1,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,30,1.413472,0.141005,1.348512,7091.957113,344.472553,7436456021.899945,fused,shoup,natural,-1
+1,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,1.411040,0.203025,1.336736,4925.500019,338.891035,5164761107.932883,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.410624,0.838622,1.345952,1192.432554,278.148804,1250356157.570502,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,1.415040,0.806571,1.348128,1239.816905,280.132550,1300042251.252678,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.413152,0.537737,1.339264,1859.646750,303.937275,1949980950.911145,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,1.411968,0.538658,1.346432,1856.465023,303.300690,1946644667.677011,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.422080,0.827904,1.346784,1207.869532,278.027383,1266543002.281078,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,1.416000,0.786910,1.340032,1270.793553,282.251315,1332523620.527767,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.411136,0.570266,1.353408,1753.568891,299.867195,1838750253.010070,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,1.417216,0.636041,1.348224,1572.226757,293.989627,1648599243.783004,fused,shoup,natural,-1
+1,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,30,5.459264,0.545178,5.106432,7337.058886,360.007704,7693463858.624039,fused,shoup,natural,-1
+1,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,5.448480,0.607744,5.108288,6581.718206,358.278088,6901431749.257692,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.460320,3.420570,5.099968,1169.395861,286.105482,1226200434.143410,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,5.457728,3.071864,5.104928,1302.141128,293.373006,1365393935.456170,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.453056,1.984171,5.104768,2015.955608,318.928545,2113882667.585012,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,5.457088,1.973453,5.100160,2026.904310,319.215982,2125363214.282599,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.451744,3.051179,5.103168,1310.968777,293.985985,1374650396.111575,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,5.452224,2.878771,5.101728,1389.481684,297.780278,1456977145.976270,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.453696,2.020113,5.106880,1980.087027,317.947605,2076271734.785764,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,5.454464,1.973009,5.106656,2027.360128,319.128673,2125841173.165769,fused,shoup,natural,-1
+2,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,30,1.411232,0.141619,1.354240,7061.189170,343.986463,7404193495.395576,fused,shoup,natural,-1
+2,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,1.414400,0.203708,1.350816,4908.994006,336.822396,5147453298.493394,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.415072,0.843230,1.347520,1185.916216,277.329286,1243523281.844342,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,1.413184,0.809097,1.344544,1235.946492,280.361416,1295983829.282015,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.413792,0.537225,1.346464,1861.419094,303.261831,1951839387.730702,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,1.416288,0.537737,1.348960,1859.646750,302.756483,1949980950.911145,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.426624,0.828689,1.352064,1206.725265,277.209729,1265343151.608761,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,1.432160,0.787251,1.359584,1270.242531,279.408028,1331945832.081505,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.424000,0.567637,1.356864,1761.688242,298.641064,1847264010.046860,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,1.425248,0.561869,1.350848,1779.774964,299.583749,1866229312.985793,fused,shoup,natural,-1
+2,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,30,5.452768,0.504661,5.103584,7926.107725,361.630531,8311126333.933480,fused,shoup,natural,-1
+2,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,5.444960,0.555145,5.108064,7205.330596,360.095355,7555336735.209979,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.461728,3.201638,5.112672,1249.360397,290.359242,1310049327.721846,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,5.455008,3.073536,5.102784,1301.432651,293.441693,1364651043.709329,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.460160,1.985741,5.098752,2014.361612,318.860963,2112211241.512629,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,5.460992,1.972258,5.098848,2028.132129,319.180400,2126650674.776028,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.462208,3.049711,5.108320,1311.599797,293.680608,1375312068.268293,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,5.457664,2.880751,5.107264,1388.526747,297.493339,1455975822.417851,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.454016,2.020898,5.099104,1979.318004,318.116287,2075465354.879469,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,5.459328,1.974340,5.103616,2025.993169,319.048349,2124407812.721279,fused,shoup,natural,-1
+3,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,30,1.422336,0.141449,1.360096,7069.709506,342.011243,7413127714.938082,fused,shoup,natural,-1
+3,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,1.412832,0.203332,1.351904,4918.058742,336.919469,5156958363.150885,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.419808,0.842991,1.347072,1186.252377,277.018212,1243875772.149427,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,1.419616,0.809335,1.346048,1235.581581,279.720323,1295601192.100746,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.409088,0.538248,1.343392,1857.877984,303.884078,1948126265.464833,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,1.413888,0.538283,1.344832,1857.760104,303.305801,1948002658.921984,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.414656,0.828109,1.345632,1207.570811,278.675982,1266229770.510229,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,1.419360,0.787115,1.349152,1270.462902,281.244373,1332176907.497906,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,1.414272,0.570982,1.346368,1751.367478,300.154072,1836441904.757610,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,1.419872,0.561971,1.351488,1779.450470,300.000184,1865889056.124463,fused,shoup,natural,-1
+3,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,30,5.455584,0.500087,5.109504,7998.601204,361.494485,8387141256.504143,fused,shoup,natural,-1
+3,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,5.451936,0.553062,5.106400,7232.457222,359.990700,7583781064.356811,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.451520,3.201365,5.098016,1249.466840,290.890025,1310160941.680581,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,5.459872,3.073707,5.105888,1301.360372,293.266607,1364575253.637976,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.454848,1.984375,5.104544,2015.747547,318.883463,2113664499.969122,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,5.450400,1.970176,5.104576,2030.275364,319.357400,2128898020.052115,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.455040,3.051213,5.103776,1310.954128,293.900922,1374635035.945951,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","128+128+128","4+4+4","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,5.452864,2.879590,5.108928,1389.086509,297.588433,1456562775.429490,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,30,5.455200,2.021547,5.097344,1978.683052,318.114454,2074799559.571604,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,30,5.452320,1.970995,5.093536,2029.431642,319.569190,2128013313.298866,fused,shoup,natural,-1
diff --git a/results/appt_pipeline/generated_checkpoint/summary.csv b/results/appt_pipeline/generated_checkpoint/summary.csv
new file mode 100644
index 0000000..ee19494
--- /dev/null
+++ b/results/appt_pipeline/generated_checkpoint/summary.csv
@@ -0,0 +1,41 @@
+word_bits,logN,batch,family,label,kernel_ms,trials,stage_partition,us,role_stages,replicas,td,token_interleave,buffers,ctas_per_sm,state_traffic_gbps
+32,20,1,baseline,barrier,0.083183,3,,,,,,,,,
+32,20,1,v06,resident1010,0.136363,3,10+10,,,,,,,,
+32,20,1,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,0.351471,3,7+7+6,7,2,2,4,2,2,2,119.33570621758267
+32,20,1,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,0.365909,3,7+7+6,7,2,2,4,1,2,2,114.62697009365716
+32,20,1,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,0.373965,3,7+7+6,7,2,2,8,2,2,2,112.15766181327129
+32,20,1,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,0.393591,3,7+7+6,7,2,2,8,1,2,2,106.56503832658775
+32,20,1,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,0.535689,3,7+7+6,7,2,1,4,2,2,2,78.29737030254495
+32,20,1,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,0.539853,3,7+7+6,7,2,1,8,2,2,2,77.6934461788672
+32,20,1,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,0.579994,3,7+7+6,7,2,1,4,1,2,2,72.31633430690663
+32,20,1,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,0.583851,3,7+7+6,7,2,1,8,1,2,2,71.8386026571848
+32,20,4,baseline,barrier,0.252518,3,,,,,,,,,
+32,20,4,v06,resident1010,0.319386,3,10+10,,,,,,,,
+32,20,4,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,1.208115,3,7+7+6,7,2,2,8,2,2,2,138.87101807361054
+32,20,4,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,1.211699,3,7+7+6,7,2,2,4,2,2,2,138.4602611704722
+32,20,4,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,1.285496,3,7+7+6,7,2,2,8,1,2,2,130.51161574987398
+32,20,4,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,1.289216,3,7+7+6,7,2,2,4,1,2,2,130.13502779984114
+32,20,4,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,1.914334,3,7+7+6,7,2,1,8,2,2,2,87.63996251437837
+32,20,4,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,1.943415,3,7+7+6,7,2,1,4,2,2,2,86.32852993313317
+32,20,4,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,2.097357,3,7+7+6,7,2,1,8,1,2,2,79.99218063496104
+32,20,4,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,2.24471,3,7+7+6,7,2,1,4,1,2,2,74.74112914363103
+64,20,1,baseline,barrier,0.141449,3,,,,,,,,,
+64,20,1,v06,resident1010,0.203332,3,10+10,,,,,,,,
+64,20,1,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,0.537737,3,7+7+6,7,2,2,4,1,2,2,155.9983411965329
+64,20,1,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,0.538283,3,7+7+6,7,2,2,4,2,2,2,155.84010641242617
+64,20,1,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,0.561971,3,7+7+6,7,2,2,8,2,2,2,149.27119015038141
+64,20,1,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,0.570266,3,7+7+6,7,2,2,8,1,2,2,147.09991477661302
+64,20,1,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,0.787115,3,7+7+6,7,2,1,8,2,2,2,106.57410924706046
+64,20,1,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,0.809097,3,7+7+6,7,2,1,4,2,2,2,103.67864421694803
+64,20,1,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,0.828109,3,7+7+6,7,2,1,8,1,2,2,101.29835565124881
+64,20,1,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,0.842991,3,7+7+6,7,2,1,4,1,2,2,99.51005408124168
+64,20,4,baseline,barrier,0.504661,3,,,,,,,,,
+64,20,4,v06,resident1010,0.555145,3,10+10,,,,,,,,
+64,20,4,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,1.972258,3,7+7+6,7,2,2,4,2,2,2,170.13206182963893
+64,20,4,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,1.973009,3,7+7+6,7,2,2,8,2,2,2,170.0673032915714
+64,20,4,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,1.984375,3,7+7+6,7,2,2,4,1,2,2,169.09320062992126
+64,20,4,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,2.020898,3,7+7+6,7,2,2,8,1,2,2,166.03723691151163
+64,20,4,appt,appt-us7-rs2-rep1-td8-ti2-buf2-cta2,2.87959,3,7+7+6,7,2,1,8,2,2,2,116.52503307762564
+64,20,4,appt,appt-us7-rs2-rep1-td8-ti1-buf2-cta2,3.051179,3,7+7+6,7,2,1,8,1,2,2,109.97202065168906
+64,20,4,appt,appt-us7-rs2-rep1-td4-ti2-buf2-cta2,3.073536,3,7+7+6,7,2,1,4,2,2,2,109.17208062635349
+64,20,4,appt,appt-us7-rs2-rep1-td4-ti1-buf2-cta2,3.201638,3,7+7+6,7,2,1,4,1,2,2,104.8039534763143
diff --git a/results/appt_pipeline/generated_ncu/analysis.csv b/results/appt_pipeline/generated_ncu/analysis.csv
new file mode 100644
index 0000000..ebb38a3
--- /dev/null
+++ b/results/appt_pipeline/generated_ncu/analysis.csv
@@ -0,0 +1,6 @@
+implementation,batch1_us,batch4_us,fixed_us,steady_us_per_transform,fixed_share_batch1_pct,fixed_share_batch4_pct,global_load_sector_ratio_b1,global_store_sector_ratio_b1,warp_instruction_ratio_b1,integer_instruction_ratio_b1,dram_peak_pct_b1,active_warps_pct_b1,barrier_stall_pct_b1,wait_stall_pct_b1,long_scoreboard_stall_pct_b1,registers_per_thread,shared_mem_bytes,waves_per_sm
+barrier,155.36,530.112,30.442666666666696,124.91733333333332,19.594919327154155,5.742685822367103,1.0,1.0,1.0,1.0,35.21,22.91,15.13,14.55,37.47,48.0,32800.0,1.0
+resident-10+10,227.84,602.528,102.944,124.896,45.18258426966292,17.085347071007487,1.0150125332706224,1.0000057220458984,1.25677741975567,1.035574215881881,24.29,23.47,2.82,15.27,21.77,48.0,32816.0,1.0
+APPT Us8 role1,2143.328,8055.808,172.50133333333338,1970.8266666666666,8.048293743810252,2.141328757256049,3.665650287009225,4.000953674316406,13.531117532238229,5.262169564899416,10.89,25.0,39.13,17.32,8.94,125.0,28728.0,1.0
+APPT Us8 role2,2992.128,11388.416000000001,193.36533333333318,2798.762666666667,6.462468628793059,1.6979124518575117,3.6914600725807314,4.000724792480469,9.288226613999976,3.6637056354594835,4.84,12.5,39.7,17.55,13.62,142.0,12312.0,0.67
+APPT Us7 role2 rep2 group2,659.424,2282.2400000000002,118.48533333333319,540.9386666666668,17.968004399799398,5.191624602729475,3.5586712060801062,4.001804351806641,3.8615968982988202,2.0599698726845883,24.04,25.0,24.21,18.44,30.76,116.0,24600.0,1.0
diff --git a/results/appt_pipeline/generated_ncu/analysis.md b/results/appt_pipeline/generated_ncu/analysis.md
new file mode 100644
index 0000000..95bc507
--- /dev/null
+++ b/results/appt_pipeline/generated_ncu/analysis.md
@@ -0,0 +1,33 @@
+# APPT Pipeline NCU Attribution
+
+Matched Tesla V100 captures, uint64 `logN=20`. NCU reports one cooperative kernel for every implementation; the APPT backend does not use the CUDA Graph API.
+
+## Fixed-Cost Fit
+
+The two-point model is `T(batch)=T_fixed+batch*T_steady`. It includes cooperative admission and pipeline fill/drain in the fixed term; it does not misclassify repeated in-kernel handoffs as launch cost.
+
+| implementation | batch 1 us | batch 4 us | fixed us | steady us/transform | fixed share b1 | fixed share b4 |
+|:--|---:|---:|---:|---:|---:|---:|
+| barrier | 155.4 | 530.1 | 30.4 | 124.9 | 19.6% | 5.7% |
+| resident-10+10 | 227.8 | 602.5 | 102.9 | 124.9 | 45.2% | 17.1% |
+| APPT Us8 role1 | 2143.3 | 8055.8 | 172.5 | 1970.8 | 8.0% | 2.1% |
+| APPT Us8 role2 | 2992.1 | 11388.4 | 193.4 | 2798.8 | 6.5% | 1.7% |
+| APPT Us7 role2 rep2 group2 | 659.4 | 2282.2 | 118.5 | 540.9 | 18.0% | 5.2% |
+
+## Batch-1 Hardware Attribution
+
+Ratios use the v0.6 barrier kernel as 1.0x.
+
+| implementation | load sectors | store sectors | warp inst | integer inst | DRAM peak | active warps | barrier stall | wait stall | long scoreboard | regs | shared B | waves/SM |
+|:--|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| barrier | 1.00x | 1.00x | 1.00x | 1.00x | 35.2% | 22.9% | 15.1% | 14.6% | 37.5% | 48 | 32800 | 1.00 |
+| resident-10+10 | 1.02x | 1.00x | 1.26x | 1.04x | 24.3% | 23.5% | 2.8% | 15.3% | 21.8% | 48 | 32816 | 1.00 |
+| APPT Us8 role1 | 3.67x | 4.00x | 13.53x | 5.26x | 10.9% | 25.0% | 39.1% | 17.3% | 8.9% | 125 | 28728 | 1.00 |
+| APPT Us8 role2 | 3.69x | 4.00x | 9.29x | 3.66x | 4.8% | 12.5% | 39.7% | 17.6% | 13.6% | 142 | 12312 | 0.67 |
+| APPT Us7 role2 rep2 group2 | 3.56x | 4.00x | 3.86x | 2.06x | 24.0% | 25.0% | 24.2% | 18.4% | 30.8% | 116 | 24600 | 1.00 |
+
+## Conclusion
+
+The APPT fixed term is `118.5 us`, only `18.0%` of batch-1 time. Its fitted steady cost is `540.9 us/transform`, versus `124.9 us/transform` for v0.6. Therefore even infinite batching cannot close the present gap.
+
+The initial Us8 capture attributes its sustained cost to token handoff polling, fold-layout traffic, excessive integer/index instructions, and register-limited latency hiding. The optional Us7 generated row measures the replicated/grouped-handoff optimization using the same counters. CUDA Graph capture could reduce application-side submission latency, but it cannot improve these in-kernel counters.
diff --git a/results/appt_pipeline/generated_ncu/summary.csv b/results/appt_pipeline/generated_ncu/summary.csv
new file mode 100644
index 0000000..20804b4
--- /dev/null
+++ b/results/appt_pipeline/generated_ncu/summary.csv
@@ -0,0 +1,11 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+barrier_b1,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned long,",160,256,155.36,30.20263671875,16.652069091796875,2993632.0,524288.0,35.21,52.07,52.43,1309311.0,1966410.0,18936447.0,,476657140.0,,,,,22.91,15.13,14.55,37.47,0.88,48.0,32800.0,1.0,5.0,2.0,8.0
+barrier_b4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned long,",160,256,530.112,128.37457275390625,65.1884765625,11959081.0,2097152.0,42.61,49.95,52.71,5213848.0,7866163.0,75162924.0,,1903732915.0,,,,,24.27,7.01,15.02,43.91,0.98,48.0,32800.0,1.0,5.0,2.0,8.0
+resident1010_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,227.84,30.879241943359375,16.53472900390625,3038574.0,524291.0,24.29,52.23,50.89,1268731.0,1966636.0,23798899.0,,493613844.0,,,,,23.47,2.82,15.27,21.77,0.41,48.0,32816.0,1.0,5.0,2.0,8.0
+resident1010_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,602.528,130.05075073242188,65.15478515625,12016664.0,2097155.0,37.81,50.24,51.9,5089707.0,7866591.0,82198053.0,,1935225137.0,,,,,24.34,3.5,15.75,32.02,0.55,48.0,32816.0,1.0,5.0,2.0,8.0
+appt_us7_rs2_rep2_ti2_b1,0,"void cuntt::<unnamed>::appt_pipeline_kernel<unsigned long,",160,256,659.424,76.9495849609375,58.889984130859375,10653352.0,2098098.0,24.04,89.82,74.35,135349.0,0.0,73124925.0,,981899348.0,,,,,25.0,24.21,18.44,30.76,0.28,116.0,24600.0,1.0,2.0,2.0,8.0
+appt_us7_rs2_rep2_ti2_b4,0,"void cuntt::<unnamed>::appt_pipeline_kernel<unsigned long,",160,256,2282.2400000000002,335.26678466796875,235.85833740234375,42401789.0,8379704.0,29.2,88.91,74.5,505972.0,0.0,280323159.0,,3649900724.0,,,,,25.0,15.9,19.67,35.55,0.31,116.0,24600.0,1.0,2.0,2.0,8.0
+appt_us8_rs2_td8_b1,0,"void cuntt::<unnamed>::appt_pipeline_kernel<unsigned long,",160,128,2992.128,75.02224731445312,48.951995849609375,11050873.0,2097532.0,4.84,95.66,86.36,205558.0,0.0,175886011.0,,1746331450.0,,,,,12.5,39.7,17.55,13.62,0.02,142.0,12312.0,0.67,3.0,5.0,16.0
+appt_us8_rs2_td8_b4,0,"void cuntt::<unnamed>::appt_pipeline_kernel<unsigned long,",160,128,11388.416000000001,341.4748229980469,190.44815063476562,43818708.0,8392771.0,5.45,95.17,86.4,788626.0,0.0,694624810.0,,6877374451.0,,,,,12.5,37.65,18.23,13.51,0.02,142.0,12312.0,0.67,3.0,5.0,16.0
+appt_us8_td8_b1,0,"void cuntt::<unnamed>::appt_pipeline_kernel<unsigned long,",160,256,2143.328,75.248779296875,124.71780395507812,10973608.0,2097652.0,10.89,96.6,81.76,451479.0,0.0,256231290.0,,2508250695.0,,,,,25.0,39.13,17.32,8.94,0.06,125.0,28728.0,1.0,2.0,2.0,8.0
+appt_us8_td8_b4,0,"void cuntt::<unnamed>::appt_pipeline_kernel<unsigned long,",160,256,8055.808,314.5611572265625,512.8324584960938,43675775.0,8387913.0,11.99,96.47,81.22,1760179.0,0.0,1008818753.0,,9652300212.0,,,,,25.0,35.93,18.03,9.48,0.07,125.0,28728.0,1.0,2.0,2.0,8.0
diff --git a/results/appt_pipeline/ncu/analysis.csv b/results/appt_pipeline/ncu/analysis.csv
new file mode 100644
index 0000000..fc889f4
--- /dev/null
+++ b/results/appt_pipeline/ncu/analysis.csv
@@ -0,0 +1,5 @@
+implementation,batch1_us,batch4_us,fixed_us,steady_us_per_transform,fixed_share_batch1_pct,fixed_share_batch4_pct,global_load_sector_ratio_b1,global_store_sector_ratio_b1,warp_instruction_ratio_b1,integer_instruction_ratio_b1,dram_peak_pct_b1,active_warps_pct_b1,barrier_stall_pct_b1,wait_stall_pct_b1,long_scoreboard_stall_pct_b1,registers_per_thread,shared_mem_bytes,waves_per_sm
+barrier,153.888,546.912,22.879999999999995,131.008,14.867955915990848,4.183488385700075,1.0,1.0,1.0,1.0,35.99,22.56,14.26,14.51,38.83,48.0,32800.0,1.0
+resident-10+10,229.856,609.376,103.34933333333333,126.50666666666666,44.962643278110356,16.95986276672093,1.0047303296017769,1.0000057220458984,1.2595192858963051,1.0355533224017608,24.12,23.56,2.74,15.2,21.55,48.0,32816.0,1.0
+APPT Us8 role1,2227.232,8432.576000000001,158.78399999999965,2068.4480000000003,7.1292079136793856,1.882983325617221,4.173637383784857,4.000619888305664,13.503070844761943,5.284325514564275,10.52,25.0,39.2,16.74,9.17,127.0,28728.0,1.0
+APPT Us8 role2,3001.92,11484.16,174.50666666666666,2827.4133333333334,5.813168461073801,1.5195422796849456,4.181028149289335,4.001087188720703,9.179178657537763,3.6796085957064393,4.85,12.5,39.72,17.08,14.26,132.0,12312.0,0.67
diff --git a/results/appt_pipeline/ncu/analysis.md b/results/appt_pipeline/ncu/analysis.md
new file mode 100644
index 0000000..971da6f
--- /dev/null
+++ b/results/appt_pipeline/ncu/analysis.md
@@ -0,0 +1,31 @@
+# APPT Pipeline NCU Attribution
+
+Matched Tesla V100 captures, uint64 `logN=20`. NCU reports one cooperative kernel for every implementation; the APPT backend does not use the CUDA Graph API.
+
+## Fixed-Cost Fit
+
+The two-point model is `T(batch)=T_fixed+batch*T_steady`. It includes cooperative admission and pipeline fill/drain in the fixed term; it does not misclassify repeated in-kernel handoffs as launch cost.
+
+| implementation | batch 1 us | batch 4 us | fixed us | steady us/transform | fixed share b1 | fixed share b4 |
+|:--|---:|---:|---:|---:|---:|---:|
+| barrier | 153.9 | 546.9 | 22.9 | 131.0 | 14.9% | 4.2% |
+| resident-10+10 | 229.9 | 609.4 | 103.3 | 126.5 | 45.0% | 17.0% |
+| APPT Us8 role1 | 2227.2 | 8432.6 | 158.8 | 2068.4 | 7.1% | 1.9% |
+| APPT Us8 role2 | 3001.9 | 11484.2 | 174.5 | 2827.4 | 5.8% | 1.5% |
+
+## Batch-1 Hardware Attribution
+
+Ratios use the v0.6 barrier kernel as 1.0x.
+
+| implementation | load sectors | store sectors | warp inst | integer inst | DRAM peak | active warps | barrier stall | wait stall | long scoreboard | regs | shared B | waves/SM |
+|:--|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| barrier | 1.00x | 1.00x | 1.00x | 1.00x | 36.0% | 22.6% | 14.3% | 14.5% | 38.8% | 48 | 32800 | 1.00 |
+| resident-10+10 | 1.00x | 1.00x | 1.26x | 1.04x | 24.1% | 23.6% | 2.7% | 15.2% | 21.6% | 48 | 32816 | 1.00 |
+| APPT Us8 role1 | 4.17x | 4.00x | 13.50x | 5.28x | 10.5% | 25.0% | 39.2% | 16.7% | 9.2% | 127 | 28728 | 1.00 |
+| APPT Us8 role2 | 4.18x | 4.00x | 9.18x | 3.68x | 4.8% | 12.5% | 39.7% | 17.1% | 14.3% | 132 | 12312 | 0.67 |
+
+## Conclusion
+
+The APPT fixed term is `158.8 us`, only `7.1%` of batch-1 time. Its fitted steady cost is `2068.4 us/transform`, versus `131.0 us/transform` for v0.6. Therefore even infinite batching cannot close the present gap.
+
+The dominant costs are sustained inside the kernel: token handoff polling and barriers, 4x global sectors from fold layout traffic, 13.5x warp instructions, and 127 registers/thread. DRAM reaches only 10.5% of peak. Fusing two stages reduces instructions but halves active warps to 12.5%, so it is slower. CUDA Graph capture could reduce host submission latency for a multi-operation application, but it cannot improve these NCU kernel counters.
diff --git a/results/appt_pipeline/online_checkpoint/analysis.md b/results/appt_pipeline/online_checkpoint/analysis.md
new file mode 100644
index 0000000..9dc4515
--- /dev/null
+++ b/results/appt_pipeline/online_checkpoint/analysis.md
@@ -0,0 +1,10 @@
+# APPT Four-Axis Pipeline Scan
+
+Each APPT row is one fixed physical subgraph reused across stage-time folds. The reported state bandwidth counts token reads/writes and online fold reorders, but excludes twiddle traffic.
+
+| bits | logN | batch | best staged APPT point | staged ms | online ms | v0.6 ms | online/staged | online/v0.6 |
+|---:|---:|---:|:--|---:|---:|---:|---:|---:|
+| 32 | 20 | 1 | (7,2,2,4,2,2,2) | 0.3360 | 0.2574 | 0.1290 | 1.305x | 0.501x |
+| 32 | 20 | 4 | (7,2,2,8,2,2,2) | 1.2080 | 0.8616 | 0.3103 | 1.402x | 0.360x |
+| 64 | 20 | 1 | (7,2,2,4,2,2,2) | 0.5401 | 0.6082 | 0.2034 | 0.888x | 0.334x |
+| 64 | 20 | 4 | (7,2,2,4,2,2,2) | 1.9801 | 1.8293 | 0.5541 | 1.082x | 0.303x |
diff --git a/results/appt_pipeline/online_checkpoint/raw.csv b/results/appt_pipeline/online_checkpoint/raw.csv
new file mode 100644
index 0000000..e21028e
--- /dev/null
+++ b/results/appt_pipeline/online_checkpoint/raw.csv
@@ -0,0 +1,85 @@
+trial,family,label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+1,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,50,0.794368,0.089457,0.089601,0.000144,0.751008,11178.599092,611.683404,11721610721.253223,fused,shoup,natural,-1
+1,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,50,0.793312,0.147436,0.147658,0.000223,0.732832,6782.626238,597.521644,7112099089.839634,fused,shoup,natural,-1
+1,appt-online,online-w6-6-8-td4-ti2-cta3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,0.794848,0.295096,0.295270,0.000173,0.736512,3388.724199,547.508297,3553334865.935034,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,0.784576,0.400978,0.401143,0.000165,0.735072,2493.902786,520.663588,2615046607.438192,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,0.780384,0.384205,0.384377,0.000172,0.715168,2602.778687,531.983718,2729211264.333618,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,0.790560,0.434975,0.435186,0.000211,0.730496,2298.984285,511.239421,2410659745.239864,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,0.795264,0.409129,0.409312,0.000183,0.725344,2444.217076,518.205338,2562947364.770482,fused,shoup,natural,-1
+1,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,50,2.837280,0.271360,0.271492,0.000132,2.607104,14740.565499,699.821392,15456603209.188990,fused,shoup,natural,-1
+1,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,50,2.831520,0.350351,0.350596,0.000245,2.609184,11417.109844,690.720374,11971707371.282751,fused,shoup,natural,-1
+1,appt-online,online-w7-7-6-td8-ti2-cta3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","7+7+6","ring+ring","2+2",8,0,5,50,2.837024,0.890450,0.890665,0.000215,2.607808,4492.111328,631.384683,4710320127.935569,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,2.829856,1.473352,1.473572,0.000220,2.612544,2714.898251,578.389765,2846777148.740753,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,2.837824,1.274184,1.274406,0.000223,2.614400,3139.264940,594.671065,3291757873.937597,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,2.834240,1.285038,1.285257,0.000219,2.608800,3112.748142,594.523428,3263952995.346708,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,2.815264,1.208013,1.208205,0.000192,2.598976,3311.223139,604.024065,3472069114.684238,fused,shoup,natural,-1
+2,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,50,0.790432,0.079278,0.079430,0.000152,0.773568,12613.826913,608.539748,13226556169.163097,fused,shoup,natural,-1
+2,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,50,0.793088,0.129004,0.129173,0.000170,0.723456,7751.727073,607.700457,8128274966.957170,fused,shoup,natural,-1
+2,appt-online,online-w6-6-8-td4-ti2-cta3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,0.784352,0.256922,0.257082,0.000160,0.722048,3892.238104,567.111531,4081307462.532383,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,0.809120,0.350843,0.351068,0.000225,0.726560,2850.278628,530.075731,2988733762.466474,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,0.788352,0.335749,0.335926,0.000177,0.720096,2978.414363,542.241383,3123093819.273450,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,0.783040,0.377160,0.377338,0.000178,0.728448,2651.396849,529.479388,2780191102.046963,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,0.791040,0.362168,0.362339,0.000171,0.725216,2761.147143,532.361090,2895272626.141178,fused,shoup,natural,-1
+2,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,50,2.829824,0.241848,0.241976,0.000127,2.611712,16539.292081,703.806009,17342704733.313019,fused,shoup,natural,-1
+2,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,50,2.834720,0.309002,0.309226,0.000224,2.609952,12944.889542,695.207952,13573700496.106485,fused,shoup,natural,-1
+2,appt-online,online-w7-7-6-td8-ti2-cta3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","7+7+6","ring+ring","2+2",8,0,5,50,2.825824,0.861635,0.861835,0.000200,2.597056,4642.339042,636.485121,4867845303.774602,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,2.828608,1.471181,1.471361,0.000180,2.621024,2718.904660,577.966812,2850978173.104339,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,2.836832,1.274450,1.274675,0.000225,2.610848,3138.608948,595.049491,3291070016.608765,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,2.832768,1.351516,1.351748,0.000232,2.608352,2959.639118,588.873006,3103406547.941453,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,2.824000,1.208873,1.209036,0.000163,2.613696,3308.866927,601.814258,3469598447.220436,fused,shoup,natural,-1
+3,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,50,0.786240,0.079872,0.080023,0.000151,0.746368,12520.032484,620.162742,13128205582.313379,fused,shoup,natural,-1
+3,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,50,0.793376,0.128717,0.128877,0.000160,0.751328,7768.993839,597.578320,8146380483.353279,fused,shoup,natural,-1
+3,appt-online,online-w6-6-8-td4-ti2-cta3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,0.791616,0.257372,0.257537,0.000165,0.727968,3885.423965,562.760082,4074162319.889457,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,0.780896,0.351867,0.352031,0.000164,0.714400,2841.983949,541.370777,2980036161.593429,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,0.779520,0.335954,0.336151,0.000197,0.713056,2976.598950,546.887422,3121190220.518841,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,0.785184,0.380641,0.380818,0.000177,0.733824,2627.145421,526.412948,2754761636.938721,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,0.802400,0.361861,0.362079,0.000218,0.725376,2763.491221,529.202138,2897730570.638024,fused,shoup,natural,-1
+3,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,50,2.822656,0.242422,0.242560,0.000138,2.663392,16500.168883,698.266759,17301681086.773464,fused,shoup,natural,-1
+3,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,50,2.814656,0.310292,0.310461,0.000169,2.602048,12891.063197,698.446394,13517259483.316057,fused,shoup,natural,-1
+3,appt-online,online-w7-7-6-td8-ti2-cta3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","7+7+6","ring+ring","2+2",8,0,5,50,2.832096,0.772649,0.772865,0.000216,2.594688,5176.995453,645.220300,5428473183.825407,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,2.815904,1.289626,1.289790,0.000164,2.623808,3101.675580,594.412169,3252342573.210627,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,2.809408,1.213563,1.213732,0.000169,2.618624,3296.079814,602.264989,3456190186.762551,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,2.818304,1.285489,1.285694,0.000206,2.617696,3111.657297,595.106258,3262809162.257012,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,2.818752,1.207460,1.207643,0.000183,2.601088,3312.739340,603.564044,3473658965.885760,fused,shoup,natural,-1
+1,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,50,1.428864,0.140964,0.141113,0.000149,1.355776,7094.017996,341.809784,7438617013.866180,fused,shoup,natural,-1
+1,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,50,1.415264,0.203325,0.203488,0.000163,1.350880,4918.223459,336.760490,5157131081.387239,fused,shoup,natural,-1
+1,appt-online,online-w8-8-4-td4-ti1-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,50,1.440416,0.608215,0.608412,0.000197,1.347456,1644.155347,294.456533,1724021836.635762,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,1.424960,0.541430,0.541627,0.000197,1.352448,1846.961651,301.310299,1936679660.412670,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,1.423200,0.539136,0.539320,0.000184,1.349440,1854.819589,301.952791,1944919305.211239,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,1.430912,0.564634,0.564844,0.000211,1.350784,1771.060004,298.834881,1857091015.120480,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,1.434624,0.557896,0.558074,0.000178,1.354880,1792.449671,298.739351,1879519706.640760,fused,shoup,natural,-1
+1,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,50,5.498592,0.502559,0.502708,0.000149,5.111264,7959.269106,359.957764,8345898561.977794,fused,shoup,natural,-1
+1,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,50,5.508832,0.555172,0.555337,0.000166,5.114464,7204.976295,357.830799,7554965223.957559,fused,shoup,natural,-1
+1,appt-online,online-w7-7-6-td8-ti2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","7+7+6","ring+ring","2+2",8,0,5,50,5.503008,1.829294,1.829493,0.000199,5.124288,2186.635835,321.115167,2292853857.255847,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,5.484416,1.995633,1.995848,0.000216,5.114144,2004.376909,317.606706,2101741522.028030,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,5.482432,1.980068,1.980269,0.000201,5.128416,2020.132796,317.689361,2118262766.491032,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,5.491936,2.032947,2.033139,0.000191,5.105984,1967.586664,316.684498,2063164153.912388,fused,shoup,natural,-1
+1,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,5.499264,1.989530,1.989744,0.000214,5.120032,2010.525493,317.238120,2108188779.695644,fused,shoup,natural,-1
+2,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,50,1.452768,0.141988,0.142102,0.000114,1.340480,7042.856365,340.688133,7384970155.526238,fused,shoup,natural,-1
+2,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,50,1.424608,0.203428,0.203624,0.000197,1.349344,4915.747741,335.865777,5154535103.300866,fused,shoup,natural,-1
+2,appt-online,online-w8-8-4-td4-ti1-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,50,1.434752,0.607949,0.608155,0.000206,1.351648,1644.875412,294.607324,1724776879.882600,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,1.435808,0.541000,0.541169,0.000170,1.346976,1848.430028,300.861942,1938219365.111627,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,1.428032,0.540119,0.540272,0.000153,1.347872,1851.443670,301.566053,1941379398.202588,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,1.424448,0.562483,0.562655,0.000171,1.348704,1777.830903,299.792976,1864190816.479391,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,1.422112,0.561582,0.561757,0.000175,1.350976,1780.683573,299.879742,1867182058.558761,fused,shoup,natural,-1
+2,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,50,5.511456,0.506655,0.506797,0.000142,5.139488,7894.923623,358.500071,8278427432.784547,fused,shoup,natural,-1
+2,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,50,5.477664,0.553083,0.553268,0.000185,5.116960,7232.189099,358.818188,7583499916.928534,fused,shoup,natural,-1
+2,appt-online,online-w7-7-6-td8-ti2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","7+7+6","ring+ring","2+2",8,0,5,50,5.497920,1.828639,1.828798,0.000159,5.105408,2187.419417,321.751175,2293675502.380419,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,5.521856,1.995797,1.995974,0.000178,5.121056,2004.212292,316.488034,2101568908.101354,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,5.520224,1.979105,1.979296,0.000191,5.116800,2021.115366,317.054459,2119293066.196971,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,5.499744,2.036388,2.036568,0.000180,5.116064,1964.262520,316.150659,2059678536.240628,fused,shoup,natural,-1
+2,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,5.516064,1.988977,1.989178,0.000201,5.114880,2011.084497,316.959199,2108774937.155587,fused,shoup,natural,-1
+3,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,50,1.413280,0.141967,0.142112,0.000144,1.350560,7043.872808,344.138441,7386035973.551285,fused,shoup,natural,-1
+3,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,50,1.424320,0.203448,0.203631,0.000183,1.373376,4915.253401,333.206237,5154016749.766740,fused,shoup,natural,-1
+3,appt-online,online-w8-8-4-td4-ti1-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,5,50,1.425856,0.608604,0.608799,0.000195,1.347200,1643.104027,295.712737,1722919448.336272,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,1.423008,0.541696,0.541883,0.000187,1.339520,1846.053834,302.642924,1935727745.326415,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,1.421472,0.540774,0.540940,0.000165,1.333184,1849.199945,303.450503,1939026681.551192,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,1.424640,0.565576,0.565754,0.000179,1.353952,1768.110037,299.028060,1853997750.440757,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,1.434624,0.557568,0.557762,0.000194,1.350848,1793.503170,299.128943,1880624379.977891,fused,shoup,natural,-1
+3,baseline,barrier,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","","","","","",0,0,5,50,5.468736,0.509993,0.510147,0.000154,5.104320,7843.245567,360.911509,8224239063.467668,fused,shoup,natural,-1
+3,v06,resident1010,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,50,5.486496,0.554066,0.554227,0.000161,5.111936,7219.357285,358.664041,7570044783.973294,fused,shoup,natural,-1
+3,appt-online,online-w7-7-6-td8-ti2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","7+7+6","ring+ring","2+2",8,0,5,50,5.456832,1.830646,1.830860,0.000214,5.112544,2185.021265,322.580078,2291160857.459185,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,5.483328,1.996022,1.996227,0.000205,5.118880,2003.986181,317.504934,2101331814.177915,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,5.480608,1.980293,1.980514,0.000221,5.120832,2019.902958,317.921225,2118021763.601196,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,5,50,5.466752,2.037412,2.037598,0.000186,5.107008,1963.275277,317.179092,2058643337.075175,fused,shoup,natural,-1
+3,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-pipeline","experimental",0.000000,"fixed warp stages stream independent register tokens and are reused across stage folds",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-pipeline+appt-pipeline+appt-pipeline","256+256+256","8+8+8","16+16+16","8+8+8","2+2+2","2+2+2","6+6+8","ring+ring","2+2",8,0,5,50,5.473216,1.989816,1.990007,0.000191,5.113664,2010.235811,318.048543,2107885025.914957,fused,shoup,natural,-1
diff --git a/results/appt_pipeline/online_checkpoint/summary.csv b/results/appt_pipeline/online_checkpoint/summary.csv
new file mode 100644
index 0000000..3e0171e
--- /dev/null
+++ b/results/appt_pipeline/online_checkpoint/summary.csv
@@ -0,0 +1,29 @@
+word_bits,logN,batch,family,label,kernel_ms,trials,stage_partition,us,role_stages,replicas,td,token_interleave,buffers,ctas_per_sm,state_traffic_gbps
+32,20,1,baseline,barrier,0.079872,3,,,,,,,,,
+32,20,1,v06,resident1010,0.129004,3,10+10,,,,,,,,
+32,20,1,appt-online,online-w6-6-8-td4-ti2-cta3,0.257372,3,7+7+6,,,,,,,,
+32,20,1,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,0.335954,3,7+7+6,7,2,2,4,2,2,2,124.84756841710472
+32,20,1,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,0.351867,3,7+7+6,7,2,2,4,1,2,2,119.20140280276354
+32,20,1,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,0.362168,3,7+7+6,7,2,2,8,2,2,2,115.81100483753396
+32,20,1,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,0.380641,3,7+7+6,7,2,2,8,1,2,2,110.19054699835277
+32,20,4,baseline,barrier,0.242422,3,,,,,,,,,
+32,20,4,v06,resident1010,0.310292,3,10+10,,,,,,,,
+32,20,4,appt-online,online-w7-7-6-td8-ti2-cta3,0.861635,3,7+7+6,,,,,,,,
+32,20,4,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,1.208013,3,7+7+6,7,2,2,8,2,2,2,138.88274381153184
+32,20,4,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,1.274184,3,7+7+6,7,2,2,4,2,2,2,131.67027682030223
+32,20,4,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,1.285489,3,7+7+6,7,2,2,8,1,2,2,130.51232643764357
+32,20,4,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,1.471181,3,7+7+6,7,2,2,4,1,2,2,114.03910191879856
+64,20,1,baseline,barrier,0.141967,3,,,,,,,,,
+64,20,1,v06,resident1010,0.203428,3,10+10,,,,,,,,
+64,20,1,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,0.540119,3,7+7+6,7,2,2,4,2,2,2,155.31036678954084
+64,20,1,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,0.54143,3,7+7+6,7,2,2,4,1,2,2,154.93430360342057
+64,20,1,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,0.557896,3,7+7+6,7,2,2,8,2,2,2,150.36150106829948
+64,20,1,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,0.564634,3,7+7+6,7,2,2,8,1,2,2,148.56717803037012
+64,20,1,appt-online,online-w8-8-4-td4-ti1-cta2,0.608215,3,7+7+6,,,,,,,,
+64,20,4,baseline,barrier,0.506655,3,,,,,,,,,
+64,20,4,v06,resident1010,0.554066,3,10+10,,,,,,,,
+64,20,4,appt-online,online-w7-7-6-td8-ti2-cta2,1.829294,3,7+7+6,,,,,,,,
+64,20,4,appt,appt-us7-rs2-rep2-td4-ti2-buf2-cta2,1.980068,3,7+7+6,7,2,2,4,2,2,2,169.4610084098122
+64,20,4,appt,appt-us7-rs2-rep2-td8-ti2-buf2-cta2,1.98953,3,7+7+6,7,2,2,8,2,2,2,168.65506928772123
+64,20,4,appt,appt-us7-rs2-rep2-td4-ti1-buf2-cta2,1.995797,3,7+7+6,7,2,2,4,1,2,2,168.12547568715655
+64,20,4,appt,appt-us7-rs2-rep2-td8-ti1-buf2-cta2,2.036388,3,7+7+6,7,2,2,8,1,2,2,164.7742571651375
diff --git a/results/appt_pipeline/online_combined_microgroup_screen.csv b/results/appt_pipeline/online_combined_microgroup_screen.csv
new file mode 100644
index 0000000..8f2e286
--- /dev/null
+++ b/results/appt_pipeline/online_combined_microgroup_screen.csv
@@ -0,0 +1,37 @@
+trial,bits,batch,group,data_space,weights,ctas,kernel_ms
+1,32,1,1,16,"6,6,8",3,0.295895
+1,32,1,2,8,"6,6,8",3,0.290734
+1,32,1,4,32,"6,6,8",3,0.309576
+1,32,4,1,16,"7,7,6",3,0.889405
+1,32,4,2,8,"7,7,6",3,1.087406
+1,32,4,4,32,"7,7,6",3,0.950047
+1,64,1,1,16,"8,8,4",2,0.658616
+1,64,1,2,8,"8,8,4",2,0.747274
+1,64,1,4,32,"8,8,4",2,0.745165
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+1,64,4,2,8,"7,7,6",2,2.086748
+1,64,4,4,32,"7,7,6",2,2.056602
+2,32,1,1,16,"6,6,8",3,0.257884
+2,32,1,2,8,"6,6,8",3,0.261325
+2,32,1,4,32,"6,6,8",3,0.278548
+2,32,4,1,16,"7,7,6",3,0.771379
+2,32,4,2,8,"7,7,6",3,0.989553
+2,32,4,4,32,"7,7,6",3,0.875868
+2,64,1,1,16,"8,8,4",2,0.606740
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+2,64,4,2,8,"7,7,6",2,2.086605
+2,64,4,4,32,"7,7,6",2,2.054390
+3,32,1,1,16,"6,6,8",3,0.258028
+3,32,1,2,8,"6,6,8",3,0.259645
+3,32,1,4,32,"6,6,8",3,0.278180
+3,32,4,1,16,"7,7,6",3,0.774226
+3,32,4,2,8,"7,7,6",3,0.992174
+3,32,4,4,32,"7,7,6",3,0.877548
+3,64,1,1,16,"8,8,4",2,0.606822
+3,64,1,2,8,"8,8,4",2,0.688271
+3,64,1,4,32,"8,8,4",2,0.678994
+3,64,4,1,16,"7,7,6",2,1.828700
+3,64,4,2,8,"7,7,6",2,2.083410
+3,64,4,4,32,"7,7,6",2,2.055168
diff --git a/results/appt_pipeline/online_fold_microgroup_matrix.csv b/results/appt_pipeline/online_fold_microgroup_matrix.csv
new file mode 100644
index 0000000..6e5af44
--- /dev/null
+++ b/results/appt_pipeline/online_fold_microgroup_matrix.csv
@@ -0,0 +1,109 @@
+trial,bits,batch,publish_group,output_group,data_space,weights,ctas,kernel_ms
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+3,64,4,4,1,"16,32,16","7,7,6",2,1.871708
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diff --git a/results/appt_pipeline/online_fold_microgroup_matrix.md b/results/appt_pipeline/online_fold_microgroup_matrix.md
new file mode 100644
index 0000000..d9bc8b3
--- /dev/null
+++ b/results/appt_pipeline/online_fold_microgroup_matrix.md
@@ -0,0 +1,32 @@
+# APPT Online Per-Fold Microgroup Screen
+
+Tesla V100, `logN=20`, three trials and 50 event-timed repetitions per point.
+`publish` is the number of adjacent A dependency groups combined by fold 1;
+`output` is the number of adjacent C groups combined by fold 2. The fine
+`1/1` implementation is the reference.
+
+| word bits | batch | fine 1/1 ms | best publish/output | best ms | speedup |
+|---:|---:|---:|:--|---:|---:|
+| 32 | 1 | 0.2574 | 4/1 | 0.2440 | 1.055x |
+| 32 | 4 | 0.7659 | 2/1 | 0.7494 | 1.022x |
+| 64 | 1 | 0.6094 | 1/1 | 0.6094 | 1.000x |
+| 64 | 4 | 1.7790 | 1/1 | 1.7790 | 1.000x |
+
+The response is not monotonic. Wider stores reduce transaction fragmentation,
+but a fold-1 CTA then waits for multiple upstream A groups and can block an
+otherwise runnable task. Fold-2 warp-local output grouping loses in every
+measured shape. The current default therefore remains `1/1` for uint64, while
+uint32 can select a publication-only microgroup.
+
+Raw corrected samples are in `online_fold_microgroup_matrix_fixed.csv`. The
+earlier matrix is retained as an invalidated artifact: its template dispatch
+crossed the publication and output group conditions, so independent variants
+did not activate the requested path.
+
+A separate CTA-role screen confirms that the best role weights depend on both
+numeric width and batch. The selected `(fold0, fold1, fold2)` weights are
+`6/6/8`, `7/7/6`, `8/8/4`, and `5/7/8` for 32-bit batch 1, 32-bit batch 4,
+64-bit batch 1, and 64-bit batch 4 respectively. The 64-bit batch-4 change from
+`7/7/6` to `5/7/8` improves the median from 1.8267 to 1.8008 ms (`1.014x`).
+This modest gain identifies fold 2 as the large-load bottleneck but also shows
+that static weighting alone cannot close the remaining gap.
diff --git a/results/appt_pipeline/online_fold_microgroup_matrix_fixed.csv b/results/appt_pipeline/online_fold_microgroup_matrix_fixed.csv
new file mode 100644
index 0000000..723e646
--- /dev/null
+++ b/results/appt_pipeline/online_fold_microgroup_matrix_fixed.csv
@@ -0,0 +1,109 @@
+trial,bits,batch,publish_group,output_group,data_space,weights,ctas,kernel_ms
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+1,32,1,1,2,"16,16,8","6,6,8",3,0.301240
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diff --git a/results/appt_pipeline/online_microtile_screen.csv b/results/appt_pipeline/online_microtile_screen.csv
new file mode 100644
index 0000000..4e74123
--- /dev/null
+++ b/results/appt_pipeline/online_microtile_screen.csv
@@ -0,0 +1,25 @@
+trial,bits,batch,a_group,weights,ctas,kernel_ms
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diff --git a/results/appt_pipeline/online_publication_group_screen.csv b/results/appt_pipeline/online_publication_group_screen.csv
new file mode 100644
index 0000000..cde3b57
--- /dev/null
+++ b/results/appt_pipeline/online_publication_group_screen.csv
@@ -0,0 +1,37 @@
+trial,bits,batch,a_group,data_space,weights,ctas,kernel_ms
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diff --git a/results/appt_pipeline/online_role_weight_confirm.csv b/results/appt_pipeline/online_role_weight_confirm.csv
new file mode 100644
index 0000000..5e095ab
--- /dev/null
+++ b/results/appt_pipeline/online_role_weight_confirm.csv
@@ -0,0 +1,55 @@
+trial,bits,batch,weights,kernel_ms
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diff --git a/results/appt_pipeline/online_role_weight_screen.csv b/results/appt_pipeline/online_role_weight_screen.csv
new file mode 100644
index 0000000..a1488ff
--- /dev/null
+++ b/results/appt_pipeline/online_role_weight_screen.csv
@@ -0,0 +1,89 @@
+bits,batch,w0,w1,w2,kernel_ms
+32,1,3,3,14,0.356215
+32,1,3,5,12,0.358468
+32,1,3,7,10,0.324267
+32,1,3,9,8,0.339388
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diff --git a/results/appt_resident_2d/analysis.md b/results/appt_resident_2d/analysis.md
new file mode 100644
index 0000000..f31bdcb
--- /dev/null
+++ b/results/appt_resident_2d/analysis.md
@@ -0,0 +1,18 @@
+# APPT Resident 2D Screen
+
+Median CUDA-event time. The resident core fixes `a`, executes the first two 7-stage dimensions in one 128x128 subgraph, then streams stage-13 state to the existing register tail and natural writer.
+
+| bits | batch | best P/T/W | resident ms | throughput/writer-final | throughput/v0.6 |
+|---:|---:|---|---:|---:|---:|
+| 32 | 1 | `10-8-4` | 0.531354 | 0.330x | 0.279x |
+| 32 | 4 | `12-8-2` | 1.354214 | 0.380x | 0.258x |
+| 32 | 16 | `12-8-2` | 3.827328 | 0.472x | 0.277x |
+| 64 | 1 | `8-8-4` | 0.698035 | 0.415x | 0.291x |
+| 64 | 4 | `12-6-2` | 2.019200 | 0.432x | 0.275x |
+| 64 | 16 | `12-6-2` | 6.198989 | 0.498x | 0.296x |
+
+## Interpretation
+
+This is the first mathematically dependency-closed resident 2D point. A fixed producer `c` tile is not closed because the online `[b][c][a] -> [c][d][a]` reorder makes one tail tile consume columns from 128 producer tiles.
+
+The implementation uses 96 KiB dynamic shared memory, so every physical role in the unified cooperative kernel is limited to one CTA/SM. Event timing determines whether subgraph locality compensates for that loss of role concurrency.
diff --git a/results/appt_resident_2d/raw.csv b/results/appt_resident_2d/raw.csv
new file mode 100644
index 0000000..6a6bc8b
--- /dev/null
+++ b/results/appt_resident_2d/raw.csv
@@ -0,0 +1,73 @@
+trial,variant,scan_roles,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.787200,0.146995,0.147460,0.000465,0,0,0,0,0,7,natural,natural,"",0.717984,6802.943146,605.261222,7133402912.639953,fused,shoup,-1
+1,writer-final,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.796256,0.174950,0.175343,0.000393,6,12,4,8,1,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.732416,5715.906058,586.984544,5993561910.218469,fused,shoup,-1
+1,resident-2d,8-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.793984,0.620544,0.620936,0.000392,8,10,4,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.747136,1611.489231,462.606583,1689768932.345314,fused,shoup,-1
+1,resident-2d,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.777888,0.531098,0.531529,0.000432,10,8,4,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.731680,1882.893120,490.036200,1974356536.200923,fused,shoup,-1
+1,resident-2d,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.781952,0.612864,0.613282,0.000418,12,8,2,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.728640,1631.683329,470.930394,1710943977.915907,fused,shoup,-1
+1,resident-2d,14-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.795648,0.629402,0.629772,0.000371,14,6,2,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.734144,1588.810795,463.135885,1665988867.805863,fused,shoup,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.795104,0.149914,0.150336,0.000423,0,0,0,0,0,7,natural,natural,"",0.735872,6670.509141,594.923072,6994535793.156841,fused,shoup,-1
+2,writer-final,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.794336,0.175565,0.176021,0.000456,6,12,4,8,1,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.735328,5695.902734,586.431556,5972586905.165646,fused,shoup,-1
+2,resident-2d,8-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.796480,0.620493,0.620892,0.000399,8,10,4,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.719328,1611.622205,468.098874,1689908364.786571,fused,shoup,-1
+2,resident-2d,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.796320,0.531610,0.532021,0.000412,10,8,4,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.724704,1881.079668,487.178997,1972454993.689937,fused,shoup,-1
+2,resident-2d,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.786272,0.613069,0.613479,0.000410,12,8,2,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.726720,1631.138249,470.353438,1710372420.557386,fused,shoup,-1
+2,resident-2d,14-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.791424,0.630221,0.630631,0.000410,14,6,2,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.727616,1586.745544,465.276256,1663823295.778159,fused,shoup,-1
+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.820384,0.348877,0.349284,0.000407,0,0,0,0,0,7,natural,natural,"",2.619968,11465.365289,690.938320,12022306873.221684,fused,shoup,-1
+1,writer-final,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.817184,0.514714,0.515215,0.000502,6,12,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.601664,7771.311367,674.131359,8148810587.975953,fused,shoup,-1
+1,resident-2d,8-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.808960,1.548851,1.549219,0.000368,8,10,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.597440,2582.559168,575.105036,2708009562.352292,fused,shoup,-1
+1,resident-2d,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.832576,1.468058,1.468452,0.000394,10,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.612224,2724.688671,578.631896,2857043148.238565,fused,shoup,-1
+1,resident-2d,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.811648,1.354803,1.355185,0.000382,12,8,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.612096,2952.458325,590.096949,3095876940.618199,fused,shoup,-1
+1,resident-2d,14-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.815328,1.482547,1.482966,0.000419,14,6,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.616736,2698.059190,578.485183,2829120112.973201,fused,shoup,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.808736,0.349491,0.349909,0.000418,0,0,0,0,0,7,natural,natural,"",2.614816,11445.210181,692.875465,12001172710.934395,fused,shoup,-1
+2,writer-final,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.806048,0.515174,0.515592,0.000418,6,12,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.611936,7764.361130,674.177180,8141522735.774469,fused,shoup,-1
+2,resident-2d,8-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.800448,1.547418,1.547786,0.000368,8,10,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.610080,2584.951790,574.882334,2710518408.036559,fused,shoup,-1
+2,resident-2d,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.804288,1.470054,1.470460,0.000406,10,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.614848,2720.987762,580.619766,2853162463.991774,fused,shoup,-1
+2,resident-2d,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.805792,1.353626,1.354010,0.000385,12,8,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.605536,2955.026995,591.282694,3098570386.388275,fused,shoup,-1
+2,resident-2d,14-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.808512,1.482240,1.482671,0.000431,14,6,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.604384,2698.618377,580.119097,2829706463.590514,fused,shoup,-1
+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.891392,1.113242,1.113702,0.000460,0,0,0,0,0,7,natural,natural,"",10.118080,14372.442308,723.238586,15070598065.772758,fused,shoup,-1
+1,writer-final,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.886688,1.874176,1.874568,0.000392,6,12,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.117952,8537.084982,699.336870,8951782422.093042,fused,shoup,-1
+1,resident-2d,8-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.884704,5.289882,5.290245,0.000364,8,10,4,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.114336,3024.642306,608.621395,3171567330.176102,fused,shoup,-1
+1,resident-2d,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.876832,4.288307,4.288722,0.000415,10,8,4,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.108896,3731.075991,633.060756,3912316738.724410,fused,shoup,-1
+1,resident-2d,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.883168,3.829197,3.829543,0.000346,12,8,2,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.111488,4178.421819,644.541348,4381392836.930826,fused,shoup,-1
+1,resident-2d,14-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.896928,4.272947,4.273471,0.000523,14,6,2,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.120320,3744.488016,632.656241,3926380265.732249,fused,shoup,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.871744,1.009254,1.009682,0.000428,0,0,0,0,0,7,natural,natural,"",10.110592,15853.288337,727.550838,16623377671.635303,fused,shoup,-1
+2,writer-final,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.880448,1.736243,1.736625,0.000382,6,12,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.110560,9215.298616,704.000642,9662940961.448063,fused,shoup,-1
+2,resident-2d,8-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.868608,5.024000,5.024373,0.000373,8,10,4,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.107424,3184.713269,615.383848,3339413901.172465,fused,shoup,-1
+2,resident-2d,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.879520,4.288870,4.289251,0.000381,10,8,4,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.109920,3730.586087,632.953699,3911803036.933260,fused,shoup,-1
+2,resident-2d,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.872352,3.825459,3.825866,0.000407,12,8,2,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.110848,4182.504371,644.936101,4385673703.273247,fused,shoup,-1
+2,resident-2d,14-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.875936,4.269414,4.269771,0.000357,14,6,2,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.109344,3747.586532,633.545602,3929629295.803894,fused,shoup,-1
+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.410464,0.203315,0.203714,0.000399,0,0,0,0,0,7,natural,natural,"",1.332800,4918.471095,339.376579,5157390747.420470,fused,shoup,-1
+1,writer-final,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.414592,0.289792,0.290178,0.000386,8,8,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.334080,3450.750869,329.113656,3618374542.728639,fused,shoup,-1
+1,resident-2d,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.412800,0.698368,0.698773,0.000405,8,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.336896,1431.909920,290.017831,1501466376.062140,fused,shoup,-1
+1,resident-2d,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.413440,0.766464,0.766839,0.000375,10,7,3,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.331552,1304.692727,284.782152,1368069481.238392,fused,shoup,-1
+1,resident-2d,12-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.413344,0.881920,0.882316,0.000396,12,6,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.343424,1133.889721,274.824335,1188969547.941960,fused,shoup,-1
+1,resident-2d,14-5-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.415392,1.054106,1.054526,0.000420,14,5,1,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.339360,948.671628,262.545917,994754301.023763,fused,shoup,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.412576,0.203622,0.203995,0.000372,0,0,0,0,0,7,natural,natural,"",1.365088,4911.051385,335.425682,5149610616.602708,fused,shoup,-1
+2,writer-final,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.412928,0.289331,0.289678,0.000347,8,8,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.349504,3456.246709,327.679424,3624137349.153677,fused,shoup,-1
+2,resident-2d,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.413376,0.697702,0.698115,0.000413,8,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.355680,1433.275833,288.453908,1502898640.196612,fused,shoup,-1
+2,resident-2d,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.414688,0.766464,0.766878,0.000414,10,7,3,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341600,1304.692727,283.868981,1368069481.238392,fused,shoup,-1
+2,resident-2d,12-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.415168,0.881664,0.882066,0.000402,12,6,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.353504,1134.218960,273.947387,1189314779.832458,fused,shoup,-1
+2,resident-2d,14-5-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.415840,1.054003,1.054387,0.000384,14,5,1,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.353344,948.763688,261.561870,994850833.015669,fused,shoup,-1
+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.445824,0.555110,0.555494,0.000384,0,0,0,0,0,7,natural,natural,"",5.101440,7205.773908,360.283289,7555801581.309639,fused,shoup,-1
+1,writer-final,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.474208,0.872294,0.872686,0.000391,8,8,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.113184,4585.607658,349.049695,4808358135.916131,fused,shoup,-1
+1,resident-2d,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.459552,2.103859,2.104213,0.000354,8,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.097056,1901.267930,315.944114,1993623921.014707,fused,shoup,-1
+1,resident-2d,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.458528,2.051277,2.051620,0.000343,10,7,3,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.102528,1950.005102,317.149893,2044728550.326500,fused,shoup,-1
+1,resident-2d,12-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.460832,2.019174,2.019561,0.000386,12,6,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.104608,1981.007745,317.848433,2077237176.769810,fused,shoup,-1
+1,resident-2d,14-5-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.459904,2.453351,2.453709,0.000358,14,5,1,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106816,1630.423345,307.217997,1709622789.250015,fused,shoup,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.452192,0.555725,0.556112,0.000387,0,0,0,0,0,7,natural,natural,"",5.116160,7197.807265,359.580410,7547447950.441867,fused,shoup,-1
+2,writer-final,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.454432,0.871936,0.872324,0.000388,8,8,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.102144,4587.492538,350.001826,4810334575.278841,fused,shoup,-1
+2,resident-2d,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.454400,2.102272,2.102703,0.000431,8,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.099840,1902.703330,316.042834,1995129047.421693,fused,shoup,-1
+2,resident-2d,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.459008,2.051021,2.051415,0.000394,10,7,3,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.101504,1950.248326,317.170008,2044983588.624144,fused,shoup,-1
+2,resident-2d,12-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.459264,2.019226,2.019612,0.000387,12,6,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.096736,1980.957455,318.085751,2077184444.095260,fused,shoup,-1
+2,resident-2d,14-5-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.464192,2.457395,2.457789,0.000394,14,5,1,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.093248,1627.739893,307.341586,1706808986.345090,fused,shoup,-1
+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.564863,1.837312,1.837725,0.000413,0,0,0,0,0,7,natural,natural,"",20.140287,8708.374052,367.457398,9131392030.445957,fused,shoup,-1
+1,writer-final,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.601919,3.090585,3.090978,0.000393,8,8,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.136831,5177.012626,356.909146,5428491190.996428,fused,shoup,-1
+1,resident-2d,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.604128,7.613338,7.613687,0.000349,8,8,4,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.133793,2101.575027,324.206526,2203661135.870080,fused,shoup,-1
+1,resident-2d,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.610111,6.746624,6.746961,0.000337,10,7,3,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.136703,2371.556502,329.941543,2486757231.113878,fused,shoup,-1
+1,resident-2d,12-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.630720,6.197402,6.197792,0.000391,12,6,2,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.137760,2581.727187,333.570434,2707137166.462169,fused,shoup,-1
+1,resident-2d,14-5-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.606209,7.271424,7.271758,0.000334,14,5,1,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.135904,2200.394222,326.440425,2307280571.559500,fused,shoup,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.567841,1.834394,1.834774,0.000381,0,0,0,0,0,7,natural,natural,"",20.140448,8722.227760,367.455547,9145918696.136017,fused,shoup,-1
+2,writer-final,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.611839,3.077478,3.077849,0.000371,8,8,4,16,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.136065,5199.061658,356.940626,5451611277.581137,fused,shoup,-1
+2,resident-2d,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.605984,7.614720,7.615108,0.000388,8,8,4,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.134848,2101.193383,324.178323,2203260952.586681,fused,shoup,-1
+2,resident-2d,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.610369,6.747392,6.747807,0.000415,10,7,3,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.136160,2371.286503,329.938263,2486474115.991405,fused,shoup,-1
+2,resident-2d,12-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.609535,6.200576,6.200898,0.000322,12,6,2,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.140224,2580.405505,333.678583,2705751282.444563,fused,shoup,-1
+2,resident-2d,14-5-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.604416,7.276647,7.276949,0.000302,14,5,1,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.132544,2198.815038,326.439968,2305624677.107310,fused,shoup,-1
diff --git a/results/appt_resident_2d/summary.csv b/results/appt_resident_2d/summary.csv
new file mode 100644
index 0000000..e74fb6a
--- /dev/null
+++ b/results/appt_resident_2d/summary.csv
@@ -0,0 +1,37 @@
+word_bits,batch,variant,roles,kernel_ms,trials,throughput_vs_writer_final,throughput_vs_v06
+32,1,resident-2d,10-8-4,0.531354,2,0.32983190114311745,0.2793890701867305
+32,1,resident-2d,12-8-2,0.6129665,2,0.285916930207442,0.24219023388717
+32,1,resident-2d,14-6-2,0.6298115,2,0.2782697680178911,0.2357125901956379
+32,1,resident-2d,8-10-4,0.6205185,2,0.28243718761003905,0.23924266560948626
+32,1,v06,9-11,0.1484545,2,1.1805469015759038,1.0
+32,1,writer-final,6-12-4,0.1752575,2,1.0,0.8470650328801904
+32,4,resident-2d,10-8-4,1.4690560000000001,2,0.35052714123899975,0.23769277685806392
+32,4,resident-2d,12-8-2,1.3542144999999999,2,0.38025290675886286,0.2578498457962162
+32,4,resident-2d,14-6-2,1.4823935000000001,2,0.347373352621959,0.23555418989627244
+32,4,resident-2d,8-10-4,1.5481345,2,0.33262226247138094,0.22555146209841587
+32,4,v06,9-11,0.349184,2,1.4747067448680353,1.0
+32,4,writer-final,6-12-4,0.5149440000000001,2,1.0,0.6781009197116579
+32,16,resident-2d,10-8-4,4.2885884999999995,2,0.42093325111513974,0.24745857523984877
+32,16,resident-2d,12-8-2,3.827328,2,0.4716631289505368,0.27728169626433896
+32,16,resident-2d,14-6-2,4.2711805,2,0.422648843803253,0.24846713923703295
+32,16,resident-2d,8-10-4,5.156941,2,0.350054324841025,0.20579021555608257
+32,16,v06,9-11,1.061248,2,1.7010251138282477,1.0
+32,16,writer-final,6-12-4,1.8052095000000001,2,1.0,0.5878807972149492
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+64,1,resident-2d,12-6-2,0.881792,2,0.3283784611336914,0.2307443251923356
+64,1,resident-2d,14-5-1,1.0540545,2,0.27471207608335246,0.19303413628042954
+64,1,resident-2d,8-8-4,0.698035,2,0.4148237552558253,0.29148753286010015
+64,1,v06,9-11,0.2034685,2,1.4231269213662068,1.0
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+64,4,resident-2d,10-7-3,2.0511489999999997,2,0.4251836409739127,0.2707835949509276
+64,4,resident-2d,12-6-2,2.0192,2,0.43191115293185417,0.27506809627575274
+64,4,resident-2d,14-5-1,2.455373,2,0.3551863606873579,0.22620493912737497
+64,4,resident-2d,8-8-4,2.1030655,2,0.41468751211029803,0.26409900214710386
+64,4,v06,9-11,0.5554175,2,1.5701971940027095,1.0
+64,4,writer-final,8-8-4,0.872115,2,1.0,0.6368626843936867
+64,16,resident-2d,10-7-3,6.747007999999999,2,0.4570961676642447,0.2720988325491833
+64,16,resident-2d,12-6-2,6.198989,2,0.49750556098744486,0.29615361472653046
+64,16,resident-2d,14-5-1,7.2740355,2,0.4239780655455971,0.2523843882807556
+64,16,resident-2d,8-8-4,7.614029,2,0.4050459356012434,0.24111452688189133
+64,16,v06,9-11,1.8358530000000002,2,1.6798902199685921,1.0
+64,16,writer-final,8-8-4,3.0840315,2,1.0,0.5952769937661143
diff --git a/results/appt_resident_quarter/analysis.md b/results/appt_resident_quarter/analysis.md
new file mode 100644
index 0000000..fce6f58
--- /dev/null
+++ b/results/appt_resident_quarter/analysis.md
@@ -0,0 +1,16 @@
+# APPT Resident Quarter Screen
+
+Median CUDA-event time. The quarter core executes four 32x128 tiles, joins quarter pairs at stage 12, and joins the two halves at stage 13.
+
+| bits | batch | best P/T/W | quarter ms | throughput/96KiB | throughput/writer-final | throughput/v0.6 |
+|---:|---:|---|---:|---:|---:|---:|
+| 32 | 1 | `10-8-4` | 0.364621 | 1.457x | 0.481x | 0.404x |
+| 32 | 4 | `8-10-4` | 0.974182 | 1.389x | 0.525x | 0.357x |
+| 32 | 16 | `8-10-4` | 3.755520 | 1.070x | 0.481x | 0.280x |
+| 64 | 1 | `8-8-4` | 0.474317 | 1.473x | 0.610x | 0.428x |
+| 64 | 4 | `8-8-4` | 1.317427 | 1.655x | 0.717x | 0.464x |
+| 64 | 16 | `8-8-4` | 5.587430 | 1.110x | 0.562x | 0.346x |
+
+## Resource Interpretation
+
+The 48 KiB specialization restores two CTA/SM, but launch-bounds cap it at 128 registers/thread. The current compiler allocation spills retained state to the thread stack, so event timing must be read together with cuobjdump resource usage.
diff --git a/results/appt_resident_quarter/raw.csv b/results/appt_resident_quarter/raw.csv
new file mode 100644
index 0000000..6e530df
--- /dev/null
+++ b/results/appt_resident_quarter/raw.csv
@@ -0,0 +1,85 @@
+trial,variant,scan_roles,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
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+1,writer-final,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.800832,0.175514,0.175998,0.000484,6,12,4,8,1,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.738528,5697.564329,583.133364,5974329213.375061,fused,shoup,-1
+1,resident-2d,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.796512,0.530944,0.531460,0.000516,10,8,4,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.737440,1883.437838,484.285894,1974927714.101028,fused,shoup,-1
+1,resident-quarter,8-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.797344,0.412774,0.413322,0.000548,8,10,4,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.725088,2422.630780,516.740735,2540312492.447480,fused,shoup,-1
+1,resident-quarter,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.794240,0.364749,0.365266,0.000518,10,8,4,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.728256,2741.612815,529.872969,2874789398.724187,fused,shoup,-1
+1,resident-quarter,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.799968,0.379750,0.380275,0.000525,12,8,2,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.732000,2633.308610,523.089594,2761224208.958675,fused,shoup,-1
+1,resident-quarter,14-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.797472,0.385382,0.385894,0.000512,14,6,2,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.730688,2594.825403,522.590992,2720871641.688256,fused,shoup,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.791904,0.147610,0.148022,0.000412,0,0,0,0,0,7,natural,natural,"",0.739488,6774.626831,595.592053,7103711104.434694,fused,shoup,-1
+2,writer-final,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.784256,0.175514,0.175962,0.000448,6,12,4,8,1,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.735840,5697.564329,589.758397,5974329213.375061,fused,shoup,-1
+2,resident-2d,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.799552,0.531354,0.531790,0.000436,10,8,4,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.745568,1881.985957,481.585705,1973405306.871376,fused,shoup,-1
+2,resident-quarter,8-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.782784,0.413235,0.413619,0.000384,8,10,4,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.736864,2419.929450,517.361851,2537479942.756720,fused,shoup,-1
+2,resident-quarter,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.793728,0.364493,0.364917,0.000424,10,8,4,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.750208,2743.538390,523.991249,2876808510.438418,fused,shoup,-1
+2,resident-quarter,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.791328,0.379494,0.379944,0.000450,12,8,2,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.747104,2635.085005,521.396441,2763086894.632432,fused,shoup,-1
+2,resident-quarter,14-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,0.790240,0.384666,0.385064,0.000398,14,6,2,8,1,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.750048,2599.660532,519.493047,2725941641.481724,fused,shoup,-1
+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.814336,0.346778,0.347201,0.000424,0,0,0,0,0,7,natural,natural,"",2.628576,11534.769815,690.883310,12095082794.040457,fused,shoup,-1
+1,writer-final,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.819424,0.510054,0.510509,0.000455,6,12,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.626528,7842.300597,671.590956,8223248190.480799,fused,shoup,-1
+1,resident-2d,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.818176,1.353472,1.353856,0.000384,12,8,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.625760,2955.362221,588.459592,3098921896.687842,fused,shoup,-1
+1,resident-quarter,8-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.812864,0.972698,0.973121,0.000423,8,10,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.626720,4112.274910,623.802919,4312032776.302797,fused,shoup,-1
+1,resident-quarter,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.817664,0.983347,0.983780,0.000433,10,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.627168,4067.739095,622.260199,4265333588.902152,fused,shoup,-1
+1,resident-quarter,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.817984,0.999526,0.999973,0.000447,12,8,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.630560,4001.895372,620.340621,4196291441.288977,fused,shoup,-1
+1,resident-quarter,14-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.826656,1.092966,1.093408,0.000441,14,6,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.630208,3659.765112,610.702832,3837541862.382649,fused,shoup,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.817216,0.349542,0.349951,0.000409,0,0,0,0,0,7,natural,natural,"",2.611264,11443.532730,692.278392,11999413775.914579,fused,shoup,-1
+2,writer-final,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.815840,0.513331,0.513735,0.000404,6,12,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.628160,7792.239653,671.441597,8170755485.884614,fused,shoup,-1
+2,resident-2d,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.864128,1.352704,1.353117,0.000414,12,8,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.627712,2957.040276,584.407079,3100681464.911266,fused,shoup,-1
+2,resident-quarter,8-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.817216,0.975667,0.976100,0.000433,8,10,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.629504,4099.758696,622.821384,4298908574.423854,fused,shoup,-1
+2,resident-quarter,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.818656,0.997939,0.998310,0.000371,10,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.619840,4008.260106,621.462026,4202965349.056858,fused,shoup,-1
+2,resident-quarter,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.811424,0.997478,0.997907,0.000429,12,8,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.622176,4010.112035,621.979675,4204907237.485233,fused,shoup,-1
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+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.901408,1.100493,1.100952,0.000460,0,0,0,0,0,7,natural,natural,"",10.144640,14538.942212,722.460455,15245185868.642082,fused,shoup,-1
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+1,resident-quarter,8-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.894144,3.812557,3.812878,0.000321,8,10,4,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124896,4196.658850,644.340358,4400515750.504501,fused,shoup,-1
+1,resident-quarter,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.885472,4.171111,4.171411,0.000300,10,8,4,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.123104,3835.908807,635.432839,4022241913.026798,fused,shoup,-1
+1,resident-quarter,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.890752,4.713114,4.713414,0.000300,12,8,2,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.125664,3394.783307,621.853582,3559688300.788052,fused,shoup,-1
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+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.880128,1.003981,1.004380,0.000399,0,0,0,0,0,7,natural,natural,"",10.126528,15936.558552,726.921275,16710692820.463352,fused,shoup,-1
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+2,resident-2d,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.878752,3.827251,3.827573,0.000323,12,8,2,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.120992,4180.546345,644.459806,4383620563.781166,fused,shoup,-1
+2,resident-quarter,8-10-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.884096,3.698483,3.698842,0.000359,8,10,4,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.124640,4326.097757,647.583990,4536242281.669638,fused,shoup,-1
+2,resident-quarter,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.881856,4.143872,4.144194,0.000321,10,8,4,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.121120,3861.122880,636.262627,4048680785.290317,fused,shoup,-1
+2,resident-quarter,12-8-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.887904,4.719923,4.720284,0.000361,12,8,2,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.126176,3389.885796,621.745477,3554552888.046912,fused,shoup,-1
+2,resident-quarter,14-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,10.879104,5.022669,5.022992,0.000323,14,6,2,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.120672,3185.557423,614.853837,3340299060.012722,fused,shoup,-1
+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.412480,0.203264,0.203688,0.000424,0,0,0,0,0,7,natural,natural,"",1.338112,4919.710375,338.540539,5158690226.278545,fused,shoup,-1
+1,writer-final,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.415840,0.288922,0.289347,0.000425,8,8,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341664,3461.146618,328.253546,3629275275.806325,fused,shoup,-1
+1,resident-2d,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.413824,0.699136,0.699574,0.000438,8,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.339488,1430.336835,289.649546,1499816876.650403,fused,shoup,-1
+1,resident-quarter,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.419616,0.452659,0.453031,0.000372,8,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341024,2209.167565,311.206624,2316480088.899645,fused,shoup,-1
+1,resident-quarter,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.412672,0.528077,0.528491,0.000414,10,7,3,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.343584,1893.664067,304.475848,1985650692.658340,fused,shoup,-1
+1,resident-quarter,12-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.412160,0.552192,0.552650,0.000458,12,6,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.337568,1810.964196,302.854086,1898933593.014433,fused,shoup,-1
+1,resident-quarter,14-5-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.420096,0.689818,0.690175,0.000357,14,5,1,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.337472,1449.658561,290.074890,1520077175.107116,fused,shoup,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.414112,0.203162,0.203612,0.000450,0,0,0,0,0,7,natural,natural,"",1.341184,4922.190087,338.013972,5161290392.395920,fused,shoup,-1
+2,writer-final,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.413984,0.289946,0.290349,0.000404,8,8,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.343296,3448.922804,328.167367,3616457677.781798,fused,shoup,-1
+2,resident-2d,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.412832,0.697958,0.698345,0.000387,8,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.339296,1432.750127,289.847812,1502347396.775640,fused,shoup,-1
+2,resident-quarter,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.413984,0.495974,0.496396,0.000422,8,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.339712,2016.233130,307.723520,2114173670.153338,fused,shoup,-1
+2,resident-quarter,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.415968,0.575898,0.576263,0.000366,10,7,3,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.345760,1736.419885,299.614201,1820768217.416801,fused,shoup,-1
+2,resident-quarter,12-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.414720,0.602317,0.602785,0.000468,12,6,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.344800,1660.255874,297.456434,1740904463.575235,fused,shoup,-1
+2,resident-quarter,14-5-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,1.416480,0.752026,0.752423,0.000397,14,5,1,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.340384,1329.741959,284.990446,1394335504.106240,fused,shoup,-1
+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.456928,0.611738,0.612153,0.000416,0,0,0,0,0,7,natural,natural,"",5.109696,6538.751160,357.834203,6856377536.565303,fused,shoup,-1
+1,writer-final,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.480768,0.944230,0.944648,0.000417,8,8,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.109696,4236.254303,346.779882,4442034591.528092,fused,shoup,-1
+1,resident-2d,12-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.470880,2.179789,2.180203,0.000415,12,6,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.109664,1835.040142,313.471447,1924179051.806704,fused,shoup,-1
+1,resident-quarter,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.467264,1.316608,1.317045,0.000437,8,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.120384,3038.109888,336.014266,3185689113.824073,fused,shoup,-1
+1,resident-quarter,10-7-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.468512,1.645670,1.646106,0.000436,10,7,3,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.111328,2430.620528,327.184702,2548690350.279100,fused,shoup,-1
+1,resident-quarter,12-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.470720,1.604352,1.604748,0.000396,12,6,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.111392,2493.218450,328.233034,2614329029.328562,fused,shoup,-1
+1,resident-quarter,14-5-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.468768,1.872230,1.872585,0.000355,14,5,1,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.109152,2136.489308,321.281263,2240271412.839120,fused,shoup,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.514432,0.611942,0.612397,0.000455,0,0,0,0,0,7,natural,natural,"",5.109760,6536.562807,355.994325,6854082881.402282,fused,shoup,-1
+2,writer-final,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.476256,0.945050,0.945434,0.000384,8,8,4,8,2,7,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106336,4232.582150,346.992051,4438184060.817514,fused,shoup,-1
+2,resident-2d,12-6-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident+appt-online-register-tail-grouped-writer-final-resident","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.468320,2.179891,2.180260,0.000369,12,6,2,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.107648,1834.954041,313.581393,1924088768.372655,fused,shoup,-1
+2,resident-quarter,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,5.467936,1.318246,1.318623,0.000377,8,8,4,8,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.114656,3034.334179,336.110774,3181729995.738205,fused,shoup,-1
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+2,resident-quarter,14-5-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter+appt-online-register-tail-grouped-writer-final-resident-quarter","256+256+256","8+8+8","32+16+16","1+1+1","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,20,21.621857,9.226649,9.226894,0.000245,14,5,1,16,2,5,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156223,1734.107313,313.696401,1818343310.006788,fused,shoup,-1
diff --git a/results/appt_resident_quarter/summary.csv b/results/appt_resident_quarter/summary.csv
new file mode 100644
index 0000000..dd6174b
--- /dev/null
+++ b/results/appt_resident_quarter/summary.csv
@@ -0,0 +1,43 @@
+word_bits,batch,variant,roles,kernel_ms,trials,throughput_vs_resident_2d,throughput_vs_writer_final,throughput_vs_v06
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+32,1,resident-quarter,12-8-2,0.379622,2,1.3991523146709093,0.4623388528588965,0.38829414522867484
+32,1,resident-quarter,14-6-2,0.38502400000000003,2,1.3795217960438828,0.4558521027260638,0.38284626412898937
+32,1,resident-quarter,8-10-4,0.4130045,2,1.2860610477609808,0.4249687352074856,0.3569089440914082
+32,1,v06,9-11,0.147405,2,3.6033309589226956,1.19069231030155,1.0
+32,1,writer-final,6-12-4,0.175514,2,3.0262486183438355,1.0,0.8398475335300888
+32,4,resident-2d,12-8-2,1.353088,2,1.0,0.3781664607180021,0.2573077286917037
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+32,4,resident-quarter,12-8-2,0.998502,2,1.3551179667141378,0.5124601653276608,0.3486823261245346
+32,4,resident-quarter,14-6-2,1.0992380000000002,2,1.2309327006526338,0.4654974627878584,0.31672849737727404
+32,4,resident-quarter,8-10-4,0.9741825,2,1.3889471428608091,0.5252532251400533,0.3573868346023461
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+32,16,resident-quarter,12-8-2,4.716518499999999,2,0.8521105132949232,0.3829482487983457,0.22309612482173027
+32,16,resident-quarter,14-6-2,5.028121499999999,2,0.7993034774517682,0.35921616054822864,0.20927040048654355
+32,16,resident-quarter,8-10-4,3.7555199999999997,2,1.0701567292944787,0.48094072192399456,0.28018410233469665
+32,16,v06,9-11,1.0522369999999999,2,3.8194769809463085,1.716516811326726,1.0
+32,16,writer-final,6-12-4,1.8061825,2,2.2251322886806846,1.0,0.5825751273750022
+64,1,resident-2d,8-8-4,0.698547,2,1.0,0.41433718847837003,0.29090812787113823
+64,1,resident-quarter,10-7-3,0.5519875000000001,2,1.2655123530877057,0.5243488303630063,0.3681478294345433
+64,1,resident-quarter,12-6-2,0.5772545,2,1.2101196266118324,0.5013975638128416,0.35203363507776897
+64,1,resident-quarter,14-5-1,0.7209220000000001,2,0.96896335525896,0.4014775523565655,0.28187931565412067
+64,1,resident-quarter,8-8-4,0.47431650000000003,2,1.4727444649300625,0.6102128009462036,0.4284333351253857
+64,1,v06,9-11,0.203213,2,3.437511379685355,1.4242888004212326,1.0
+64,1,writer-final,8-8-4,0.28943399999999997,2,2.4134932316175712,1.0,0.702104797639531
+64,4,resident-2d,12-6-2,2.17984,2,1.0,0.43335290663534937,0.2806811509101585
+64,4,resident-quarter,10-7-3,1.6393725,2,1.3296794962706768,0.576220474602325,0.37321597135489337
+64,4,resident-quarter,12-6-2,1.607091,2,1.3563886550294912,0.5877949661842421,0.38071272877515955
+64,4,resident-quarter,14-5-1,1.8732285000000002,2,1.1636807789332693,0.5042844479464197,0.3266232603230198
+64,4,resident-quarter,8-8-4,1.317427,2,1.6546191933215275,0.717034036800521,0.46442041949952445
+64,4,v06,9-11,0.6118399999999999,2,3.562761506276151,1.5439330543933054,1.0
+64,4,writer-final,8-8-4,0.9446399999999999,2,2.307588075880759,1.0,0.6476964769647696
+64,16,resident-2d,12-6-2,6.1998595000000005,2,1.0,0.5060863072784149,0.31220731695613424
+64,16,resident-quarter,10-7-3,7.164109,2,0.8654055235619671,0.4379698857178192,0.2701859365903003
+64,16,resident-quarter,12-6-2,7.3698555,2,0.8412457340581508,0.42574294706320903,0.2626430735310889
+64,16,resident-quarter,14-5-1,9.246259,2,0.6705262636488984,0.3393441607032639,0.20934320572244408
+64,16,resident-quarter,8-8-4,5.5874299999999995,2,1.1096084425218753,0.5615576392008491,0.34642787471162956
+64,16,v06,9-11,1.9356415,2,3.2029998840177796,1.6209943835157492,1.0
+64,16,writer-final,8-8-4,3.137664,2,1.975947552064211,1.0,0.6169052836760086
diff --git a/results/appt_role_breakdown/analysis.md b/results/appt_role_breakdown/analysis.md
new file mode 100644
index 0000000..495c4b7
--- /dev/null
+++ b/results/appt_role_breakdown/analysis.md
@@ -0,0 +1,35 @@
+# APPT Online Per-Role Breakdown
+
+Intrusive device-globaltimer diagnostics; normal performance kernels do not include these timers.
+
+| bits | batch | role | wait us/task | compute us/task | boundary us/task | role span us | start delay us |
+|---:|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | 0 | 0.00 | 59.10 | 3.90 | 63.5 | 0.0 |
+| 32 | 1 | 1 | 64.11 | 102.11 | 42.48 | 193.5 | 63.5 |
+| 32 | 1 | 2 | 141.30 | 42.57 | 1.95 | 197.6 | 98.3 |
+| 32 | 4 | 0 | 0.00 | 122.15 | 7.69 | 512.0 | 0.0 |
+| 32 | 4 | 1 | 23.09 | 148.84 | 47.20 | 757.8 | 68.6 |
+| 32 | 4 | 2 | 65.49 | 50.86 | 2.82 | 736.3 | 132.1 |
+| 64 | 1 | 0 | 0.00 | 155.33 | 5.90 | 162.8 | 0.0 |
+| 64 | 1 | 1 | 162.14 | 199.76 | 44.05 | 328.7 | 159.7 |
+| 64 | 1 | 2 | 59.82 | 93.82 | 1.76 | 430.1 | 234.5 |
+| 64 | 4 | 0 | 0.00 | 216.32 | 6.85 | 1598.5 | 0.0 |
+| 64 | 4 | 1 | 106.03 | 218.90 | 37.80 | 1668.1 | 156.7 |
+| 64 | 4 | 2 | 128.43 | 104.00 | 2.58 | 1458.2 | 470.0 |
+
+## Pipeline Lower Bound
+
+The lower bound divides summed measured active CTA time by resident grid size. It removes all readiness waiting and assumes perfect work-conserving role balance.
+
+| bits | batch | measured ms | v0.6 ms | current/v0.6 | active lower bound ms | efficiency | lower-bound/v0.6 | wait share |
+|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | 0.3033 | 0.1481 | 0.488x | 0.0791 | 26.1% | 1.872x | 53.9% |
+| 32 | 4 | 0.8815 | 0.3525 | 0.400x | 0.4621 | 52.4% | 0.763x | 26.2% |
+| 64 | 1 | 0.6724 | 0.2296 | 0.341x | 0.2385 | 35.5% | 0.963x | 32.1% |
+| 64 | 4 | 1.9349 | 0.6136 | 0.317x | 1.1089 | 57.3% | 0.553x | 34.4% |
+
+## Uint64 Batch-4 Attribution
+
+Compute time normalized by task points is `13.20`, `13.36`, and `12.70 ns/point` for folds 0/1/2. The butterfly work is balanced; there is no isolated slow fold formula.
+
+Relative to v0.6, `62.5%` of the measured excess is above the work-conserving active-work lower bound, while `37.5%` remains below that bound. The first part is the target for ready-task stealing and role migration. The residual requires reducing the extra global fold and using the resident radix-4/twiddle core.
diff --git a/results/appt_role_breakdown/raw.csv b/results/appt_role_breakdown/raw.csv
new file mode 100644
index 0000000..a2badb5
--- /dev/null
+++ b/results/appt_role_breakdown/raw.csv
@@ -0,0 +1,61 @@
+kind,bits,batch,trial,kernel_ms,role,wait_ns,compute_ns,boundary_ns,tasks,span_ns,start_delay_ns
+online,32,1,1,0.302490,0,0,3795968,249856,64,63488,0
+online,32,1,1,0.302490,1,4103168,6499328,2747392,64,193536,63488
+online,32,1,1,0.302490,2,18088960,5466112,251904,128,197632,98304
+v06,32,1,1,0.148070,0,0,0,0,0,66560,0
+v06,32,1,1,0.148070,1,0,0,0,0,74752,67584
+online,32,4,1,0.883712,0,0,31270912,1954816,256,512000,0
+online,32,4,1,0.883712,1,5911552,38046720,12125184,256,762880,68608
+online,32,4,1,0.883712,2,33529856,26038272,1454080,512,737280,136192
+v06,32,4,1,0.354304,0,0,0,0,0,246784,0
+v06,32,4,1,0.354304,1,0,0,0,0,265216,84992
+online,64,1,1,0.675021,0,0,9940992,377856,64,162816,0
+online,64,1,1,0.675021,1,10389504,12784640,2819072,64,327680,160768
+online,64,1,1,0.675021,2,7676928,12027904,216064,128,434176,235520
+v06,64,1,1,0.229581,0,0,0,0,0,113664,0
+v06,64,1,1,0.229581,1,0,0,0,0,110592,113664
+online,64,4,1,1.949901,0,0,56578048,1753088,256,1623040,0
+online,64,4,1,1.949901,1,28216320,56562688,9677824,256,1692672,156672
+online,64,4,1,1.949901,2,67557376,53103616,1323008,512,1472512,481280
+v06,64,4,1,0.614605,0,0,0,0,0,479232,0
+v06,64,4,1,0.614605,1,0,0,0,0,487424,122880
+online,32,1,2,0.303309,0,0,3782656,248832,64,63488,0
+online,32,1,2,0.303309,1,4107264,6556672,2712576,64,192512,64512
+online,32,1,2,0.303309,2,18085888,5432320,249856,128,196608,99328
+v06,32,1,2,0.148275,0,0,0,0,0,64512,0
+v06,32,1,2,0.148275,1,0,0,0,0,75776,64512
+online,32,4,2,0.879616,0,0,30748672,2041856,256,495616,0
+online,32,4,2,0.879616,1,5921792,38104064,11937792,256,757760,68608
+online,32,4,2,0.879616,2,33528832,25817088,1441792,512,736256,132096
+v06,32,4,2,0.348570,0,0,0,0,0,245760,0
+v06,32,4,2,0.348570,1,0,0,0,0,261120,84992
+online,64,1,2,0.671334,0,0,9980928,342016,64,162816,0
+online,64,1,2,0.671334,1,10377216,12664832,2828288,64,328704,159744
+online,64,1,2,0.671334,2,7657472,11915264,225280,128,430080,234496
+v06,64,1,2,0.229990,0,0,0,0,0,114688,0
+v06,64,1,2,0.229990,1,0,0,0,0,109568,114688
+online,64,4,2,1.930854,0,0,54530048,1683456,256,1571840,0
+online,64,4,2,1.930854,1,26781696,55178240,9601024,256,1641472,155648
+online,64,4,2,1.930854,2,63866880,53499904,1333248,512,1447936,453632
+v06,64,4,2,0.613581,0,0,0,0,0,477184,0
+v06,64,4,2,0.613581,1,0,0,0,0,484352,122880
+online,32,1,3,0.303309,0,0,3756032,275456,64,63488,0
+online,32,1,3,0.303309,1,4066304,6535168,2718720,64,193536,63488
+online,32,1,3,0.303309,2,18031616,5448704,236544,128,197632,97280
+v06,32,1,3,0.147866,0,0,0,0,0,67584,0
+v06,32,1,3,0.147866,1,0,0,0,0,75776,67584
+online,32,4,3,0.881459,0,0,31327232,1969152,256,518144,0
+online,32,4,3,0.881459,1,5863424,38378496,12083200,256,757760,67584
+online,32,4,3,0.881459,2,33086464,26183680,1389568,512,736256,131072
+v06,32,4,3,0.352461,0,0,0,0,0,249856,0
+v06,32,4,3,0.352461,1,0,0,0,0,268288,82944
+online,64,1,3,0.672358,0,0,9853952,392192,64,160768,0
+online,64,1,3,0.672358,1,10317824,12858368,2817024,64,329728,158720
+online,64,1,3,0.672358,2,7633920,12009472,237568,128,429056,233472
+v06,64,1,3,0.228762,0,0,0,0,0,112640,0
+v06,64,1,3,0.228762,1,0,0,0,0,110592,112640
+online,64,4,3,1.934950,0,0,55378944,1912832,256,1598464,0
+online,64,4,3,1.934950,1,27144192,56038400,9888768,256,1668096,156672
+online,64,4,3,1.934950,2,65757184,53249024,1318912,512,1458176,470016
+v06,64,4,3,0.612557,0,0,0,0,0,475136,0
+v06,64,4,3,0.612557,1,0,0,0,0,487424,124928
diff --git a/results/appt_role_breakdown/summary.csv b/results/appt_role_breakdown/summary.csv
new file mode 100644
index 0000000..1c64bfc
--- /dev/null
+++ b/results/appt_role_breakdown/summary.csv
@@ -0,0 +1,13 @@
+word_bits,batch,role,kernel_ms,v06_ms,tasks,wait_us_per_task,compute_us_per_task,boundary_us_per_task,span_us,start_delay_us,work_conserving_lower_bound_ms,measured_pipeline_efficiency,wait_share,online_over_v06,lower_bound_over_v06
+32,1,0,0.303309,0.14807,64.0,0.0,59.104,3.904,63.488,0.0,0.079104,0.2608033391689663,0.5389091994329628,0.4881820189971284,1.8718396035598708
+32,1,1,0.303309,0.14807,64.0,64.112,102.112,42.48,193.536,63.488,0.079104,0.2608033391689663,0.5389091994329628,0.4881820189971284,1.8718396035598708
+32,1,2,0.303309,0.14807,128.0,141.296,42.568,1.952,197.632,98.304,0.079104,0.2608033391689663,0.5389091994329628,0.4881820189971284,1.8718396035598708
+32,4,0,0.881459,0.352461,256.0,0.0,122.152,7.692,512.0,0.0,0.46211413333333334,0.5242604968958662,0.26232768484716396,0.39986091241906885,0.7627141750840197
+32,4,1,0.881459,0.352461,256.0,23.092,148.844,47.2,757.76,68.608,0.46211413333333334,0.5242604968958662,0.26232768484716396,0.39986091241906885,0.7627141750840197
+32,4,2,0.881459,0.352461,512.0,65.486,50.856,2.816,736.256,132.096,0.46211413333333334,0.5242604968958662,0.26232768484716396,0.39986091241906885,0.7627141750840197
+64,1,0,0.672358,0.229581,64.0,0.0,155.328,5.904,162.816,0.0,0.2384832,0.354696753812701,0.3209476082004556,0.3414564859791956,0.9626715844134933
+64,1,1,0.672358,0.229581,64.0,162.144,199.76,44.048,328.704,159.744,0.2384832,0.354696753812701,0.3209476082004556,0.3414564859791956,0.9626715844134933
+64,1,2,0.672358,0.229581,128.0,59.824,93.824,1.76,430.08,234.496,0.2384832,0.354696753812701,0.3209476082004556,0.3414564859791956,0.9626715844134933
+64,4,0,1.93495,0.613581,256.0,0.0,216.324,6.848,1598.464,0.0,1.1088768,0.5730777539471305,0.343669740061973,0.3171043179410321,0.5533355914741837
+64,4,1,1.93495,0.613581,256.0,106.032,218.9,37.804,1668.096,156.672,1.1088768,0.5730777539471305,0.343669740061973,0.3171043179410321,0.5533355914741837
+64,4,2,1.93495,0.613581,512.0,128.432,104.002,2.584,1458.176,470.016,1.1088768,0.5730777539471305,0.343669740061973,0.3171043179410321,0.5533355914741837
diff --git a/results/appt_static_layout_exploration/analysis.md b/results/appt_static_layout_exploration/analysis.md
new file mode 100644
index 0000000..cf6dfcc
--- /dev/null
+++ b/results/appt_static_layout_exploration/analysis.md
@@ -0,0 +1,14 @@
+# APPT Static Layout Search
+
+Median V100 logN=20 timings. Natural includes the online writer; static is the chaining ceiling.
+
+| bits | batch | contract | best point | kernel ms | throughput/v0.6 |
+|---:|---:|---|---|---:|---:|
+| 32 | 1 | natural | `natural-fw32-wt1-r8-12-2` | 0.285184 | 0.519x |
+| 32 | 1 | static | `static-fw32` | 0.177280 | 0.835x |
+| 32 | 4 | natural | `natural-fw32-wt4-r8-12-2` | 0.822272 | 0.423x |
+| 32 | 4 | static | `static-fw32` | 0.574208 | 0.606x |
+| 64 | 1 | natural | `natural-fw32-wt4-r11-9-2` | 0.440704 | 0.519x |
+| 64 | 1 | static | `static-fw16` | 0.332032 | 0.689x |
+| 64 | 4 | natural | `natural-fw32-wt1-r11-9-2` | 1.246336 | 0.491x |
+| 64 | 4 | static | `static-fw32` | 1.020800 | 0.600x |
diff --git a/results/appt_static_layout_exploration/raw.csv b/results/appt_static_layout_exploration/raw.csv
new file mode 100644
index 0000000..027fe59
--- /dev/null
+++ b/results/appt_static_layout_exploration/raw.csv
@@ -0,0 +1,215 @@
+trial,variant,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+1,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,2,8,0.797504,0.147968,0.148915,0.000947,0,0,0,0,0,natural,natural,"",0.743744,6758.218257,591.990598,7086505467.458291,fused,shoup,-1
+1,static-fw8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.760384,0.177408,0.178336,0.000928,8,12,1,8,1,natural,appt-static,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.740096,5636.724550,595.987340,5910534081.566154,fused,shoup,-1
+1,natural-fw8-wt1-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.778176,0.493952,0.494869,0.000917,8,12,1,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.736672,2024.488184,497.809638,2122829722.417006,fused,shoup,-1
+1,natural-fw8-wt1-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.784576,0.349056,0.349976,0.000920,8,12,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.735840,2864.869775,534.910384,3004033689.563245,fused,shoup,-1
+1,natural-fw8-wt1-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.789472,0.357760,0.358709,0.000949,8,12,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.740544,2795.169851,529.723861,2930948022.108498,fused,shoup,-1
+1,natural-fw8-wt1-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.803136,0.348160,0.349187,0.001027,7,13,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.745696,2872.242658,527.150352,3011764717.514540,fused,shoup,-1
+1,natural-fw8-wt1-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.790496,0.397440,0.398315,0.000875,9,11,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.746272,2516.103145,517.007476,2638325371.637238,fused,shoup,-1
+1,natural-fw8-wt1-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.792928,0.370304,0.371441,0.001137,8,14,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.743552,2700.484011,524.443252,2831662722.213799,fused,shoup,-1
+1,natural-fw8-wt2-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.779456,0.500224,0.500974,0.000750,8,12,1,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.737824,1999.104424,495.661958,2096212920.696738,fused,shoup,-1
+1,natural-fw8-wt2-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.781152,0.349312,0.350251,0.000939,8,12,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.738304,2862.770185,535.111892,3001832109.130937,fused,shoup,-1
+1,natural-fw8-wt2-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.777568,0.357504,0.358350,0.000846,8,12,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.742080,2797.171420,532.721920,2933046819.284412,fused,shoup,-1
+1,natural-fw8-wt2-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.801344,0.352512,0.353445,0.000933,7,13,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.742144,2836.782845,527.426169,2974582408.759978,fused,shoup,-1
+1,natural-fw8-wt2-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.785568,0.401280,0.402182,0.000902,9,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.733312,2492.025606,520.789935,2613078241.706884,fused,shoup,-1
+1,natural-fw8-wt2-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.789408,0.371840,0.372786,0.000946,8,14,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.740480,2689.328742,525.837545,2819965575.434885,fused,shoup,-1
+1,natural-fw8-wt4-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.787008,0.488704,0.489739,0.001036,8,12,1,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.750528,2046.228409,493.524962,2145626000.001341,fused,shoup,-1
+1,natural-fw8-wt4-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.787104,0.348544,0.349542,0.000998,8,12,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.743104,2869.078210,532.268231,3008446552.655637,fused,shoup,-1
+1,natural-fw8-wt4-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.812992,0.354816,0.355752,0.000936,8,12,3,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.737088,2818.362275,524.963045,2955267040.783077,fused,shoup,-1
+1,natural-fw8-wt4-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.791840,0.347392,0.348406,0.001014,7,13,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.749152,2878.592543,529.553307,3018423054.389120,fused,shoup,-1
+1,natural-fw8-wt4-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.783424,0.391040,0.391848,0.000809,9,11,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.742688,2557.283160,521.607046,2681505746.559994,fused,shoup,-1
+1,natural-fw8-wt4-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.783008,0.368768,0.369698,0.000930,8,14,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.744480,2711.731989,527.354956,2843457082.333230,fused,shoup,-1
+1,static-fw16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.788320,0.177792,0.178805,0.001013,8,12,1,16,1,natural,appt-static,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.752224,5624.550106,581.958349,5897768251.845317,fused,shoup,-1
+1,natural-fw16-wt1-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.791968,0.411648,0.412739,0.001091,8,12,1,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.745888,2429.259919,512.950990,2547263649.123066,fused,shoup,-1
+1,natural-fw16-wt1-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.785728,0.299776,0.301331,0.001556,8,12,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.742272,3335.824217,547.112999,3497865214.198932,fused,shoup,-1
+1,natural-fw16-wt1-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.780960,0.331392,0.332388,0.000996,8,12,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.736576,3017.574442,540.853933,3164156138.521377,fused,shoup,-1
+1,natural-fw16-wt1-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.786464,0.307712,0.308667,0.000955,7,13,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.748512,3249.792133,542.685470,3407654035.426094,fused,shoup,-1
+1,natural-fw16-wt1-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.788448,0.355072,0.356103,0.001031,9,11,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.745024,2816.330275,529.508449,2953136334.501264,fused,shoup,-1
+1,natural-fw16-wt1-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.779584,0.323328,0.324252,0.000924,8,14,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.738432,3092.834632,543.081584,3243072167.163191,fused,shoup,-1
+1,natural-fw16-wt2-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.800896,0.416128,0.417128,0.001000,8,12,1,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.742720,2403.106681,510.270728,2519839991.339359,fused,shoup,-1
+1,natural-fw16-wt2-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.794784,0.302208,0.303138,0.000930,8,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.741504,3308.979176,543.922850,3469716148.666850,fused,shoup,-1
+1,natural-fw16-wt2-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.790496,0.331264,0.332247,0.000983,8,12,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.740000,3018.740438,537.126163,3165378773.890399,fused,shoup,-1
+1,natural-fw16-wt2-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.786016,0.309760,0.310758,0.000998,7,13,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.734208,3228.305740,546.452871,3385123920.147557,fused,shoup,-1
+1,natural-fw16-wt2-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.781472,0.355840,0.356740,0.000900,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.813984,2810.251818,512.479910,2946762610.382622,fused,shoup,-1
+1,natural-fw16-wt2-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.783936,0.322304,0.323230,0.000926,8,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.738624,3102.660742,542.045373,3253375590.105641,fused,shoup,-1
+1,natural-fw16-wt4-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.790208,0.413824,0.414787,0.000963,8,12,1,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.752736,2416.486282,511.046801,2533869519.978677,fused,shoup,-1
+1,natural-fw16-wt4-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.786016,0.303744,0.304721,0.000977,8,12,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.741728,3292.246229,546.004128,3452170381.883676,fused,shoup,-1
+1,natural-fw16-wt4-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.782848,0.329856,0.330806,0.000950,8,12,3,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.739808,3031.625845,539.807560,3178890102.478187,fused,shoup,-1
+1,natural-fw16-wt4-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.786528,0.312192,0.313103,0.000911,7,13,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.734048,3203.157103,545.622798,3358753662.866375,fused,shoup,-1
+1,natural-fw16-wt4-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.790784,0.353536,0.354511,0.000974,9,11,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.742400,2828.566178,530.020352,2965966608.683689,fused,shoup,-1
+1,natural-fw16-wt4-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.782272,0.323584,0.324653,0.001069,8,14,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.737632,3090.387751,542.449980,3240506425.898652,fused,shoup,-1
+1,static-fw32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.778944,0.177280,0.178276,0.000996,8,12,1,32,1,natural,appt-static,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.739552,5640.794418,589.700516,5914801647.841202,fused,shoup,-1
+1,natural-fw32-wt1-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.768768,0.373888,0.374848,0.000960,8,12,1,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.736000,2674.597841,532.295428,2804519105.770238,fused,shoup,-1
+1,natural-fw32-wt1-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.792704,0.285184,0.286267,0.001083,8,12,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.748864,3506.508129,547.419689,3676840267.499423,fused,shoup,-1
+1,natural-fw32-wt1-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.789120,0.315904,0.316892,0.000988,8,12,3,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.744800,3165.518724,540.591975,3319286961.684736,fused,shoup,-1
+1,natural-fw32-wt1-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.775936,0.289152,0.290032,0.000880,7,13,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.746432,3458.388711,552.022608,3626383400.940660,fused,shoup,-1
+1,natural-fw32-wt1-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.785632,0.333184,0.334190,0.001006,9,11,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.742656,3001.344568,537.209259,3147137881.610763,fused,shoup,-1
+1,natural-fw32-wt1-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.775744,0.299264,0.300242,0.000978,8,14,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.741568,3341.531070,550.486170,3503849282.779277,fused,shoup,-1
+1,natural-fw32-wt2-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.786720,0.373888,0.374852,0.000964,8,12,1,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.740768,2674.597841,525.934908,2804519105.770238,fused,shoup,-1
+1,natural-fw32-wt2-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.777472,0.289408,0.290364,0.000956,8,12,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.742272,3455.329520,552.745142,3623175607.013176,fused,shoup,-1
+1,natural-fw32-wt2-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.776544,0.317440,0.318291,0.000851,8,12,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.734784,3150.201582,546.816222,3303225773.603934,fused,shoup,-1
+1,natural-fw32-wt2-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.777248,0.291456,0.292402,0.000946,7,13,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.734464,3431.049463,554.579487,3597716121.566426,fused,shoup,-1
+1,natural-fw32-wt2-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.781856,0.335232,0.336211,0.000979,9,11,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.741184,2983.008874,538.134357,3127911513.402965,fused,shoup,-1
+1,natural-fw32-wt2-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.779008,0.301056,0.302015,0.000959,8,14,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.737408,3321.641183,550.214819,3482993224.928361,fused,shoup,-1
+1,natural-fw32-wt4-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.793760,0.376704,0.377672,0.000968,8,12,1,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.745152,2654.604093,522.025290,2783554141.812768,fused,shoup,-1
+1,natural-fw32-wt4-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.785440,0.291972,0.293025,0.001053,8,12,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.732256,3424.985825,552.587536,3591357936.096675,fused,shoup,-1
+1,natural-fw32-wt4-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.790208,0.314752,0.315755,0.001003,8,12,3,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.746304,3177.104388,540.171481,3331435410.692503,fused,shoup,-1
+1,natural-fw32-wt4-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.783648,0.293376,0.294384,0.001008,7,13,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.748672,3408.595128,547.736309,3574171045.074570,fused,shoup,-1
+1,natural-fw32-wt4-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.785600,0.335360,0.336381,0.001021,9,11,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.738688,2981.870313,537.736177,3126717644.922595,fused,shoup,-1
+1,natural-fw32-wt4-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,2,8,0.772096,0.302592,0.303531,0.000939,8,14,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.745216,3304.779932,549.479533,3465312922.192118,fused,shoup,-1
+1,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,2,8,2.810336,0.348032,0.349035,0.001003,0,0,0,0,0,natural,natural,"",2.621472,11493.196105,692.060681,12051489598.518105,fused,shoup,-1
+1,static-fw8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.799680,0.579456,0.580379,0.000923,8,12,1,8,1,natural,appt-static,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.620544,6903.026624,666.702233,7238348044.918264,fused,shoup,-1
+1,natural-fw8-wt1-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.823040,1.664128,1.664845,0.000717,8,12,1,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.622176,2403.661335,562.639825,2520421587.975745,fused,shoup,-1
+1,natural-fw8-wt1-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.808512,1.054848,1.055669,0.000821,8,12,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.621376,3792.015691,616.833133,3976216645.556085,fused,shoup,-1
+1,natural-fw8-wt1-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.812000,0.972672,0.973419,0.000747,8,12,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.627488,4112.383269,623.814760,4312146398.767355,fused,shoup,-1
+1,natural-fw8-wt1-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.798784,1.138048,1.138738,0.000690,7,13,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.617568,3514.790074,610.277058,3685524516.935437,fused,shoup,-1
+1,natural-fw8-wt1-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.803104,1.160960,1.161678,0.000718,9,11,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.621440,3445.424598,607.394683,3612789543.150014,fused,shoup,-1
+1,natural-fw8-wt1-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.806816,1.146368,1.147201,0.000833,8,14,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.622720,3489.280848,608.281374,3658776154.069617,fused,shoup,-1
+1,natural-fw8-wt2-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.818880,1.683072,1.683656,0.000584,8,12,1,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.623072,2376.606627,561.401621,2492052670.604679,fused,shoup,-1
+1,natural-fw8-wt2-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.807936,1.071872,1.072647,0.000775,8,12,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.617088,3731.788884,615.678623,3913064261.350425,fused,shoup,-1
+1,natural-fw8-wt2-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.810176,0.976512,0.977252,0.000740,8,12,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.620672,4096.211761,624.282086,4295189343.447138,fused,shoup,-1
+1,natural-fw8-wt2-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.807104,1.132800,1.133654,0.000854,7,13,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.623648,3531.073499,609.426114,3702598925.541233,fused,shoup,-1
+1,natural-fw8-wt2-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.820032,1.169792,1.170495,0.000703,9,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.623712,3419.411150,604.820175,3585512466.242947,fused,shoup,-1
+1,natural-fw8-wt2-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.804768,1.146240,1.146867,0.000627,8,14,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.613472,3489.670587,609.339957,3659184825.862126,fused,shoup,-1
+1,natural-fw8-wt4-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.799136,1.647872,1.648512,0.000640,8,12,1,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.622752,2427.373042,565.790082,2545285115.276815,fused,shoup,-1
+1,natural-fw8-wt4-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.799232,1.060992,1.061715,0.000723,8,12,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.615328,3770.056693,617.707950,3953190966.725190,fused,shoup,-1
+1,natural-fw8-wt4-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.802848,0.971008,0.971872,0.000864,8,12,3,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.621408,4119.430518,625.462834,4319535975.076011,fused,shoup,-1
+1,natural-fw8-wt4-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.816800,1.126144,1.126854,0.000710,7,13,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.617984,3551.943461,609.669831,3724482666.511693,fused,shoup,-1
+1,natural-fw8-wt4-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.804576,1.161216,1.161970,0.000754,9,11,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.614880,3444.664842,607.840656,3611992881.298874,fused,shoup,-1
+1,natural-fw8-wt4-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.804800,1.141760,1.142615,0.000855,8,14,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.619584,3503.363254,609.185533,3673542627.775944,fused,shoup,-1
+1,static-fw16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.804800,0.583552,0.584386,0.000834,8,12,1,16,1,natural,appt-static,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.622848,6854.573337,665.424533,7187541091.637524,fused,shoup,-1
+1,natural-fw16-wt1-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.814688,1.356416,1.357037,0.000621,8,12,1,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.617792,2948.947844,589.197432,3092195934.103456,fused,shoup,-1
+1,natural-fw16-wt1-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.820320,0.901760,0.902610,0.000850,8,12,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.622080,4435.770138,630.501126,4651242107.894614,fused,shoup,-1
+1,natural-fw16-wt1-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.823008,0.896768,0.897559,0.000791,8,12,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.625504,4460.462591,630.389828,4677134021.367779,fused,shoup,-1
+1,natural-fw16-wt1-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.804608,0.975872,0.976737,0.000865,7,13,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.626496,4098.898299,624.319476,4298006383.155081,fused,shoup,-1
+1,natural-fw16-wt1-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.811040,1.000704,1.001544,0.000840,9,11,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.631584,3997.185781,620.797212,4191353077.597107,fused,shoup,-1
+1,natural-fw16-wt1-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.816576,0.966144,0.967018,0.000874,8,14,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.633728,4140.169473,623.397862,4341282345.130394,fused,shoup,-1
+1,natural-fw16-wt2-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.793696,1.362048,1.362925,0.000877,8,12,1,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.616736,2936.754000,590.625600,3079409762.304183,fused,shoup,-1
+1,natural-fw16-wt2-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.807680,0.905856,0.906752,0.000896,8,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.621824,4415.712808,631.376914,4630210473.217929,fused,shoup,-1
+1,natural-fw16-wt2-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.809504,0.891776,0.892534,0.000758,8,12,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.620320,4485.431192,632.751188,4703315497.421351,fused,shoup,-1
+1,natural-fw16-wt2-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.810304,0.974592,0.975348,0.000756,7,13,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.624384,4104.281711,624.095079,4303651299.415446,fused,shoup,-1
+1,natural-fw16-wt2-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.804640,1.002240,1.003052,0.000812,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.622688,3991.060254,622.125774,4184929997.227680,fused,shoup,-1
+1,natural-fw16-wt2-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.806496,0.972416,0.973271,0.000855,8,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.615584,4113.465911,625.537984,4313281630.913192,fused,shoup,-1
+1,natural-fw16-wt4-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.804768,1.338112,1.338872,0.000760,8,12,1,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.616448,2989.286405,591.774803,3134493981.444284,fused,shoup,-1
+1,natural-fw16-wt4-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.825568,0.903168,0.904149,0.000981,8,12,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.627872,4428.854764,629.266429,4643990813.330873,fused,shoup,-1
+1,natural-fw16-wt4-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.813568,0.882560,0.883408,0.000848,8,12,3,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.621152,4532.269685,633.183897,4752429217.301663,fused,shoup,-1
+1,natural-fw16-wt4-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.813760,0.967808,0.968631,0.000823,7,13,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.622784,4133.051149,624.575294,4333818241.313178,fused,shoup,-1
+1,natural-fw16-wt4-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.809184,1.012736,1.013619,0.000883,9,11,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.616160,3949.696808,621.303250,4141557280.263953,fused,shoup,-1
+1,natural-fw16-wt4-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.799904,0.967168,0.967987,0.000819,8,14,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.618560,4135.786243,626.406267,4336686196.030588,fused,shoup,-1
+1,static-fw32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.802272,0.574208,0.575136,0.000928,8,12,1,32,1,natural,appt-static,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.614400,6966.116551,667.681541,7304502628.678008,fused,shoup,-1
+1,natural-fw32-wt1-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.818080,1.197312,1.198096,0.000784,8,12,1,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.625376,3340.816770,602.339976,3503100285.523151,fused,shoup,-1
+1,natural-fw32-wt1-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.812224,0.827904,0.828735,0.000831,8,12,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.618720,4831.478128,639.095251,5066172009.124311,fused,shoup,-1
+1,natural-fw32-wt1-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.804640,0.838144,0.838980,0.000836,8,12,3,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.613920,4772.449578,639.314243,5004276088.902050,fused,shoup,-1
+1,natural-fw32-wt1-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.804640,0.892416,0.893264,0.000848,7,13,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.625568,4482.214571,632.648726,4699942625.724808,fused,shoup,-1
+1,natural-fw32-wt1-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.811712,0.917376,0.918122,0.000746,9,11,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.626336,4360.262400,629.383647,4572066506.183250,fused,shoup,-1
+1,natural-fw32-wt1-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.796448,0.876416,0.877294,0.000878,8,14,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.614304,4564.042503,636.216488,4785745431.589788,fused,shoup,-1
+1,natural-fw32-wt2-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.806016,1.180800,1.181498,0.000698,8,12,1,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.618624,3387.533987,605.561486,3552086837.916147,fused,shoup,-1
+1,natural-fw32-wt2-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.802272,0.826624,0.827431,0.000807,8,12,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.612960,4838.959569,640.835017,5074016869.345952,fused,shoup,-1
+1,natural-fw32-wt2-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.815104,0.844288,0.845171,0.000884,8,12,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.621600,4737.719878,636.842087,4967859358.546911,fused,shoup,-1
+1,natural-fw32-wt2-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.804096,0.896896,0.897928,0.001032,7,13,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.619552,4459.825865,632.856930,4676466366.366908,fused,shoup,-1
+1,natural-fw32-wt2-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.815520,0.921216,0.922091,0.000875,9,11,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.629472,4342.086929,628.317509,4553008143.259849,fused,shoup,-1
+1,natural-fw32-wt2-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.813664,0.879616,0.880476,0.000860,8,14,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.623552,4547.438768,633.228802,4768335153.717280,fused,shoup,-1
+1,natural-fw32-wt4-r8-12-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.805408,1.182336,1.183088,0.000752,8,12,1,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.627552,3383.133130,604.659262,3547472204.636488,fused,shoup,-1
+1,natural-fw32-wt4-r8-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.804544,0.822272,0.823048,0.000776,8,12,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.629472,4864.570345,639.356757,5100871714.278238,fused,shoup,-1
+1,natural-fw32-wt4-r8-12-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.811840,0.848640,0.849660,0.001020,8,12,3,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.622432,4713.423694,636.647458,4942382963.460199,fused,shoup,-1
+1,natural-fw32-wt4-r7-13-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.818944,0.877824,0.878619,0.000795,7,13,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.623872,4556.722032,632.847304,4778069361.915982,fused,shoup,-1
+1,natural-fw32-wt4-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.829856,0.921216,0.922090,0.000873,9,11,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.625344,4342.086929,627.311647,4553008143.259849,fused,shoup,-1
+1,natural-fw32-wt4-r8-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,2,8,2.807232,0.873216,0.874086,0.000870,8,14,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.619552,4580.768243,634.920658,4803283641.019778,fused,shoup,-1
+1,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,2,8,1.425312,0.228608,0.229667,0.001059,0,0,0,0,0,natural,natural,"",1.348640,4374.300164,333.049131,4586786168.429768,fused,shoup,-1
+1,static-fw8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.417184,0.332800,0.333643,0.000843,8,12,1,8,1,natural,appt-static,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.349824,3004.807684,322.600631,3150769222.191805,fused,shoup,-1
+1,natural-fw8-wt1-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.413664,0.757376,0.758310,0.000934,10,10,1,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.342656,1320.348123,284.600602,1384485353.344675,fused,shoup,-1
+1,natural-fw8-wt1-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.416512,0.538368,0.539403,0.001035,10,10,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.343328,1857.465571,303.194947,1947693818.995704,fused,shoup,-1
+1,natural-fw8-wt1-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.424288,0.557056,0.558024,0.000968,9,11,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.370912,1795.151623,298.306573,1882352908.164469,fused,shoup,-1
+1,natural-fw8-wt1-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.415776,0.537088,0.538014,0.000926,11,9,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341088,1861.892358,303.586690,1952335641.525136,fused,shoup,-1
+1,natural-fw8-wt1-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.419424,0.577920,0.578731,0.000811,10,12,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.349568,1730.343241,298.782870,1814396394.638594,fused,shoup,-1
+1,natural-fw8-wt2-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.424288,0.762112,0.763058,0.000946,10,10,1,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.343424,1312.143060,283.300242,1375881721.443209,fused,shoup,-1
+1,natural-fw8-wt2-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.414432,0.543488,0.544359,0.000871,10,10,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.336928,1839.966941,303.504130,1929345175.022833,fused,shoup,-1
+1,natural-fw8-wt2-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.420160,0.557696,0.558705,0.001009,9,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.346272,1793.091626,300.830771,1880192844.314796,fused,shoup,-1
+1,natural-fw8-wt2-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.416224,0.537472,0.538400,0.000928,11,9,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.342592,1860.562005,303.371549,1950940665.106700,fused,shoup,-1
+1,natural-fw8-wt2-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.424480,0.576256,0.577231,0.000975,10,12,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.344896,1735.339918,298.897198,1819635789.600114,fused,shoup,-1
+1,natural-fw8-wt4-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.416064,0.752256,0.753205,0.000949,10,10,1,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.344000,1329.334737,284.712101,1393908500.796109,fused,shoup,-1
+1,natural-fw8-wt4-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.416224,0.541824,0.542705,0.000882,10,10,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341632,1845.617822,303.059691,1935270553.772384,fused,shoup,-1
+1,natural-fw8-wt4-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.428608,0.553600,0.554568,0.000968,9,11,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.346528,1806.358338,300.414331,1894104000.888040,fused,shoup,-1
+1,natural-fw8-wt4-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.420736,0.536832,0.537812,0.000980,11,9,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.349248,1862.780249,302.405699,1953266662.316053,fused,shoup,-1
+1,natural-fw8-wt4-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.415488,0.574848,0.575737,0.000889,10,12,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341376,1739.590303,300.145996,1824092641.651189,fused,shoup,-1
+1,static-fw16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.417760,0.332032,0.332950,0.000918,8,12,1,16,1,natural,appt-static,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.354656,3011.757948,322.118458,3158057101.746006,fused,shoup,-1
+1,natural-fw16-wt1-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.424800,0.642432,0.643415,0.000983,10,10,1,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.345760,1556.585039,292.998050,1632197713.946830,fused,shoup,-1
+1,natural-fw16-wt1-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.419584,0.481664,0.482567,0.000903,10,10,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.339168,2076.136053,308.602353,2176986438.207935,fused,shoup,-1
+1,natural-fw16-wt1-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.428960,0.495232,0.496166,0.000934,9,11,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.357440,2019.255679,304.726434,2117343042.343284,fused,shoup,-1
+1,natural-fw16-wt1-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.415648,0.476416,0.477410,0.000994,11,9,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.355552,2099.005947,307.918184,2200967259.884293,fused,shoup,-1
+1,natural-fw16-wt1-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.416096,0.508800,0.509711,0.000911,10,12,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.352128,1965.408690,305.154918,2060880382.624310,fused,shoup,-1
+1,natural-fw16-wt2-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.424192,0.642304,0.643189,0.000885,10,10,1,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.353184,1556.895170,292.425027,1632522909.265370,fused,shoup,-1
+1,natural-fw16-wt2-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.424576,0.484608,0.485667,0.001059,10,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.345024,2063.523531,307.294430,2163761249.873284,fused,shoup,-1
+1,natural-fw16-wt2-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.415776,0.497408,0.498311,0.000903,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.347488,2010.422017,306.685242,2108080277.131495,fused,shoup,-1
+1,natural-fw16-wt2-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.413280,0.478080,0.478976,0.000896,11,9,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.358560,2091.700114,307.699884,2193306539.139392,fused,shoup,-1
+1,natural-fw16-wt2-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.415744,0.512512,0.513394,0.000882,10,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.351072,1951.173719,304.940531,2045953933.310190,fused,shoup,-1
+1,natural-fw16-wt4-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.415584,0.644352,0.645308,0.000956,10,10,1,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.336864,1551.946717,294.394726,1627334080.366253,fused,shoup,-1
+1,natural-fw16-wt4-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.416832,0.485632,0.486813,0.001181,10,10,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.335296,2059.172367,308.855504,2159198724.379700,fused,shoup,-1
+1,natural-fw16-wt4-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.417920,0.494848,0.495751,0.000903,9,11,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.357696,2020.822503,305.767005,2118985976.731872,fused,shoup,-1
+1,natural-fw16-wt4-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.414560,0.476544,0.477517,0.000973,11,9,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.345536,2098.442148,308.962386,2200376074.267160,fused,shoup,-1
+1,natural-fw16-wt4-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.418592,0.509824,0.510844,0.001020,10,12,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.349312,1961.461295,305.089388,2056741238.852684,fused,shoup,-1
+1,static-fw32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.421856,0.333056,0.333928,0.000872,8,12,1,32,1,natural,appt-static,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.334720,3002.498053,323.663135,3148347398.066754,fused,shoup,-1
+1,natural-fw32-wt1-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.425184,0.579200,0.580209,0.001008,10,10,1,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.356064,1726.519249,297.579370,1810386648.520730,fused,shoup,-1
+1,natural-fw32-wt1-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.424416,0.455552,0.456504,0.000951,10,10,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.365024,2195.139027,308.167176,2301770100.897768,fused,shoup,-1
+1,natural-fw32-wt1-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.423136,0.462848,0.463770,0.000922,9,11,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.351264,2160.536469,308.904353,2265486688.077641,fused,shoup,-1
+1,natural-fw32-wt1-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.420352,0.443520,0.444493,0.000973,11,9,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.346304,2254.689706,311.509395,2364213513.478979,fused,shoup,-1
+1,natural-fw32-wt1-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.415616,0.474496,0.475539,0.001043,10,12,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.351168,2107.499295,308.520083,2209873180.399467,fused,shoup,-1
+1,natural-fw32-wt2-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.421440,0.584832,0.585808,0.000976,10,10,1,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.353344,1709.892719,297.653067,1792952467.226731,fused,shoup,-1
+1,natural-fw32-wt2-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.414464,0.457856,0.458769,0.000913,10,10,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.339712,2184.092818,311.329400,2290187310.452097,fused,shoup,-1
+1,natural-fw32-wt2-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.422784,0.463488,0.464478,0.000990,9,11,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.345696,2157.553104,309.409008,2262358403.242988,fused,shoup,-1
+1,natural-fw32-wt2-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.427840,0.442240,0.443275,0.001035,11,9,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.355264,2261.215631,310.044453,2371056441.169256,fused,shoup,-1
+1,natural-fw32-wt2-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.413696,0.475136,0.476097,0.000961,10,12,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.334720,2104.660508,310.216797,2206896496.735134,fused,shoup,-1
+1,natural-fw32-wt4-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.413344,0.583424,0.584366,0.000942,10,10,1,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.344032,1714.019389,299.329498,1797279594.412473,fused,shoup,-1
+1,natural-fw32-wt4-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.419456,0.455552,0.456557,0.001005,10,10,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.360448,2195.139027,309.075442,2301770100.897768,fused,shoup,-1
+1,natural-fw32-wt4-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.423968,0.460032,0.461031,0.000999,9,11,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.367712,2173.761890,307.530314,2279354547.883042,fused,shoup,-1
+1,natural-fw32-wt4-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.416128,0.440704,0.441667,0.000964,11,9,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.343776,2269.096779,312.440635,2379320424.531627,fused,shoup,-1
+1,natural-fw32-wt4-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,1.423968,0.476416,0.477379,0.000963,10,12,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.347520,2099.005947,307.890879,2200967259.884293,fused,shoup,-1
+1,v06,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,2,8,5.467456,0.612096,0.612935,0.000839,0,0,0,0,0,natural,natural,"",5.110720,6534.922502,357.453330,6852362897.728144,fused,shoup,-1
+1,static-fw8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.462208,1.022080,1.023078,0.000998,8,12,1,8,1,natural,appt-static,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.108224,3913.588190,345.050332,4103694649.441533,fused,shoup,-1
+1,natural-fw8-wt1-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.471456,2.734464,2.735006,0.000543,10,10,1,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.120384,1462.809568,300.158239,1533867005.442851,fused,shoup,-1
+1,natural-fw8-wt1-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.465152,1.779840,1.780591,0.000751,10,10,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.098336,2247.393034,324.061712,2356562397.529869,fused,shoup,-1
+1,natural-fw8-wt1-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.463360,1.755520,1.756274,0.000754,9,11,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.107392,2278.527178,324.510129,2389208914.215853,fused,shoup,-1
+1,natural-fw8-wt1-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.474016,1.583360,1.584204,0.000844,11,9,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.113408,2526.273311,328.655896,2648989563.075837,fused,shoup,-1
+1,natural-fw8-wt1-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.470304,1.858176,1.858943,0.000767,10,12,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.103712,2152.648627,321.745350,2257215686.715325,fused,shoup,-1
+1,natural-fw8-wt2-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.496640,2.730624,2.731216,0.000592,10,10,1,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.122240,1464.866660,299.636596,1536024022.597266,fused,shoup,-1
+1,natural-fw8-wt2-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.466496,1.784320,1.785096,0.000776,10,10,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.117568,2241.750363,323.405224,2350645628.274419,fused,shoup,-1
+1,natural-fw8-wt2-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.483872,1.766016,1.766832,0.000816,9,11,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.118912,2264.985133,323.394343,2375009051.239820,fused,shoup,-1
+1,natural-fw8-wt2-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.479072,1.594112,1.594813,0.000701,11,9,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.105024,2509.233920,328.455550,2631122467.183069,fused,shoup,-1
+1,natural-fw8-wt2-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.462368,1.863424,1.864084,0.000661,10,12,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106528,2146.586135,321.742046,2250858702.651365,fused,shoup,-1
+1,natural-fw8-wt4-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.474112,2.701696,2.702188,0.000492,10,10,1,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.107328,1480.551520,301.133711,1552470790.826541,fused,shoup,-1
+1,natural-fw8-wt4-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.466432,1.718272,1.719007,0.000735,10,10,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106592,2327.920183,325.433536,2441001233.449633,fused,shoup,-1
+1,natural-fw8-wt4-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.462144,1.763328,1.764089,0.000761,9,11,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106240,2268.437919,324.366975,2378629559.664916,fused,shoup,-1
+1,natural-fw8-wt4-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.460128,1.563136,1.563816,0.000681,11,9,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.105376,2558.958432,329.797911,2683262396.541325,fused,shoup,-1
+1,natural-fw8-wt4-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.469440,1.827584,1.828369,0.000785,10,12,2,8,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.103616,2188.681854,322.563990,2294999264.154205,fused,shoup,-1
+1,static-fw16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.466976,1.023104,1.024021,0.000917,8,12,1,16,1,natural,appt-static,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.106752,3909.671144,344.921784,4099587329.448647,fused,shoup,-1
+1,natural-fw16-wt1-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.459328,2.233472,2.234182,0.000710,10,10,1,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.105376,1790.933491,312.544536,1877929875.818610,fused,shoup,-1
+1,natural-fw16-wt1-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.462944,1.529600,1.530468,0.000868,10,10,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.108640,2615.062720,330.546161,2742092006.784392,fused,shoup,-1
+1,natural-fw16-wt1-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.465248,1.515264,1.516049,0.000785,9,11,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.105920,2639.803961,330.949614,2768035078.465538,fused,shoup,-1
+1,natural-fw16-wt1-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.471584,1.352576,1.353393,0.000817,11,9,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.121312,2957.319920,334.854914,3100974692.812679,fused,shoup,-1
+1,natural-fw16-wt1-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.475200,1.587968,1.588725,0.000757,10,12,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.116672,2518.942460,328.411533,2641302609.109440,fused,shoup,-1
+1,natural-fw16-wt2-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.467648,2.239872,2.240396,0.000524,10,10,1,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.109568,1785.816349,312.083366,1872564164.279790,fused,shoup,-1
+1,natural-fw16-wt2-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.493568,1.523840,1.524725,0.000886,10,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.115680,2624.947586,329.676993,2752457040.159914,fused,shoup,-1
+1,natural-fw16-wt2-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.478944,1.506816,1.507762,0.000946,9,11,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.123648,2654.604093,330.321680,2783554141.812768,fused,shoup,-1
+1,natural-fw16-wt2-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.472352,1.338496,1.339341,0.000845,11,9,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.109312,2988.428871,335.565964,3133594792.006283,fused,shoup,-1
+1,natural-fw16-wt2-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.478784,1.564288,1.565032,0.000744,10,12,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.120928,2557.073856,328.839200,2681286275.938354,fused,shoup,-1
+1,natural-fw16-wt4-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.473728,2.198016,2.198809,0.000794,10,10,1,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.120256,1819.823027,312.695433,1908222750.371157,fused,shoup,-1
+1,natural-fw16-wt4-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.494048,1.491456,1.492282,0.000825,10,10,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.118176,2681.942957,330.478000,2812221017.967204,fused,shoup,-1
+1,natural-fw16-wt4-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.489600,1.489408,1.490196,0.000788,9,11,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.120480,2685.630772,330.592494,2816087972.110907,fused,shoup,-1
+1,natural-fw16-wt4-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.478976,1.333376,1.334222,0.000846,11,9,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.125440,2999.903891,335.070340,3145627221.978675,fused,shoup,-1
+1,natural-fw16-wt4-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.471104,1.572480,1.573255,0.000775,10,12,2,16,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.114144,2543.752603,329.008842,2667317929.565782,fused,shoup,-1
+1,static-fw32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.465024,1.020800,1.021763,0.000963,8,12,1,32,1,natural,appt-static,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.106368,3918.495319,345.059846,4108840147.656027,fused,shoup,-1
+1,natural-fw32-wt1-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.470816,1.983232,1.983954,0.000722,10,10,1,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.111264,2016.909750,318.336694,2114883157.838197,fused,shoup,-1
+1,natural-fw32-wt1-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.471136,1.413504,1.414251,0.000747,10,10,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.110176,2829.846953,333.477390,2967309598.494973,fused,shoup,-1
+1,natural-fw32-wt1-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.464096,1.363328,1.364192,0.000864,9,11,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.108896,2933.996851,335.111664,3076518681.786544,fused,shoup,-1
+1,natural-fw32-wt1-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.461120,1.246336,1.247290,0.000954,11,9,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.108448,3209.407458,338.526782,3365307634.763153,fused,shoup,-1
+1,natural-fw32-wt1-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.465440,1.422080,1.422900,0.000820,10,12,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.109024,2812.781199,333.429364,2949414858.579132,fused,shoup,-1
+1,natural-fw32-wt2-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.463200,1.983616,1.984317,0.000701,10,10,1,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.106112,2016.519332,318.650754,2114473775.029077,fused,shoup,-1
+1,natural-fw32-wt2-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.465056,1.365504,1.366441,0.000937,10,10,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.108576,2929.321278,335.032625,3071615988.579688,fused,shoup,-1
+1,natural-fw32-wt2-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.467744,1.372800,1.373558,0.000759,9,11,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.105600,2913.752930,334.836085,3055291391.846790,fused,shoup,-1
+1,natural-fw32-wt2-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.478560,1.246720,1.247745,0.001025,11,9,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.117632,3208.419003,337.754773,3364271164.887799,fused,shoup,-1
+1,natural-fw32-wt2-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.466464,1.432064,1.432912,0.000848,10,12,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.113504,2793.171145,332.999445,2928852226.452890,fused,shoup,-1
+1,natural-fw32-wt4-r10-10-1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.464128,1.932288,1.933101,0.000812,10,10,1,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.109792,2070.084736,319.841146,2170641172.565197,fused,shoup,-1
+1,natural-fw32-wt4-r10-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.457792,1.347840,1.348614,0.000774,10,10,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.106528,2967.711408,335.791338,3111870957.145097,fused,shoup,-1
+1,natural-fw32-wt4-r9-11-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.466400,1.363584,1.364402,0.000818,9,11,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.114912,2933.445888,334.871055,3075940955.639567,fused,shoup,-1
+1,natural-fw32-wt4-r11-9-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.488192,1.248256,1.249204,0.000948,11,9,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.123296,3204.470960,337.275413,3360131341.014008,fused,shoup,-1
+1,natural-fw32-wt4-r10-12-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,2,8,5.469536,1.410432,1.411288,0.000856,10,12,2,32,4,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.117376,2836.010565,333.407137,2973772614.520772,fused,shoup,-1
diff --git a/results/appt_static_layout_exploration/summary.csv b/results/appt_static_layout_exploration/summary.csv
new file mode 100644
index 0000000..c819c3b
--- /dev/null
+++ b/results/appt_static_layout_exploration/summary.csv
@@ -0,0 +1,215 @@
+word_bits,batch,variant,kernel_ms,trials,throughput_vs_v06
+32,1,natural-fw16-wt1-r7-13-2,0.307712,1,0.4808652246256239
+32,1,natural-fw16-wt1-r8-12-1,0.411648,1,0.3594527363184079
+32,1,natural-fw16-wt1-r8-12-2,0.299776,1,0.4935952177625961
+32,1,natural-fw16-wt1-r8-12-3,0.331392,1,0.4465044418694476
+32,1,natural-fw16-wt1-r8-14-2,0.323328,1,0.45764053840063335
+32,1,natural-fw16-wt1-r9-11-2,0.355072,1,0.4167267483777938
+32,1,natural-fw16-wt2-r7-13-2,0.30976,1,0.47768595041322315
+32,1,natural-fw16-wt2-r8-12-1,0.416128,1,0.35558289756997846
+32,1,natural-fw16-wt2-r8-12-2,0.302208,1,0.48962304108428634
+32,1,natural-fw16-wt2-r8-12-3,0.331264,1,0.44667697063369394
+32,1,natural-fw16-wt2-r8-14-2,0.322304,1,0.4590945194598888
+32,1,natural-fw16-wt2-r9-11-2,0.35584,1,0.4158273381294964
+32,1,natural-fw16-wt4-r7-13-2,0.312192,1,0.4739647396473964
+32,1,natural-fw16-wt4-r8-12-1,0.413824,1,0.3575626353232291
+32,1,natural-fw16-wt4-r8-12-2,0.303744,1,0.4871470712178676
+32,1,natural-fw16-wt4-r8-12-3,0.329856,1,0.4485836243694218
+32,1,natural-fw16-wt4-r8-14-2,0.323584,1,0.4572784810126582
+32,1,natural-fw16-wt4-r9-11-2,0.353536,1,0.41853729181752347
+32,1,natural-fw32-wt1-r7-13-2,0.289152,1,0.5117308543603364
+32,1,natural-fw32-wt1-r8-12-1,0.373888,1,0.39575487846627866
+32,1,natural-fw32-wt1-r8-12-2,0.285184,1,0.518850987432675
+32,1,natural-fw32-wt1-r8-12-3,0.315904,1,0.46839546191247966
+32,1,natural-fw32-wt1-r8-14-2,0.299264,1,0.49443969204448246
+32,1,natural-fw32-wt1-r9-11-2,0.333184,1,0.4441029581252401
+32,1,natural-fw32-wt2-r7-13-2,0.291456,1,0.507685551163812
+32,1,natural-fw32-wt2-r8-12-1,0.373888,1,0.39575487846627866
+32,1,natural-fw32-wt2-r8-12-2,0.289408,1,0.5112781954887218
+32,1,natural-fw32-wt2-r8-12-3,0.31744,1,0.46612903225806446
+32,1,natural-fw32-wt2-r8-14-2,0.301056,1,0.4914965986394558
+32,1,natural-fw32-wt2-r9-11-2,0.335232,1,0.4413898434516991
+32,1,natural-fw32-wt4-r7-13-2,0.293376,1,0.5043630017452007
+32,1,natural-fw32-wt4-r8-12-1,0.376704,1,0.3927964661909616
+32,1,natural-fw32-wt4-r8-12-2,0.291972,1,0.5067883221678791
+32,1,natural-fw32-wt4-r8-12-3,0.314752,1,0.47010980073200487
+32,1,natural-fw32-wt4-r8-14-2,0.302592,1,0.48900169204737726
+32,1,natural-fw32-wt4-r9-11-2,0.33536,1,0.44122137404580153
+32,1,natural-fw8-wt1-r7-13-2,0.34816,1,0.42499999999999993
+32,1,natural-fw8-wt1-r8-12-1,0.493952,1,0.29955947136563876
+32,1,natural-fw8-wt1-r8-12-2,0.349056,1,0.4239090575724239
+32,1,natural-fw8-wt1-r8-12-3,0.35776,1,0.4135957066189624
+32,1,natural-fw8-wt1-r8-14-2,0.370304,1,0.3995852056688558
+32,1,natural-fw8-wt1-r9-11-2,0.39744,1,0.37230273752012877
+32,1,natural-fw8-wt2-r7-13-2,0.352512,1,0.41975308641975306
+32,1,natural-fw8-wt2-r8-12-1,0.500224,1,0.29580348004094165
+32,1,natural-fw8-wt2-r8-12-2,0.349312,1,0.4235983876877977
+32,1,natural-fw8-wt2-r8-12-3,0.357504,1,0.4138918725384891
+32,1,natural-fw8-wt2-r8-14-2,0.37184,1,0.3979345955249569
+32,1,natural-fw8-wt2-r9-11-2,0.40128,1,0.3687400318979266
+32,1,natural-fw8-wt4-r7-13-2,0.347392,1,0.42593957258658804
+32,1,natural-fw8-wt4-r8-12-1,0.488704,1,0.3027763226820324
+32,1,natural-fw8-wt4-r8-12-2,0.348544,1,0.42453176643408
+32,1,natural-fw8-wt4-r8-12-3,0.354816,1,0.41702741702741697
+32,1,natural-fw8-wt4-r8-14-2,0.368768,1,0.401249566122874
+32,1,natural-fw8-wt4-r9-11-2,0.39104,1,0.3783960720130933
+32,1,static-fw16,0.177792,1,0.8322534197264218
+32,1,static-fw32,0.17728,1,0.8346570397111913
+32,1,static-fw8,0.177408,1,0.8340548340548339
+32,1,v06,0.147968,1,1.0
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+64,4,static-fw16,1.023104,1,0.5982734893031402
+64,4,static-fw32,1.0208,1,0.5996238244514107
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diff --git a/results/appt_tail_cores/analysis.md b/results/appt_tail_cores/analysis.md
new file mode 100644
index 0000000..cf56d51
--- /dev/null
+++ b/results/appt_tail_cores/analysis.md
@@ -0,0 +1,30 @@
+# APPT Tail Physical Cores
+
+V100 logN=20 timings at independently calibrated role weights.
+
+| bits | batch | physical core | weights | kernel ms | throughput/v0.6 |
+|---:|---:|---|---:|---:|---:|
+| 32 | 1 | `cta-radix4` | `7-6-7` | 0.306125 | 0.482x |
+| 32 | 1 | `fused-tail` | `9-6-5` | 0.287334 | 0.513x |
+| 32 | 1 | `register-tail` | `8-7-5` | 0.222259 | 0.664x |
+| 32 | 1 | `split-tail` | `7-7-6` | 0.300851 | 0.490x |
+| 32 | 1 | `v06` | `9-11` | 0.147507 | 1.000x |
+| 32 | 1 | `warp` | `6-6-8` | 0.295014 | 0.500x |
+| 32 | 4 | `cta-radix4` | `7-6-7` | 0.959130 | 0.365x |
+| 32 | 4 | `fused-tail` | `4-8-8` | 0.879514 | 0.398x |
+| 32 | 4 | `register-tail` | `8-7-5` | 0.744858 | 0.470x |
+| 32 | 4 | `split-tail` | `8-6-6` | 1.002803 | 0.349x |
+| 32 | 4 | `v06` | `9-11` | 0.350106 | 1.000x |
+| 32 | 4 | `warp` | `7-7-6` | 0.888525 | 0.394x |
+| 64 | 1 | `cta-radix4` | `4-8-8` | 0.438886 | 0.522x |
+| 64 | 1 | `fused-tail` | `9-6-5` | 0.474266 | 0.483x |
+| 64 | 1 | `register-tail` | `11-5-4` | 0.312883 | 0.732x |
+| 64 | 1 | `split-tail` | `4-6-10` | 0.408474 | 0.561x |
+| 64 | 1 | `v06` | `9-11` | 0.229018 | 1.000x |
+| 64 | 1 | `warp` | `8-8-4` | 0.669030 | 0.342x |
+| 64 | 4 | `cta-radix4` | `5-7-8` | 1.346099 | 0.455x |
+| 64 | 4 | `fused-tail` | `7-7-6` | 1.249382 | 0.490x |
+| 64 | 4 | `register-tail` | `10-6-4` | 0.978278 | 0.625x |
+| 64 | 4 | `split-tail` | `4-8-8` | 1.342976 | 0.456x |
+| 64 | 4 | `v06` | `9-11` | 0.611840 | 1.000x |
+| 64 | 4 | `warp` | `6-8-6` | 1.933210 | 0.316x |
diff --git a/results/appt_tail_cores/raw.csv b/results/appt_tail_cores/raw.csv
new file mode 100644
index 0000000..4d26187
--- /dev/null
+++ b/results/appt_tail_cores/raw.csv
@@ -0,0 +1,73 @@
+trial,physical_core,weights,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.786048,0.147507,0.147914,0.000407,0.770176,6779.329836,586.947051,7108642562.210218,fused,shoup,natural,-1
+1,warp,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,3,20,0.783968,0.295014,0.295360,0.000345,0.732192,3389.664918,552.127957,3554321281.105109,fused,shoup,natural,-1
+1,cta-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,3,20,0.778720,0.306739,0.307136,0.000397,0.742528,3260.098363,547.049766,3418460901.361968,fused,shoup,natural,-1
+1,fused-tail,9-6-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-fused-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-fused-tail+appt-online-fused-tail+appt-online-fused-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+6+5","ring+ring","2+2",8,0,3,20,0.791904,0.287898,0.288305,0.000408,0.742048,3473.457029,548.892725,3642183677.284242,fused,shoup,natural,-1
+1,split-tail,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-split-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-split-tail+appt-online-split-tail+appt-online-split-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,0.793280,0.300851,0.301231,0.000380,0.738432,3323.902358,545.683775,3485364239.082126,fused,shoup,natural,-1
+1,register-tail,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+7+5","ring+ring","2+2",8,0,3,20,0.773984,0.222259,0.222663,0.000404,0.736224,4499.251151,577.211499,4717806775.222899,fused,shoup,natural,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.775680,0.147302,0.147680,0.000377,0.730752,6788.755462,604.692023,7118526047.084270,fused,shoup,natural,-1
+2,warp,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,3,20,0.774400,0.294605,0.294944,0.000339,0.731712,3394.377731,555.334413,3559263023.542135,fused,shoup,natural,-1
+2,cta-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,3,20,0.777888,0.305613,0.305967,0.000354,0.734528,3272.114230,550.046290,3431060451.013509,fused,shoup,natural,-1
+2,fused-tail,9-6-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-fused-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-fused-tail+appt-online-fused-tail+appt-online-fused-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+6+5","ring+ring","2+2",8,0,3,20,0.796928,0.286362,0.286801,0.000440,0.749472,3492.088265,545.624696,3661719944.124810,fused,shoup,natural,-1
+2,split-tail,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-split-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-split-tail+appt-online-split-tail+appt-online-split-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,0.791456,0.299418,0.299810,0.000393,0.744896,3339.817197,544.730678,3502052157.454119,fused,shoup,natural,-1
+2,register-tail,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+7+5","ring+ring","2+2",8,0,3,20,0.790016,0.222157,0.222568,0.000411,0.745056,4501.325032,569.077865,4719981397.271162,fused,shoup,natural,-1
+3,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.783168,0.147866,0.148292,0.000427,0.747328,6762.897818,595.819157,7091412342.670173,fused,shoup,natural,-1
+3,warp,6-6-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+6+8","ring+ring","2+2",8,0,3,20,0.785120,0.295014,0.295413,0.000399,0.734592,3389.664918,551.047242,3554321281.105109,fused,shoup,natural,-1
+3,cta-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,3,20,0.789568,0.306125,0.306542,0.000417,0.741408,3266.641511,544.335944,3425321888.536469,fused,shoup,natural,-1
+3,fused-tail,9-6-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-fused-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-fused-tail+appt-online-fused-tail+appt-online-fused-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+6+5","ring+ring","2+2",8,0,3,20,0.774784,0.287334,0.287739,0.000405,0.734720,3480.265714,556.533074,3649323101.372402,fused,shoup,natural,-1
+3,split-tail,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-split-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-split-tail+appt-online-split-tail+appt-online-split-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,0.769344,0.301005,0.301394,0.000389,0.735520,3322.206188,553.750092,3483585675.987780,fused,shoup,natural,-1
+3,register-tail,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+7+5","ring+ring","2+2",8,0,3,20,0.791456,0.222310,0.222752,0.000441,0.753728,4498.215229,565.772671,4716720531.611037,fused,shoup,natural,-1
+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.808608,0.350771,0.351193,0.000422,2.620928,11403.445119,692.004732,11957378868.870565,fused,shoup,natural,-1
+1,warp,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.807296,0.888269,0.888579,0.000310,2.611392,4503.141550,634.220292,4721886153.585963,fused,shoup,natural,-1
+1,cta-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,3,20,2.823040,0.959130,0.959474,0.000344,2.626208,4170.447736,624.182934,4373031404.895682,fused,shoup,natural,-1
+1,fused-tail,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-fused-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-fused-tail+appt-online-fused-tail+appt-online-fused-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,3,20,2.805312,0.879514,0.879819,0.000305,2.620992,4547.968221,634.334884,4768890325.605338,fused,shoup,natural,-1
+1,split-tail,8-6-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-split-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-split-tail+appt-online-split-tail+appt-online-split-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,2.823168,1.006234,1.006613,0.000380,2.618976,3975.220175,620.311056,4168320470.228586,fused,shoup,natural,-1
+1,register-tail,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+7+5","ring+ring","2+2",8,0,3,20,2.812352,0.744858,0.745235,0.000377,2.621408,5370.153906,647.394013,5631014502.354834,fused,shoup,natural,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.820640,0.350106,0.350479,0.000374,2.619200,11425.124838,690.852770,11980111702.475248,fused,shoup,natural,-1
+2,warp,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.810624,0.888525,0.888866,0.000342,2.629184,4501.843802,632.078017,4720525366.059494,fused,shoup,natural,-1
+2,cta-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,3,20,2.821536,0.960819,0.961187,0.000368,2.631616,4163.113950,623.638575,4365341373.533487,fused,shoup,natural,-1
+2,fused-tail,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-fused-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-fused-tail+appt-online-fused-tail+appt-online-fused-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,3,20,2.814816,0.878899,0.879228,0.000329,2.608384,4551.147531,634.709155,4772224073.629062,fused,shoup,natural,-1
+2,split-tail,8-6-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-split-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-split-tail+appt-online-split-tail+appt-online-split-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,2.810272,1.002803,1.003158,0.000354,2.618080,3988.818518,621.972250,4182579366.567988,fused,shoup,natural,-1
+2,register-tail,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+7+5","ring+ring","2+2",8,0,3,20,2.807616,0.702720,0.703054,0.000334,2.619392,5692.167204,652.557508,5968669918.576627,fused,shoup,natural,-1
+3,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.817792,0.349184,0.349603,0.000419,2.629856,11455.279358,690.032070,12011731008.497124,fused,shoup,natural,-1
+3,warp,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,2.815520,0.889549,0.889922,0.000373,2.624736,4496.661787,631.931010,4715091629.840275,fused,shoup,natural,-1
+3,cta-radix4,7-6-7,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+6+7","ring+ring","2+2",8,0,3,20,2.809056,0.959078,0.959454,0.000375,2.625504,4170.670375,625.621859,4373264859.121680,fused,shoup,natural,-1
+3,fused-tail,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-fused-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-fused-tail+appt-online-fused-tail+appt-online-fused-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,3,20,2.815424,0.883200,0.883573,0.000373,2.629440,4528.985560,632.104856,4748985562.115201,fused,shoup,natural,-1
+3,split-tail,8-6-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-split-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-split-tail+appt-online-split-tail+appt-online-split-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,20,2.813760,0.993331,0.993654,0.000323,2.628544,4026.854069,621.539251,4222462532.111660,fused,shoup,natural,-1
+3,register-tail,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+7+5","ring+ring","2+2",8,0,3,20,2.809792,0.745984,0.746335,0.000351,2.616192,5362.045599,648.091489,5622512325.695731,fused,shoup,natural,-1
+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.422272,0.229120,0.229533,0.000413,1.351200,4364.525401,333.045589,4576536586.584454,fused,shoup,natural,-1
+1,warp,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,3,20,1.416672,0.669338,0.669697,0.000359,1.335808,1494.014313,292.242340,1566587552.494287,fused,shoup,natural,-1
+1,cta-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,3,20,1.417312,0.438682,0.439068,0.000386,1.341824,2279.557644,312.713262,2390289435.610697,fused,shoup,natural,-1
+1,fused-tail,9-6-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-fused-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-fused-tail+appt-online-fused-tail+appt-online-fused-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+6+5","ring+ring","2+2",8,0,3,20,1.417632,0.473958,0.474340,0.000382,1.347232,2109.889800,308.754197,2212379807.269701,fused,shoup,natural,-1
+1,split-tail,4-6-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-split-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-split-tail+appt-online-split-tail+appt-online-split-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+6+10","ring+ring","2+2",8,0,3,20,1.420000,0.408730,0.409137,0.000408,1.355136,2446.605209,314.083609,2565451504.104868,fused,shoup,natural,-1
+1,register-tail,11-5-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","11+5+4","ring+ring","2+2",8,0,3,20,1.415328,0.312883,0.313289,0.000406,1.346208,3196.080856,325.264687,3351333679.235877,fused,shoup,natural,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.430944,0.228864,0.229252,0.000388,1.340032,4369.407173,333.351118,4581655496.047707,fused,shoup,natural,-1
+2,warp,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,3,20,1.415648,0.668621,0.668952,0.000331,1.352960,1495.616128,290.932049,1568267177.092416,fused,shoup,natural,-1
+2,cta-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,3,20,1.425248,0.439347,0.439679,0.000332,1.355936,2276.104145,310.507774,2386668179.493674,fused,shoup,natural,-1
+2,fused-tail,9-6-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-fused-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-fused-tail+appt-online-fused-tail+appt-online-fused-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+6+5","ring+ring","2+2",8,0,3,20,1.413312,0.474368,0.474711,0.000343,1.350368,2108.067971,308.828036,2210469480.987581,fused,shoup,natural,-1
+2,split-tail,4-6-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-split-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-split-tail+appt-online-split-tail+appt-online-split-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+6+10","ring+ring","2+2",8,0,3,20,1.412928,0.408474,0.408825,0.000352,1.355488,2448.138745,314.773302,2567059532.317109,fused,shoup,natural,-1
+2,register-tail,11-5-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","11+5+4","ring+ring","2+2",8,0,3,20,1.420000,0.312986,0.313392,0.000406,1.341664,3195.035181,325.240323,3350237209.676507,fused,shoup,natural,-1
+3,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.423232,0.229018,0.229458,0.000440,1.355136,4366.476914,332.514728,4578582896.320216,fused,shoup,natural,-1
+3,warp,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","8+8+4","ring+ring","2+2",8,0,3,20,1.421696,0.669030,0.669417,0.000387,1.366016,1494.700461,289.289713,1567307030.651522,fused,shoup,natural,-1
+3,cta-radix4,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,3,20,1.424224,0.438886,0.439287,0.000400,1.343008,2278.493913,311.903634,2389174033.084115,fused,shoup,natural,-1
+3,fused-tail,9-6-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-fused-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-fused-tail+appt-online-fused-tail+appt-online-fused-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","9+6+5","ring+ring","2+2",8,0,3,20,1.420000,0.474266,0.474616,0.000350,1.349792,2108.523001,308.255933,2210946614.274456,fused,shoup,natural,-1
+3,split-tail,4-6-10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-split-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-split-tail+appt-online-split-tail+appt-online-split-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+6+10","ring+ring","2+2",8,0,3,20,1.416448,0.408320,0.408722,0.000402,1.341568,2449.059503,315.822452,2568025017.311359,fused,shoup,natural,-1
+3,register-tail,11-5-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","11+5+4","ring+ring","2+2",8,0,3,20,1.416800,0.312371,0.312766,0.000395,1.340544,3201.319514,325.763119,3356826810.293778,fused,shoup,natural,-1
+1,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.461568,0.612557,0.612926,0.000369,5.111328,6530.006525,357.607337,6847208122.222463,fused,shoup,natural,-1
+1,warp,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,3,20,5.487712,1.936845,1.937091,0.000246,5.123296,2065.214491,318.779647,2165534349.602571,fused,shoup,natural,-1
+1,cta-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,3,20,5.468160,1.376256,1.376565,0.000309,5.113728,2906.436035,334.500064,3047619071.812316,fused,shoup,natural,-1
+1,fused-tail,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-fused-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-fused-tail+appt-online-fused-tail+appt-online-fused-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,5.459456,1.297254,1.297608,0.000354,5.113824,3083.435473,336.968829,3233216434.537341,fused,shoup,natural,-1
+1,split-tail,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-split-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-split-tail+appt-online-split-tail+appt-online-split-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,3,20,5.469728,1.357466,1.357764,0.000299,5.096384,2946.667877,335.469785,3089805216.189411,fused,shoup,natural,-1
+1,register-tail,10-6-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+6+4","ring+ring","2+2",8,0,3,20,5.465888,1.008640,1.008975,0.000335,5.109152,3965.735841,345.313409,4158375424.718766,fused,shoup,natural,-1
+2,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.459104,0.611840,0.612205,0.000365,5.117440,6537.656800,357.513640,6855230016.960981,fused,shoup,natural,-1
+2,warp,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,3,20,5.458848,1.933210,1.933451,0.000241,5.112768,2069.097878,319.876506,2169606376.298164,fused,shoup,natural,-1
+2,cta-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,3,20,5.466304,1.346099,1.346360,0.000261,5.110976,2971.549336,335.475366,3115895316.166689,fused,shoup,natural,-1
+2,fused-tail,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-fused-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-fused-tail+appt-online-fused-tail+appt-online-fused-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,5.463392,1.249382,1.249703,0.000321,5.107648,3201.581897,338.397392,3357101939.581010,fused,shoup,natural,-1
+2,split-tail,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-split-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-split-tail+appt-online-split-tail+appt-online-split-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,3,20,5.461568,1.339699,1.340023,0.000324,5.115872,2985.744973,335.651034,3130780520.923838,fused,shoup,natural,-1
+2,register-tail,10-6-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+6+4","ring+ring","2+2",8,0,3,20,5.475232,0.978278,0.978633,0.000354,5.109696,4088.815374,345.924809,4287433670.027927,fused,shoup,natural,-1
+3,v06,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.457216,0.591514,0.592043,0.000530,5.104768,6762.313115,358.631911,7090799236.882972,fused,shoup,natural,-1
+3,warp,6-8-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-warp-radix2","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online+appt-online+appt-online","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","6+8+6","ring+ring","2+2",8,0,3,20,5.465856,1.892506,1.892789,0.000283,5.105280,2113.600035,320.933489,2216270270.799361,fused,shoup,natural,-1
+3,cta-radix4,5-7-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-radix4","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-radix4+appt-online-radix4+appt-online-radix4","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","5+7+8","ring+ring","2+2",8,0,3,20,5.460960,1.345894,1.346147,0.000253,5.110848,2972.001246,335.635166,3116369178.566048,fused,shoup,natural,-1
+3,fused-tail,7-7-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-fused-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-fused-tail+appt-online-fused-tail+appt-online-fused-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,20,5.460768,1.245184,1.245494,0.000310,5.110432,3212.376480,338.513022,3368420879.740968,fused,shoup,natural,-1
+3,split-tail,4-8-8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-split-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-split-tail+appt-online-split-tail+appt-online-split-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","4+8+8","ring+ring","2+2",8,0,3,20,5.485248,1.342976,1.343294,0.000318,5.114464,2978.459836,334.932977,3123141501.369067,fused,shoup,natural,-1
+3,register-tail,10-6-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail+appt-online-register-tail+appt-online-register-tail","256+256+256","8+8+8","16+16+16","4+4+4","2+2+2","1+1+1","10+6+4","ring+ring","2+2",8,0,3,20,5.462208,0.977408,0.977737,0.000328,5.099584,4092.456568,346.644483,4291251738.312030,fused,shoup,natural,-1
diff --git a/results/appt_tail_cores/summary.csv b/results/appt_tail_cores/summary.csv
new file mode 100644
index 0000000..4f72ed4
--- /dev/null
+++ b/results/appt_tail_cores/summary.csv
@@ -0,0 +1,25 @@
+word_bits,batch,physical_core,weights,kernel_ms,min_ms,trials,throughput_vs_v06
+32,1,cta-radix4,7-6-7,0.306125,0.305613,3,0.4818521845651286
+32,1,fused-tail,9-6-5,0.287334,0.286362,3,0.5133642381340183
+32,1,register-tail,8-7-5,0.222259,0.222157,3,0.6636716623398827
+32,1,split-tail,7-7-6,0.300851,0.299418,3,0.49029918464622024
+32,1,v06,9-11,0.147507,0.147302,3,1.0
+32,1,warp,6-6-8,0.295014,0.294605,3,0.5
+32,4,cta-radix4,7-6-7,0.95913,0.959078,3,0.3650245535016108
+32,4,fused-tail,4-8-8,0.879514,0.878899,3,0.3980675691347721
+32,4,register-tail,8-7-5,0.744858,0.70272,3,0.47003052930894207
+32,4,split-tail,8-6-6,1.002803,0.993331,3,0.3491273959092663
+32,4,v06,9-11,0.350106,0.349184,3,1.0
+32,4,warp,7-7-6,0.888525,0.888269,3,0.3940305562589685
+64,1,cta-radix4,4-8-8,0.438886,0.438682,3,0.5218165992991346
+64,1,fused-tail,9-6-5,0.474266,0.473958,3,0.48288934901510966
+64,1,register-tail,11-5-4,0.312883,0.312371,3,0.7319605091999245
+64,1,split-tail,4-6-10,0.408474,0.40832,3,0.5606672640119077
+64,1,v06,9-11,0.229018,0.228864,3,1.0
+64,1,warp,8-8-4,0.66903,0.668621,3,0.3423134986472953
+64,4,cta-radix4,5-7-8,1.346099,1.345894,3,0.4545282330645815
+64,4,fused-tail,7-7-6,1.249382,1.245184,3,0.4897141146582871
+64,4,register-tail,10-6-4,0.978278,0.977408,3,0.6254254925491528
+64,4,split-tail,4-8-8,1.342976,1.339699,3,0.45558520777735423
+64,4,v06,9-11,0.61184,0.591514,3,1.0
+64,4,warp,6-8-6,1.93321,1.892506,3,0.3164891553426684
diff --git a/results/appt_writer_final/analysis.md b/results/appt_writer_final/analysis.md
new file mode 100644
index 0000000..39dfeef
--- /dev/null
+++ b/results/appt_writer_final/analysis.md
@@ -0,0 +1,39 @@
+# APPT Writer-Final Screen
+
+Median CUDA-event time. The grouped baseline is the best prior group-32 point.
+
+## Best Overall
+
+| bits | batch | fragment | writer tiles | roles (P/T/W) | kernel ms | throughput/v0.6 | throughput/grouped |
+|---:|---:|---:|---:|---|---:|---:|---:|
+| 32 | 1 | 8 | 1 | `6-12-4` | 0.174592 | 0.842x | 1.111x |
+| 32 | 4 | 8 | 2 | `6-12-4` | 0.509030 | 0.690x | 1.181x |
+| 32 | 16 | 16 | 2 | `6-12-4` | 1.849958 | 0.592x | 1.170x |
+| 64 | 1 | 8 | 2 | `8-8-4` | 0.312422 | 0.731x | 1.000x |
+| 64 | 4 | 8 | 2 | `8-8-4` | 0.939008 | 0.650x | 1.030x |
+| 64 | 16 | 16 | 2 | `8-8-4` | 3.059507 | 0.663x | 1.046x |
+
+## Best Per Fragment
+
+| bits | batch | fragment | writer tiles | roles (P/T/W) | kernel ms | throughput/grouped |
+|---:|---:|---:|---:|---|---:|---:|
+| 32 | 1 | 8 | 1 | `6-12-4` | 0.174592 | 1.111x |
+| 32 | 1 | 16 | 2 | `6-12-4` | 0.182784 | 1.061x |
+| 32 | 1 | 32 | 1 | `6-12-4` | 0.218317 | 0.888x |
+| 32 | 4 | 8 | 2 | `6-12-4` | 0.509030 | 1.181x |
+| 32 | 4 | 16 | 1 | `6-12-4` | 0.513536 | 1.171x |
+| 32 | 4 | 32 | 1 | `6-10-6` | 0.585626 | 1.027x |
+| 32 | 16 | 8 | 1 | `6-12-4` | 1.930650 | 1.121x |
+| 32 | 16 | 16 | 2 | `6-12-4` | 1.849958 | 1.170x |
+| 32 | 16 | 32 | 1 | `6-10-6` | 1.970381 | 1.099x |
+| 64 | 1 | 8 | 2 | `8-8-4` | 0.312422 | 1.000x |
+| 64 | 1 | 16 | 1 | `8-8-4` | 0.331674 | 0.942x |
+| 64 | 1 | 32 | 2 | `8-8-4` | 0.413184 | 0.756x |
+| 64 | 4 | 8 | 2 | `8-8-4` | 0.939008 | 1.030x |
+| 64 | 4 | 16 | 1 | `10-9-3` | 0.946586 | 1.022x |
+| 64 | 4 | 32 | 1 | `9-7-5` | 1.133773 | 0.853x |
+| 64 | 16 | 8 | 2 | `8-8-4` | 3.324928 | 0.962x |
+| 64 | 16 | 16 | 2 | `8-8-4` | 3.059507 | 1.046x |
+| 64 | 16 | 32 | 2 | `8-7-5` | 3.592294 | 0.891x |
+
+Writer-final preserves the `7+7+6` logical graph. It moves stage 19 into the existing static-to-natural writer so the final coefficient axis is lane-coalesced.
diff --git a/results/appt_writer_final/confirmed/analysis.md b/results/appt_writer_final/confirmed/analysis.md
new file mode 100644
index 0000000..e8a01e4
--- /dev/null
+++ b/results/appt_writer_final/confirmed/analysis.md
@@ -0,0 +1,27 @@
+# APPT Writer-Final Screen
+
+Median CUDA-event time. The grouped baseline uses the corrected group-32 layout with the prior selected mapping.
+
+## Best Overall
+
+| bits | batch | fragment | writer tiles | roles (P/T/W) | kernel ms | throughput/v0.6 | throughput/grouped |
+|---:|---:|---:|---:|---|---:|---:|---:|
+| 32 | 1 | 8 | 1 | `6-12-4` | 0.174353 | 0.850x | 1.111x |
+| 32 | 4 | 8 | 2 | `6-12-4` | 0.510054 | 0.685x | 1.190x |
+| 32 | 16 | 16 | 2 | `6-12-4` | 1.737694 | 0.593x | 1.158x |
+| 64 | 1 | 8 | 2 | `8-8-4` | 0.286583 | 0.710x | 0.996x |
+| 64 | 4 | 8 | 2 | `8-8-4` | 0.936687 | 0.651x | 1.028x |
+| 64 | 16 | 16 | 2 | `8-8-4` | 3.067631 | 0.601x | 0.994x |
+
+## Best Per Fragment
+
+| bits | batch | fragment | writer tiles | roles (P/T/W) | kernel ms | throughput/grouped |
+|---:|---:|---:|---:|---|---:|---:|
+| 32 | 1 | 8 | 1 | `6-12-4` | 0.174353 | 1.111x |
+| 32 | 4 | 8 | 2 | `6-12-4` | 0.510054 | 1.190x |
+| 32 | 16 | 16 | 2 | `6-12-4` | 1.737694 | 1.158x |
+| 64 | 1 | 8 | 2 | `8-8-4` | 0.286583 | 0.996x |
+| 64 | 4 | 8 | 2 | `8-8-4` | 0.936687 | 1.028x |
+| 64 | 16 | 16 | 2 | `8-8-4` | 3.067631 | 0.994x |
+
+Writer-final preserves the `7+7+6` logical graph. It moves stage 19 into the existing static-to-natural writer so the final coefficient axis is lane-coalesced.
diff --git a/results/appt_writer_final/confirmed/raw.csv b/results/appt_writer_final/confirmed/raw.csv
new file mode 100644
index 0000000..3dabb72
--- /dev/null
+++ b/results/appt_writer_final/confirmed/raw.csv
@@ -0,0 +1,55 @@
+trial,variant,fragment_width,writer_tiles,roles,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+1,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,0.795968,0.148139,0.148428,0.000289,0,0,0,0,0,natural,natural,"",0.744992,6750.431779,592.031720,7078340753.568958,fused,shoup,-1
+1,grouped,16,2,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,5,30,0.791264,0.193775,0.194078,0.000303,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.747296,5160.626071,577.255583,5411308643.242518,fused,shoup,-1
+1,writer-final,8,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,5,30,0.789152,0.174387,0.174680,0.000293,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.737248,5734.365770,587.963022,6012918321.857771,fused,shoup,-1
+2,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,0.784864,0.148582,0.148886,0.000304,0,0,0,0,0,natural,natural,"",0.734752,6730.272276,599.449080,7057201982.356380,fused,shoup,-1
+2,grouped,16,2,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,5,30,0.790560,0.193843,0.194133,0.000290,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.734304,5158.808748,581.832664,5409403041.516622,fused,shoup,-1
+2,writer-final,8,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,5,30,0.789952,0.174182,0.174468,0.000286,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.738656,5741.108168,587.271352,6019988238.499131,fused,shoup,-1
+3,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,0.791616,0.148070,0.148371,0.000300,0,0,0,0,0,natural,natural,"",0.747392,6753.544488,592.740675,7081604665.475410,fused,shoup,-1
+3,grouped,16,2,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,5,30,0.777376,0.193707,0.193965,0.000258,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.737024,5162.444675,585.443527,5413215588.036249,fused,shoup,-1
+3,writer-final,8,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,5,30,0.780800,0.174353,0.174609,0.000256,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.742688,5735.488567,588.983286,6014095659.215790,fused,shoup,-1
+1,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,2.819680,0.345532,0.345835,0.000303,0,0,0,0,0,natural,natural,"",2.628320,11576.360813,690.425153,12138694115.347599,fused,shoup,-1
+1,grouped,16,2,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,2.806432,0.602283,0.602595,0.000312,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.620288,6641.400087,663.459663,6964012738.092830,fused,shoup,-1
+1,writer-final,8,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,2.822656,0.510054,0.510354,0.000300,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.630944,7842.300597,670.729686,8223248190.480799,fused,shoup,-1
+2,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,2.817088,0.349150,0.349457,0.000307,0,0,0,0,0,natural,natural,"",2.622272,11456.398924,691.024144,12012904957.765699,fused,shoup,-1
+2,grouped,16,2,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,2.807744,0.606857,0.607136,0.000280,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.621248,6591.343811,662.707151,6911524928.210889,fused,shoup,-1
+2,writer-final,8,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,2.805024,0.509406,0.509703,0.000297,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.622368,7852.285146,673.763887,8233717749.350721,fused,shoup,-1
+3,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,2.811392,0.350071,0.350341,0.000270,0,0,0,0,0,natural,natural,"",2.625088,11426.238517,691.257996,11981279479.043240,fused,shoup,-1
+3,grouped,16,2,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,2.811136,0.610304,0.610591,0.000287,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.623840,6554.110760,661.673228,6872483244.071560,fused,shoup,-1
+3,writer-final,8,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,2.818496,0.511659,0.511914,0.000255,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.633632,7817.711780,670.714810,8197464946.989168,fused,shoup,-1
+1,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,10.893664,1.110426,1.110708,0.000282,0,0,0,0,0,natural,natural,"",10.131296,14408.889819,722.824527,15108816051.157471,fused,shoup,-1
+1,grouped,32,2,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,10.893600,2.168286,2.168517,0.000232,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.133024,7379.100880,689.806498,7737548084.564101,fused,shoup,-1
+1,writer-final,16,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,10.878784,1.738138,1.738382,0.000244,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.123584,9205.255081,703.590338,9652409551.990854,fused,shoup,-1
+2,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,10.890560,1.006865,1.007127,0.000262,0,0,0,0,0,natural,natural,"",10.119584,15890.908523,726.710872,16662825295.000021,fused,shoup,-1
+2,grouped,32,2,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,10.877120,2.011819,2.012069,0.000250,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.122304,7953.003130,695.312298,8339328210.229245,fused,shoup,-1
+2,writer-final,16,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,10.881984,1.732335,1.732560,0.000226,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.121120,9236.089651,703.747130,9684741941.497719,fused,shoup,-1
+3,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,10.888320,1.029769,1.030023,0.000254,0,0,0,0,0,natural,natural,"",10.125024,15537.471443,725.850312,16292219655.468855,fused,shoup,-1
+3,grouped,32,2,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,10.877120,2.012877,2.013124,0.000247,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.120832,7948.822504,695.324791,8334944505.674484,fused,shoup,-1
+3,writer-final,16,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,5,30,10.880480,1.737694,1.737961,0.000267,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.126368,9207.605520,703.465495,9654874166.105080,fused,shoup,-1
+1,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,1.412192,0.203298,0.203562,0.000263,0,0,0,0,0,natural,natural,"",1.366976,4918.884239,335.292993,5157823960.309334,fused,shoup,-1
+1,grouped,8,2,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,1.424032,0.285559,0.285861,0.000301,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.347584,3501.897454,327.099316,3672005624.925457,fused,shoup,-1
+1,writer-final,8,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,1.431936,0.286037,0.286357,0.000319,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.337952,3496.047227,327.233122,3665871217.508976,fused,shoup,-1
+2,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,1.413504,0.203435,0.203689,0.000254,0,0,0,0,0,natural,natural,"",1.339680,4915.582830,338.224209,5154362181.356214,fused,shoup,-1
+2,grouped,8,2,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,1.413856,0.285423,0.285682,0.000259,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341504,3503.572859,328.862672,3673762414.252845,fused,shoup,-1
+2,writer-final,8,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,1.416224,0.287130,0.287421,0.000292,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341792,3482.748091,328.391526,3651926062.236117,fused,shoup,-1
+3,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,1.424800,0.203366,0.203667,0.000300,0,0,0,0,0,natural,natural,"",1.354048,4917.232800,335.321289,5156092300.877020,fused,shoup,-1
+3,grouped,8,2,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,1.415808,0.285594,0.285892,0.000298,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.342336,3501.479036,328.543431,3671566881.659901,fused,shoup,-1
+3,writer-final,8,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,1.417568,0.286583,0.286867,0.000284,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341056,3489.384987,328.384857,3658885352.584846,fused,shoup,-1
+1,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,5.457920,0.555349,0.555639,0.000290,0,0,0,0,0,natural,natural,"",5.117824,7202.673417,359.353733,7552550480.493744,fused,shoup,-1
+1,grouped,16,2,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,5.474784,0.963618,0.963976,0.000358,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.121216,4151.021814,346.032200,4352661850.075989,fused,shoup,-1
+1,writer-final,8,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,5.473024,0.936687,0.936955,0.000268,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.111328,4270.370237,347.190910,4477807741.359958,fused,shoup,-1
+2,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,5.456064,0.610236,0.610505,0.000269,0,0,0,0,0,natural,natural,"",5.109376,6554.843756,357.920185,6873251846.289193,fused,shoup,-1
+2,grouped,16,2,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,5.469664,0.962833,0.963087,0.000254,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.117152,4154.406379,346.330859,4356210823.669362,fused,shoup,-1
+2,writer-final,8,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,5.473120,0.937404,0.937680,0.000276,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.108640,4267.104808,347.247417,4474383691.617709,fused,shoup,-1
+3,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,5.459104,0.611123,0.611379,0.000255,0,0,0,0,0,natural,natural,"",5.109376,6545.325022,357.794451,6863270729.960345,fused,shoup,-1
+3,grouped,16,2,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,5.482624,0.962594,0.962874,0.000280,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.116992,4155.437672,345.954617,4357292212.380083,fused,shoup,-1
+3,writer-final,8,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,5.472832,0.936653,0.936895,0.000242,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.110208,4270.525677,347.231473,4477970732.096309,fused,shoup,-1
+1,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,21.622305,2.027657,2.027903,0.000247,0,0,0,0,0,natural,natural,"",20.175232,7890.882684,365.086809,8274190201.084400,fused,shoup,-1
+1,grouped,16,2,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,21.644129,3.125726,3.125924,0.000198,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.163233,5118.811214,356.085035,5367462587.093268,fused,shoup,-1
+1,writer-final,16,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,21.637793,3.067631,3.067867,0.000236,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.169088,5215.751167,356.549839,5469111495.440007,fused,shoup,-1
+2,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,21.587616,1.836851,1.837111,0.000259,0,0,0,0,0,natural,natural,"",20.161312,8710.558405,367.092209,9133682489.860580,fused,shoup,-1
+2,grouped,16,2,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,21.636768,3.046673,3.046943,0.000270,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.155840,5251.630118,356.829983,5506733303.032639,fused,shoup,-1
+2,writer-final,16,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,21.631201,3.065139,3.065366,0.000227,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.158176,5219.991154,356.708783,5473557444.728217,fused,shoup,-1
+3,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,30,21.584831,1.843610,1.843866,0.000256,0,0,0,0,0,natural,natural,"",20.160128,8678.627106,367.068719,9100200096.456343,fused,shoup,-1
+3,grouped,16,2,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,21.629536,3.048414,3.048603,0.000190,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.159649,5248.631352,356.843377,5503588868.369668,fused,shoup,-1
+3,writer-final,16,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,5,30,21.625088,3.077666,3.077898,0.000231,8,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.159296,5198.744286,356.648882,5451278488.041059,fused,shoup,-1
diff --git a/results/appt_writer_final/confirmed/summary.csv b/results/appt_writer_final/confirmed/summary.csv
new file mode 100644
index 0000000..83ea2b1
--- /dev/null
+++ b/results/appt_writer_final/confirmed/summary.csv
@@ -0,0 +1,19 @@
+word_bits,batch,variant,fragment_width,writer_tiles,roles,kernel_ms,trials,throughput_vs_v06,throughput_vs_grouped
+32,1,grouped,16,2,7-13-3,0.193775,3,0.7644897432589343,1.0
+32,1,v06,0,0,9-11,0.148139,3,1.0,1.3080620228299098
+32,1,writer-final,8,1,6-12-4,0.174353,3,0.8496498482962724,1.111394699259548
+32,4,grouped,16,2,6-14-2,0.606857,3,0.5753414725380115,1.0
+32,4,v06,0,0,9-11,0.34915,3,1.0,1.738098238579407
+32,4,writer-final,8,2,6-12-4,0.510054,3,0.6845353629223573,1.1897897085406643
+32,16,grouped,32,2,6-16-2,2.012877,3,0.5115906237688641,1.0
+32,16,v06,0,0,9-11,1.029769,3,1.0,1.954687896023283
+32,16,writer-final,16,2,6-12-4,1.737694,3,0.5926066384530302,1.158361023287184
+64,1,grouped,8,2,10-9-3,0.285559,3,0.7121680633424265,1.0
+64,1,v06,0,0,9-11,0.203366,3,1.0,1.4041629377575406
+64,1,writer-final,8,2,8-8-4,0.286583,3,0.7096233900824543,0.9964268641196443
+64,4,grouped,16,2,8-10-2,0.962833,3,0.6337921529486421,1.0
+64,4,v06,0,0,9-11,0.610236,3,1.0,1.5778043248841433
+64,4,writer-final,8,2,8-8-4,0.936687,3,0.6514833663753207,1.0279132730570617
+64,16,grouped,16,2,8-10-2,3.048414,3,0.6047767790070508,1.0
+64,16,v06,0,0,9-11,1.84361,3,1.0,1.6535026388444412
+64,16,writer-final,16,2,8-8-4,3.067631,3,0.6009881892574432,0.9937355568515249
diff --git a/results/appt_writer_final/raw.csv b/results/appt_writer_final/raw.csv
new file mode 100644
index 0000000..85f6130
--- /dev/null
+++ b/results/appt_writer_final/raw.csv
@@ -0,0 +1,319 @@
+trial,variant,fragment_width,writer_tiles,roles,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+1,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,10,0.787200,0.147046,0.147836,0.000790,0,0,0,0,0,natural,natural,"",0.738144,6800.574416,597.946524,7130919118.375268,fused,shoup,-1
+1,grouped,16,2,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.792384,0.193946,0.194830,0.000884,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.748064,5156.084963,576.570389,5406546946.380803,fused,shoup,-1
+1,writer-final,8,1,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.796544,0.185446,0.186338,0.000892,7,13,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.742976,5392.393374,579.721425,5654334275.042591,fused,shoup,-1
+1,writer-final,8,1,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.791264,0.229581,0.230491,0.000911,7,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.746752,4355.764853,565.739871,4567350486.224393,fused,shoup,-1
+1,writer-final,8,1,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.780544,0.223437,0.224342,0.000906,7,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.741248,4475.538444,572.990774,4692942199.664279,fused,shoup,-1
+1,writer-final,8,1,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.792256,0.202342,0.203230,0.000888,6,14,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.744736,4942.118134,574.932570,5182186464.955510,fused,shoup,-1
+1,writer-final,8,1,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.790880,0.185754,0.186670,0.000917,6,13,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.748000,5383.475779,579.833288,5644983498.149203,fused,shoup,-1
+1,writer-final,8,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.786400,0.174592,0.175363,0.000771,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.736480,5727.639679,589.111335,6005865504.248562,fused,shoup,-1
+1,writer-final,8,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.788256,0.216166,0.217082,0.000915,6,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.747232,4626.065699,570.888864,4850781465.924737,fused,shoup,-1
+1,writer-final,8,1,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.782016,0.213299,0.214164,0.000865,6,10,6,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.749344,4688.250121,573.177854,4915986559.260352,fused,shoup,-1
+1,writer-final,8,2,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.785728,0.183808,0.184708,0.000901,7,13,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.746208,5440.459643,582.837537,5704735410.319748,fused,shoup,-1
+1,writer-final,8,2,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.789088,0.228352,0.229176,0.000824,7,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.746624,4379.204125,566.872858,4591928344.649395,fused,shoup,-1
+1,writer-final,8,2,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.785664,0.224870,0.225699,0.000829,7,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.746944,4447.005947,568.997026,4663023707.605636,fused,shoup,-1
+1,writer-final,8,2,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.793536,0.204800,0.205677,0.000877,6,14,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.749696,4882.812268,572.071896,5119999756.813061,fused,shoup,-1
+1,writer-final,8,2,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.775712,0.184320,0.185057,0.000737,6,13,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.744512,5425.347140,586.667154,5688888802.646120,fused,shoup,-1
+1,writer-final,8,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.790272,0.176947,0.177761,0.000814,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.743296,5651.403157,584.619173,5925925716.320865,fused,shoup,-1
+1,writer-final,8,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.779488,0.221594,0.222506,0.000912,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.743648,4512.765944,573.154714,4731978062.493351,fused,shoup,-1
+1,writer-final,8,2,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.788800,0.216166,0.217119,0.000952,6,10,6,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",0.741216,4626.065699,572.677856,4850781465.924737,fused,shoup,-1
+1,writer-final,16,1,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.789120,0.189747,0.190596,0.000849,7,13,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.753568,5270.170011,577.222163,5526173789.264865,fused,shoup,-1
+1,writer-final,16,1,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.787808,0.235827,0.236784,0.000957,7,12,4,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.746432,4240.392830,564.950298,4446374151.759474,fused,shoup,-1
+1,writer-final,16,1,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.786464,0.221286,0.222133,0.000847,7,11,5,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.741760,4519.030822,571.588493,4738547263.402342,fused,shoup,-1
+1,writer-final,16,1,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.780352,0.212480,0.213328,0.000848,6,14,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.736192,4706.325441,578.360979,4934939905.333583,fused,shoup,-1
+1,writer-final,16,1,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.786176,0.193536,0.194353,0.000817,6,13,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.744960,5166.997396,579.820383,5417989460.999674,fused,shoup,-1
+1,writer-final,16,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.793600,0.183808,0.184641,0.000834,6,12,4,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.739328,5440.459643,582.500729,5704735410.319748,fused,shoup,-1
+1,writer-final,16,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.786880,0.220672,0.221494,0.000822,6,11,5,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.738240,4531.612295,572.805914,4751739894.263561,fused,shoup,-1
+1,writer-final,16,1,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.796320,0.224666,0.225548,0.000883,6,10,6,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.734496,4451.059766,569.644245,4667274445.321907,fused,shoup,-1
+1,writer-final,16,2,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.780672,0.199680,0.200558,0.000878,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.737472,5008.012807,582.131809,5251282036.986341,fused,shoup,-1
+1,writer-final,16,2,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.781152,0.233267,0.234150,0.000882,7,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.741856,4286.928995,569.386846,4495170858.358771,fused,shoup,-1
+1,writer-final,16,2,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.783296,0.229171,0.230038,0.000867,7,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.739968,4363.550014,570.634512,4575513819.973563,fused,shoup,-1
+1,writer-final,16,2,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.775328,0.219546,0.220380,0.000834,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.736000,4554.862349,577.742944,4776119342.105749,fused,shoup,-1
+1,writer-final,16,2,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.777984,0.199987,0.200759,0.000772,6,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.738496,5000.319948,582.591955,5243215490.216537,fused,shoup,-1
+1,writer-final,16,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.789056,0.182784,0.183613,0.000829,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.745664,5470.938642,582.240276,5736694957.248672,fused,shoup,-1
+1,writer-final,16,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.783104,0.225075,0.225931,0.000856,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.740992,4442.959505,571.699324,4658780705.594695,fused,shoup,-1
+1,writer-final,16,2,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.782688,0.229888,0.230730,0.000842,6,10,6,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",0.735808,4349.944187,571.956718,4561247076.258710,fused,shoup,-1
+1,writer-final,32,1,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.777888,0.253235,0.254001,0.000766,7,13,3,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.738656,3948.898238,565.042246,4140719918.969661,fused,shoup,-1
+1,writer-final,32,1,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.774432,0.269107,0.269950,0.000843,7,12,4,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.734176,3715.991348,562.519808,3896499343.871623,fused,shoup,-1
+1,writer-final,32,1,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.785440,0.261837,0.262592,0.000755,7,11,5,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.739744,3819.172903,559.590567,4004693045.508398,fused,shoup,-1
+1,writer-final,32,1,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.782688,0.288666,0.289660,0.000994,6,14,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.740448,3464.216122,551.936809,3632493884.358162,fused,shoup,-1
+1,writer-final,32,1,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.787104,0.252518,0.253464,0.000946,6,13,3,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.749856,3960.107687,558.822059,4152473877.520546,fused,shoup,-1
+1,writer-final,32,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.783136,0.218317,0.219137,0.000820,6,12,4,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.740256,4580.499669,574.148785,4803002020.454588,fused,shoup,-1
+1,writer-final,32,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.771840,0.262042,0.262877,0.000835,6,11,5,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.736544,3816.187985,564.835939,4001563132.603945,fused,shoup,-1
+1,writer-final,32,1,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.785280,0.248832,0.249726,0.000894,6,10,6,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.740096,4018.775443,563.631779,4213991478.546586,fused,shoup,-1
+1,writer-final,32,2,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.769440,0.252723,0.253492,0.000769,7,13,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.737952,3956.898498,568.144638,4149108799.962453,fused,shoup,-1
+1,writer-final,32,2,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.785728,0.269107,0.269937,0.000830,7,12,4,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.736160,3715.991348,558.348804,3896499343.871623,fused,shoup,-1
+1,writer-final,32,2,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.779168,0.263475,0.264319,0.000844,7,11,5,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.739456,3795.423494,561.135985,3979789985.141777,fused,shoup,-1
+1,writer-final,32,2,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.780288,0.287846,0.288714,0.000868,6,14,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.740448,3474.075226,552.919247,3642831904.180784,fused,shoup,-1
+1,writer-final,32,2,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.781344,0.253850,0.255199,0.001350,6,13,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.741920,3939.340525,562.710233,4130697930.626282,fused,shoup,-1
+1,writer-final,32,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.771808,0.219443,0.220281,0.000838,6,12,4,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.740032,4556.987826,577.606236,4778348066.168230,fused,shoup,-1
+1,writer-final,32,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.765216,0.262656,0.263575,0.000919,6,11,5,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.738816,3807.261162,566.030895,3992202679.847998,fused,shoup,-1
+1,writer-final,32,2,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","8+6+6","ring+ring","2+2",8,0,3,10,0.775296,0.265626,0.266522,0.000896,6,10,6,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",0.734720,3764.697435,563.176726,3947571377.182507,fused,shoup,-1
+1,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,10,2.809440,0.351437,0.352326,0.000889,0,0,0,0,0,natural,natural,"",2.621440,11381.847520,691.764263,11934732145.141279,fused,shoup,-1
+1,grouped,16,2,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.802016,0.601395,0.602213,0.000818,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.617984,6651.200522,664.297862,6974289238.427524,fused,shoup,-1
+1,writer-final,8,1,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.809856,0.549478,0.550338,0.000859,7,13,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.619424,7279.630855,669.035224,7633246203.828341,fused,shoup,-1
+1,writer-final,8,1,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.822144,0.612864,0.613855,0.000991,7,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.632384,6526.733314,659.261826,6843775911.663629,fused,shoup,-1
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+1,writer-final,8,1,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.807360,0.573338,0.574239,0.000901,6,14,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.624160,6976.692090,666.127370,7315591884.534467,fused,shoup,-1
+1,writer-final,8,1,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.817408,0.545178,0.546037,0.000859,6,13,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.633888,7337.058886,667.058712,7693463858.624039,fused,shoup,-1
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+1,writer-final,8,1,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.809440,0.602829,0.603702,0.000873,6,10,6,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.620224,6635.383040,663.075813,6957703406.474467,fused,shoup,-1
+1,writer-final,8,2,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.799136,0.546918,0.547748,0.000829,7,13,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.619712,7313.705403,670.492224,7668975956.853312,fused,shoup,-1
+1,writer-final,8,2,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.808896,0.589517,0.590698,0.001181,7,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.618368,6785.218468,664.807341,7114817240.637585,fused,shoup,-1
+1,writer-final,8,2,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.801920,0.577126,0.577959,0.000832,7,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.619712,6930.890897,666.804647,7267565853.631895,fused,shoup,-1
+1,writer-final,8,2,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.816288,0.567501,0.568485,0.000984,6,14,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.625696,7048.448585,665.614473,7390834023.573158,fused,shoup,-1
+1,writer-final,8,2,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.811904,0.548352,0.549230,0.000878,6,13,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.619776,7294.584459,668.892745,7648926193.954229,fused,shoup,-1
+1,writer-final,8,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.810144,0.509030,0.509836,0.000805,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.619328,7858.076819,673.570498,8239790758.935391,fused,shoup,-1
+1,writer-final,8,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.804736,0.596685,0.597486,0.000801,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.617632,6703.706730,664.556409,7029345988.213024,fused,shoup,-1
+1,writer-final,8,2,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.806624,0.577024,0.577776,0.000753,6,10,6,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",2.621024,6932.120879,666.147980,7268855582.364204,fused,shoup,-1
+1,writer-final,16,1,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.817440,0.533504,0.534380,0.000876,7,13,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.616896,7497.600638,670.259261,7861804086.385978,fused,shoup,-1
+1,writer-final,16,1,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.815520,0.576512,0.577289,0.000777,7,12,4,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.623488,6938.277339,664.946674,7275311098.522725,fused,shoup,-1
+1,writer-final,16,1,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.794688,0.571494,0.572434,0.000940,7,11,5,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.620320,6999.193687,668.169774,7339186519.275122,fused,shoup,-1
+1,writer-final,16,1,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.804096,0.585626,0.586394,0.000768,6,14,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.619520,6830.302630,665.641410,7162091410.524014,fused,shoup,-1
+1,writer-final,16,1,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.817568,0.532173,0.533071,0.000898,6,13,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.623968,7516.355602,669.600774,7881470092.066442,fused,shoup,-1
+1,writer-final,16,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.798752,0.513536,0.514460,0.000924,6,12,4,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.617728,7789.132960,674.534432,8167497882.664493,fused,shoup,-1
+1,writer-final,16,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.809760,0.570778,0.571677,0.000899,6,11,5,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.620896,7007.983556,666.507395,7348403364.856462,fused,shoup,-1
+1,writer-final,16,1,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.809952,0.574054,0.574981,0.000927,6,10,6,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.615040,6967.981216,666.772634,7306457871.259099,fused,shoup,-1
+1,writer-final,16,2,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.808928,0.532480,0.533302,0.000822,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.615072,7512.019210,671.537549,7876923055.479513,fused,shoup,-1
+1,writer-final,16,2,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.806272,0.582758,0.583558,0.000799,7,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.619904,6863.908313,665.675427,7197329522.952240,fused,shoup,-1
+1,writer-final,16,2,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.811392,0.569037,0.569862,0.000825,7,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.622016,7029.421839,666.395126,7370883034.103591,fused,shoup,-1
+1,writer-final,16,2,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.816768,0.581427,0.582280,0.000853,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.627008,6879.622911,663.878035,7213807473.673182,fused,shoup,-1
+1,writer-final,16,2,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.815072,0.534528,0.535453,0.000925,6,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.629760,7483.237309,668.967905,7846743044.816329,fused,shoup,-1
+1,writer-final,16,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.807680,0.513946,0.514871,0.000925,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.626368,7782.925195,672.495689,8160988569.734150,fused,shoup,-1
+1,writer-final,16,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.807584,0.577843,0.578653,0.000809,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.619648,6922.293235,666.103230,7258550551.612650,fused,shoup,-1
+1,writer-final,16,2,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.817312,0.574259,0.575236,0.000977,6,10,6,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",2.630560,6965.496182,664.216694,7303852124.472234,fused,shoup,-1
+1,writer-final,32,1,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.807872,0.710554,0.711380,0.000827,7,13,3,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.619168,5629.413567,651.721213,5902867960.684537,fused,shoup,-1
+1,writer-final,32,1,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.816832,0.671334,0.672413,0.001079,7,12,4,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.630688,5958.282615,653.717140,6247712151.006089,fused,shoup,-1
+1,writer-final,32,1,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.795264,0.601498,0.602363,0.000866,7,11,5,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.623744,6650.068201,664.396026,6973101914.209992,fused,shoup,-1
+1,writer-final,32,1,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.832864,0.859238,0.860100,0.000862,6,14,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.631264,4655.285177,632.574440,4881420309.697481,fused,shoup,-1
+1,writer-final,32,1,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.809056,0.701440,0.702213,0.000773,6,13,3,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.620800,5702.554934,652.390616,5979562242.487515,fused,shoup,-1
+1,writer-final,32,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.800992,0.611942,0.612774,0.000831,6,12,4,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.620384,6536.562807,662.985066,6854082881.402282,fused,shoup,-1
+1,writer-final,32,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.799840,0.606720,0.607414,0.000694,6,11,5,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.614336,6592.826675,664.352945,6913079823.444040,fused,shoup,-1
+1,writer-final,32,1,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.810944,0.585626,0.586495,0.000869,6,10,6,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.615936,6830.302630,665.280033,7162091410.524014,fused,shoup,-1
+1,writer-final,32,2,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.818880,0.692224,0.693000,0.000776,7,13,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.621952,5778.476614,652.203393,6059171894.176745,fused,shoup,-1
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+1,writer-final,32,2,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.809088,0.858726,0.859497,0.000770,6,14,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.612640,4658.061150,636.896604,4884331128.831894,fused,shoup,-1
+1,writer-final,32,2,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.816352,0.699699,0.700525,0.000826,6,13,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.637120,5716.742092,650.071308,5994438555.709279,fused,shoup,-1
+1,writer-final,32,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.799040,0.602214,0.602967,0.000753,6,12,4,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.624160,6642.152739,663.854741,6964801950.700357,fused,shoup,-1
+1,writer-final,32,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.798176,0.622490,0.623345,0.000855,6,11,5,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.624032,6425.810460,661.736986,6737950628.493776,fused,shoup,-1
+1,writer-final,32,2,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,2.813824,0.601600,0.602472,0.000873,6,10,6,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",2.624960,6648.936266,662.209569,6971914994.191024,fused,shoup,-1
+1,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,10,10.895968,1.094349,1.095167,0.000818,0,0,0,0,0,natural,natural,"",10.130656,14620.567201,723.295474,15330775873.251415,fused,shoup,-1
+1,grouped,32,2,6-16-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.900896,2.164838,2.165620,0.000782,6,16,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.129216,7390.852193,689.805307,7749870228.674702,fused,shoup,-1
+1,writer-final,8,1,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.894592,2.019226,2.020002,0.000777,7,13,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.136256,7923.829819,694.140936,8308737776.381039,fused,shoup,-1
+1,writer-final,8,1,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.894112,2.042163,2.042993,0.000830,7,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.129024,7834.828603,693.682762,8215413237.601183,fused,shoup,-1
+1,writer-final,8,1,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.894272,2.083533,2.084371,0.000838,7,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.129856,7679.264719,692.411065,8052292681.822229,fused,shoup,-1
+1,writer-final,8,1,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.894336,2.124493,2.125295,0.000802,6,14,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.133248,7531.209035,691.082706,7897045044.896125,fused,shoup,-1
+1,writer-final,8,1,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.896608,1.953382,1.954246,0.000864,6,13,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.129600,8190.920142,696.270025,8588802279.199520,fused,shoup,-1
+1,writer-final,8,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.902400,1.930650,1.931576,0.000927,6,12,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.130656,8287.366424,696.751655,8689933535.414303,fused,shoup,-1
+1,writer-final,8,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.893568,2.058752,2.059480,0.000728,6,11,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.130112,7771.698356,693.167867,8149216375.534451,fused,shoup,-1
+1,writer-final,8,1,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.901152,2.125721,2.126570,0.000849,6,10,6,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.134976,7526.856336,690.791122,7892480909.732498,fused,shoup,-1
+1,writer-final,8,2,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.891808,2.012467,2.013285,0.000817,7,13,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.126400,7950.440350,694.725631,8336640940.457172,fused,shoup,-1
+1,writer-final,8,2,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.895904,2.015846,2.016672,0.000825,7,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.131872,7937.112311,694.335284,8322665478.779899,fused,shoup,-1
+1,writer-final,8,2,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.896640,2.089062,2.089916,0.000854,7,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.129408,7658.938970,692.187926,8030979589.017413,fused,shoup,-1
+1,writer-final,8,2,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.897216,2.076570,2.077405,0.000835,6,14,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.136288,7705.015199,692.338788,8079294017.342377,fused,shoup,-1
+1,writer-final,8,2,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.892640,1.938432,1.939242,0.000810,6,13,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.130432,8254.094123,696.818460,8655044999.493135,fused,shoup,-1
+1,writer-final,8,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.905792,1.952154,1.952974,0.000821,6,12,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.137376,8196.076528,695.793703,8594209140.967880,fused,shoup,-1
+1,writer-final,8,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.896704,2.081280,2.082139,0.000859,6,11,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.132608,7687.576901,692.323239,8061008636.976071,fused,shoup,-1
+1,writer-final,8,2,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.905760,2.112921,2.113873,0.000951,6,10,6,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",10.134176,7572.453676,691.059407,7940293185.371861,fused,shoup,-1
+1,writer-final,16,1,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.898368,1.912525,1.913386,0.000861,7,13,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.130048,8365.904504,697.443071,8772286680.959627,fused,shoup,-1
+1,writer-final,16,1,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.908416,1.915904,1.916754,0.000850,7,12,4,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.130848,8351.148922,697.010806,8756814331.523949,fused,shoup,-1
+1,writer-final,16,1,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.893248,1.963725,1.964558,0.000833,7,11,5,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.127872,8147.781477,696.110856,8543568109.723857,fused,shoup,-1
+1,writer-final,16,1,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.896480,2.086707,2.087583,0.000876,6,14,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.133216,7667.582999,692.149218,8040043510.661218,fused,shoup,-1
+1,writer-final,16,1,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.897088,1.861837,1.862700,0.000864,6,13,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.130304,8593.664105,699.018734,9011109932.273840,fused,shoup,-1
+1,writer-final,16,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.893600,1.863578,1.864365,0.000787,6,12,4,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.128928,8585.636554,699.114119,9002692434.886549,fused,shoup,-1
+1,writer-final,16,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.896896,1.972634,1.973313,0.000679,6,11,5,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.129280,8110.984218,695.688167,8504983387.691182,fused,shoup,-1
+1,writer-final,16,1,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.908672,2.034381,2.035147,0.000766,6,10,6,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.130208,7864.801412,693.443375,8246842005.250556,fused,shoup,-1
+1,writer-final,16,2,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.903168,1.900442,1.901254,0.000812,7,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.128544,8419.096178,697.710325,8828062194.182571,fused,shoup,-1
+1,writer-final,16,2,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.907232,1.908634,1.909416,0.000783,7,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.129536,8382.960504,697.307474,8790171193.751909,fused,shoup,-1
+1,writer-final,16,2,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.892192,1.981440,1.982217,0.000777,7,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.133760,8074.935612,695.428661,8467183684.390894,fused,shoup,-1
+1,writer-final,16,2,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.907936,2.081485,2.082359,0.000875,6,14,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.135424,7686.820505,691.896543,8060215497.797806,fused,shoup,-1
+1,writer-final,16,2,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.897312,1.865626,1.866421,0.000795,6,13,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.128000,8576.211556,698.966550,8992809608.288101,fused,shoup,-1
+1,writer-final,16,2,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.898880,1.849958,1.850798,0.000839,6,12,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.128992,8648.843038,699.367014,9068969237.598089,fused,shoup,-1
+1,writer-final,16,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.901504,1.993626,1.994470,0.000845,6,11,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.134688,8025.578961,694.751487,8415429484.888552,fused,shoup,-1
+1,writer-final,16,2,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.901120,2.036531,2.037447,0.000915,6,10,6,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",10.140096,7856.496341,693.308577,8238133507.636009,fused,shoup,-1
+1,writer-final,32,1,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.924608,2.545357,2.546227,0.000870,7,13,3,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.128352,6285.955789,678.014449,6591302377.076058,fused,shoup,-1
+1,writer-final,32,1,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.910368,2.271027,2.271847,0.000820,7,12,4,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.145824,7045.270434,685.894005,7387501491.034162,fused,shoup,-1
+1,writer-final,32,1,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.895424,2.055782,2.056563,0.000781,7,11,5,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.131168,7782.925195,693.169585,8160988569.734150,fused,shoup,-1
+1,writer-final,32,1,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.893920,3.151872,3.152648,0.000776,6,14,2,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.131104,5076.348024,661.788826,5322936705.141260,fused,shoup,-1
+1,writer-final,32,1,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.891264,2.420531,2.421285,0.000753,6,13,3,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.125568,6610.119100,682.670639,6931212245.806429,fused,shoup,-1
+1,writer-final,32,1,6-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.902880,2.112410,2.113123,0.000713,6,12,4,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.128128,7574.288653,691.341290,7942217298.255278,fused,shoup,-1
+1,writer-final,32,1,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.893024,2.014822,2.015638,0.000816,6,11,5,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.127744,7941.146247,694.577371,8326895367.227017,fused,shoup,-1
+1,writer-final,32,1,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.890912,1.970381,1.971147,0.000766,6,10,6,32,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.128064,8120.257839,695.974229,8514707483.984756,fused,shoup,-1
+1,writer-final,32,2,7-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.897856,2.545357,2.546210,0.000854,7,13,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.130784,6285.955789,678.713937,6591302377.076058,fused,shoup,-1
+1,writer-final,32,2,7-12-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.896384,2.269799,2.270586,0.000788,7,12,4,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.133248,7049.083819,686.712046,7391500114.510319,fused,shoup,-1
+1,writer-final,32,2,7-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.892416,2.068173,2.068949,0.000776,7,11,5,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.125504,7736.296977,693.057953,8112095339.360007,fused,shoup,-1
+1,writer-final,32,2,6-14-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.905216,3.117158,3.118028,0.000869,6,14,2,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.129152,5132.879976,662.483993,5382214753.793049,fused,shoup,-1
+1,writer-final,32,2,6-13-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.900960,2.494874,2.495760,0.000887,6,13,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.131808,6413.150746,680.051157,6724675956.734247,fused,shoup,-1
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+1,writer-final,32,2,6-11-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.898336,2.132685,2.133493,0.000808,6,11,5,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.128384,7502.281018,690.864043,7866711820.967123,fused,shoup,-1
+1,writer-final,32,2,6-10-6,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","7+7+6","ring+ring","2+2",8,0,3,10,10.894336,2.033664,2.034459,0.000795,6,10,6,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",10.128480,7867.573057,693.948088,8249748285.882737,fused,shoup,-1
+1,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,10,1.413792,0.228454,0.229318,0.000864,0,0,0,0,0,natural,natural,"",1.343584,4377.241222,334.915210,4589870091.225965,fused,shoup,-1
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+1,writer-final,8,1,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.422912,0.313344,0.314238,0.000894,10,9,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.351936,3191.380701,323.814065,3346405209.854975,fused,shoup,-1
+1,writer-final,8,1,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.424640,0.374989,0.376013,0.001024,10,8,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.348608,2666.746354,317.638107,2796286224.719087,fused,shoup,-1
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+1,writer-final,8,1,9-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.415872,0.356147,0.356950,0.000802,9,7,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.339136,2807.827776,321.424018,2944220817.642913,fused,shoup,-1
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+1,writer-final,8,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.427520,0.314266,0.315129,0.000864,8,8,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.350720,3182.021742,323.362380,3336591630.390277,fused,shoup,-1
+1,writer-final,8,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.414272,0.370688,0.371513,0.000825,8,7,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.366592,2697.686310,317.303980,2828729120.119863,fused,shoup,-1
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+1,writer-final,8,2,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.419200,0.374272,0.374984,0.000712,10,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.346112,2671.853705,318.513541,2801641670.191402,fused,shoup,-1
+1,writer-final,8,2,9-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.422848,0.329933,0.330727,0.000794,9,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.339200,3030.920154,323.417272,3178150131.755981,fused,shoup,-1
+1,writer-final,8,2,9-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.418816,0.366182,0.366935,0.000753,9,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.340096,2730.879572,319.990338,2863534778.251104,fused,shoup,-1
+1,writer-final,8,2,9-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.414848,0.360653,0.361480,0.000827,9,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341536,2772.749824,320.817513,2907438919.872082,fused,shoup,-1
+1,writer-final,8,2,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.418368,0.358502,0.359425,0.000923,8,10,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.341824,2789.381467,320.646993,2924878460.866489,fused,shoup,-1
+1,writer-final,8,2,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.415360,0.339661,0.340481,0.000820,8,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.343232,2944.113455,322.762555,3087126709.736472,fused,shoup,-1
+1,writer-final,8,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.425632,0.312422,0.313299,0.000876,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.364064,3200.794875,322.360361,3356276686.985484,fused,shoup,-1
+1,writer-final,8,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.427136,0.372531,0.373405,0.000874,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",1.357088,2684.338883,316.780986,2814733329.063918,fused,shoup,-1
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+1,writer-final,16,1,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.413920,0.389632,0.390489,0.000857,10,8,4,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.345568,2566.524202,317.549029,2691195681.590799,fused,shoup,-1
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+1,writer-final,16,2,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.415168,0.398131,0.398954,0.000822,10,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",1.343072,2511.734877,316.819508,2633744910.672049,fused,shoup,-1
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+1,writer-final,32,2,9-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.424640,0.465715,0.466532,0.000817,9,7,5,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.348224,2147.234912,308.777367,2251538995.408020,fused,shoup,-1
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+1,writer-final,32,2,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.415648,0.491725,0.492549,0.000824,8,9,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.343136,2033.657896,307.644152,2132444861.745408,fused,shoup,-1
+1,writer-final,32,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.415776,0.413184,0.413986,0.000802,8,8,4,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.360288,2420.229145,313.553534,2537794195.811573,fused,shoup,-1
+1,writer-final,32,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,1.419616,0.490291,0.491077,0.000786,8,7,5,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",1.350528,2039.604185,306.707522,2138679998.394791,fused,shoup,-1
+1,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,10,5.466560,0.610816,0.611690,0.000874,0,0,0,0,0,natural,natural,"",5.117280,6548.616912,357.313350,6866722526.927167,fused,shoup,-1
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+1,writer-final,8,1,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.463744,0.943616,0.944379,0.000763,10,9,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.102592,4239.012333,347.525336,4444926596.299345,fused,shoup,-1
+1,writer-final,8,1,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.477248,1.015296,1.016121,0.000825,10,8,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.124768,3939.737840,344.313729,4131114544.792249,fused,shoup,-1
+1,writer-final,8,1,9-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.471360,0.970138,0.970980,0.000843,9,9,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.103840,4123.126468,346.460200,4323411459.085802,fused,shoup,-1
+1,writer-final,8,1,9-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.488896,1.009254,1.010243,0.000989,9,8,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.115264,3963.322084,344.429290,4155844417.908826,fused,shoup,-1
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+1,writer-final,8,1,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.479712,0.972698,0.973424,0.000726,8,10,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.123968,4112.274910,345.531226,4312032776.302797,fused,shoup,-1
+1,writer-final,8,1,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.467584,0.978227,0.979022,0.000795,8,9,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.108576,4089.029383,346.188848,4287658074.197489,fused,shoup,-1
+1,writer-final,8,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.489504,0.942182,0.943098,0.000916,8,8,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.121216,4245.462352,346.233350,4451689931.236643,fused,shoup,-1
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+1,writer-final,8,2,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.469856,0.942285,0.943201,0.000916,10,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.105120,4245.001254,347.304806,4451206434.955466,fused,shoup,-1
+1,writer-final,8,2,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.463360,1.010176,1.011066,0.000891,10,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.106016,3959.706253,345.436509,4152052944.349815,fused,shoup,-1
+1,writer-final,8,2,9-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.480416,0.979149,0.980013,0.000865,9,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.121088,4085.181152,345.403678,4283622911.348912,fused,shoup,-1
+1,writer-final,8,2,9-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.475136,1.018675,1.019484,0.000809,9,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.123488,3926.668646,344.314114,4117410502.074657,fused,shoup,-1
+1,writer-final,8,2,9-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.479040,1.015398,1.016283,0.000884,9,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.122112,3939.340525,344.336304,4130697930.626282,fused,shoup,-1
+1,writer-final,8,2,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.491616,0.967782,0.968715,0.000933,8,10,2,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.113312,4133.160605,345.640738,4333933014.791311,fused,shoup,-1
+1,writer-final,8,2,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.472320,0.984781,0.985601,0.000820,8,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.109760,4061.817662,345.815525,4259124517.165359,fused,shoup,-1
+1,writer-final,8,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.471296,0.939008,0.939803,0.000795,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.115200,4259.814354,347.056408,4466739095.802377,fused,shoup,-1
+1,writer-final,8,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.470560,1.087283,1.088125,0.000842,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",5.108640,3678.894149,342.862525,3857600110.958773,fused,shoup,-1
+1,writer-final,16,1,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.473536,0.946586,0.947362,0.000776,10,9,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.106944,4225.714262,347.009389,4430982558.332909,fused,shoup,-1
+1,writer-final,16,1,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.478208,0.997786,0.998599,0.000814,10,8,4,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.113344,4008.877385,345.144827,4203612613.288934,fused,shoup,-1
+1,writer-final,16,1,9-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.472096,0.975155,0.975881,0.000726,9,9,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.114720,4101.911269,345.961774,4301165710.525832,fused,shoup,-1
+1,writer-final,16,1,9-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.470144,1.030349,1.031208,0.000859,9,8,4,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.108320,3882.180565,344.565811,4070761367.887235,fused,shoup,-1
+1,writer-final,16,1,9-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.469760,1.034240,1.035022,0.000782,9,7,5,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.118784,3867.574230,344.151628,4055445515.535682,fused,shoup,-1
+1,writer-final,16,1,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.469792,1.138278,1.139097,0.000819,8,10,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.105312,3514.078913,341.489756,3684778810.235794,fused,shoup,-1
+1,writer-final,16,1,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.472288,0.996454,0.997256,0.000802,8,9,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.109408,4014.232793,345.478323,4209228164.854669,fused,shoup,-1
+1,writer-final,16,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.497856,0.951808,0.952614,0.000806,8,8,4,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.106272,4202.528348,346.142440,4406670365.008321,fused,shoup,-1
+1,writer-final,16,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.471648,1.079398,1.080240,0.000842,8,7,5,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.116096,3705.767976,342.843156,3885779360.751879,fused,shoup,-1
+1,writer-final,16,2,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.476416,0.958566,0.959352,0.000786,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.110592,4172.898336,346.453097,4375601045.117871,fused,shoup,-1
+1,writer-final,16,2,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.468320,1.025741,1.026474,0.000733,10,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.114496,3899.620410,344.573404,4089048370.619317,fused,shoup,-1
+1,writer-final,16,2,9-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.470400,0.979558,0.980371,0.000813,9,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.108320,4083.472930,346.072300,4281831710.950209,fused,shoup,-1
+1,writer-final,16,2,9-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.480160,1.031885,1.032723,0.000838,9,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.123424,3876.401746,343.776428,4064701837.660640,fused,shoup,-1
+1,writer-final,16,2,9-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.481408,1.008230,1.009071,0.000841,9,7,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.114496,3967.346958,344.704717,4160064803.915036,fused,shoup,-1
+1,writer-final,16,2,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.481728,1.120154,1.121154,0.001000,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.106048,3570.938634,341.648784,3744400548.801738,fused,shoup,-1
+1,writer-final,16,2,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.477920,1.003110,1.003956,0.000846,8,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",5.104896,3987.596943,345.246450,4181298452.568956,fused,shoup,-1
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+1,writer-final,32,2,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.472800,1.371648,1.372483,0.000835,8,9,3,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.107680,2916.199919,334.668446,3057857246.302130,fused,shoup,-1
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+1,writer-final,32,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,5.469792,1.187840,1.188682,0.000842,8,7,5,32,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw32-v1",5.120480,3367.456939,339.613006,3531034527.664094,fused,shoup,-1
+1,v06,0,0,9-11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","0+0","0+0","0+0","9+11","full-scratch","1",8,0,3,10,21.617920,2.027008,2.027903,0.000895,0,0,0,0,0,natural,natural,"",20.169376,7893.407206,365.177543,8276837353.969377,fused,shoup,-1
+1,grouped,16,2,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped+appt-online-register-tail-grouped+appt-online-register-tail-grouped","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.653313,3.200000,3.200744,0.000744,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.171040,4999.999925,355.363246,5242879921.875002,fused,shoup,-1
+1,writer-final,8,1,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.624800,3.686400,3.687323,0.000923,10,9,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",20.160065,4340.277852,351.870576,4551111189.288859,fused,shoup,-1
+1,writer-final,8,1,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.628033,3.772109,3.772841,0.000732,10,8,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",20.152384,4241.659209,351.242876,4447702046.659800,fused,shoup,-1
+1,writer-final,8,1,9-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.625408,3.537305,3.538091,0.000785,9,9,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",20.156384,4523.217080,353.052047,4742936873.104190,fused,shoup,-1
+1,writer-final,8,1,9-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.623360,3.603354,3.604054,0.000701,9,8,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",20.158112,4440.308174,352.540747,4656000583.427333,fused,shoup,-1
+1,writer-final,8,1,9-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.627232,3.846349,3.846998,0.000649,9,7,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",20.157248,4159.788931,350.640141,4361854838.429910,fused,shoup,-1
+1,writer-final,8,1,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.632288,3.356570,3.357265,0.000695,8,10,2,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",20.152832,4766.771171,354.439545,4998321847.784355,fused,shoup,-1
+1,writer-final,8,1,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.632128,3.451597,3.452466,0.000869,8,9,3,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",20.164864,4635.535730,353.602194,4860711513.775946,fused,shoup,-1
+1,writer-final,8,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.622623,3.382579,3.383447,0.000868,8,8,4,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",20.155487,4730.118523,354.290427,4959888760.168781,fused,shoup,-1
+1,writer-final,8,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.622816,3.597414,3.598157,0.000742,8,7,5,8,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",20.158304,4447.638722,352.589613,4663687220.371869,fused,shoup,-1
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+1,writer-final,8,2,9-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.621471,3.568435,3.569246,0.000811,9,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",20.151136,4483.758045,352.881163,4701561075.595262,fused,shoup,-1
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+1,writer-final,8,2,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.624001,3.378176,3.378945,0.000769,8,9,3,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",20.155617,4736.283425,354.313148,4966353128.312331,fused,shoup,-1
+1,writer-final,8,2,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.621664,3.324928,3.325658,0.000730,8,8,4,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",20.158239,4812.134557,354.729185,5045888805.589771,fused,shoup,-1
+1,writer-final,8,2,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.626976,3.568947,3.569702,0.000755,8,7,5,8,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw8-v1",20.153791,4483.114652,352.813686,4700886429.023766,fused,shoup,-1
+1,writer-final,16,1,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.626976,3.411968,3.412972,0.001004,10,9,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.162752,4689.376088,353.969020,4917167220.745687,fused,shoup,-1
+1,writer-final,16,1,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.624544,3.485184,3.485979,0.000795,10,8,4,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.157761,4590.862094,353.454551,4813867810.873802,fused,shoup,-1
+1,writer-final,16,1,9-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.625313,3.188326,3.189133,0.000807,9,9,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.162271,5018.306848,355.745993,5262076121.448222,fused,shoup,-1
+1,writer-final,16,1,9-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.631008,3.299123,3.299993,0.000870,9,8,4,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.167135,4849.773290,354.788686,5085355877.753292,fused,shoup,-1
+1,writer-final,16,1,9-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.627712,3.684864,3.685678,0.000814,9,7,5,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.160959,4342.086929,351.853002,4553008143.259849,fused,shoup,-1
+1,writer-final,16,1,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.630337,3.730432,3.731212,0.000780,8,10,2,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156288,4289.047450,351.516576,4497392218.692842,fused,shoup,-1
+1,writer-final,16,1,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.639999,3.120947,3.121695,0.000748,8,9,3,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.160513,5126.648466,356.177206,5375680541.649701,fused,shoup,-1
+1,writer-final,16,1,8-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.632383,3.062579,3.063281,0.000702,8,8,4,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156321,5224.354765,356.734499,5478133021.568830,fused,shoup,-1
+1,writer-final,16,1,8-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.627968,3.333530,3.334387,0.000857,8,7,5,16,1,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156351,4799.717233,354.626838,5032868297.467922,fused,shoup,-1
+1,writer-final,16,2,10-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.623425,3.435111,3.435888,0.000778,10,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.162336,4657.783113,353.818922,4884039585.626162,fused,shoup,-1
+1,writer-final,16,2,10-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.626753,3.495936,3.496642,0.000706,10,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.159616,4576.742932,353.338902,4799062797.144762,fused,shoup,-1
+1,writer-final,16,2,9-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.649088,3.193242,3.193969,0.000728,9,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.164480,5010.582356,355.501759,5253976404.369129,fused,shoup,-1
+1,writer-final,16,2,9-8-4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.634592,3.318989,3.319812,0.000823,9,8,4,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.155424,4820.745403,354.696363,5054917931.555894,fused,shoup,-1
+1,writer-final,16,2,9-7-5,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.634176,3.613901,3.614625,0.000724,9,7,5,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156351,4427.349144,352.388538,4642412056.003385,fused,shoup,-1
+1,writer-final,16,2,8-10-2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.626432,3.715072,3.715794,0.000722,8,10,2,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.161760,4306.780692,351.623122,4515986870.973892,fused,shoup,-1
+1,writer-final,16,2,8-9-3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-appt-online-register-tail-grouped-writer-final","experimental",0.000000,"persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final+appt-online-register-tail-grouped-writer-final","256+256+256","8+8+8","32+16+16","4+4+4","2+2+2","1+1+1","10+5+5","ring+ring","2+2",8,0,3,10,21.638624,3.120538,3.121453,0.000916,8,9,3,16,2,natural,natural,"appt-ntt-log20-7x7x6-xor-fw16-v1",20.156384,5127.321784,356.224107,5376386566.545871,fused,shoup,-1
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diff --git a/results/appt_writer_final/summary.csv b/results/appt_writer_final/summary.csv
new file mode 100644
index 0000000..8c23a10
--- /dev/null
+++ b/results/appt_writer_final/summary.csv
@@ -0,0 +1,319 @@
+word_bits,batch,variant,fragment_width,writer_tiles,roles,kernel_ms,trials,throughput_vs_v06,throughput_vs_grouped
+32,1,grouped,16,2,7-13-3,0.193946,1,0.7581801119899354,1.0
+32,1,v06,0,0,9-11,0.147046,1,1.0,1.3189478122492282
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+32,1,writer-final,8,1,6-11-5,0.216166,1,0.6802457370724351,0.897208626703552
+32,1,writer-final,8,1,6-12-4,0.174592,1,0.8422264479472141,1.1108527309384164
+32,1,writer-final,8,1,6-13-3,0.185754,1,0.7916168696232653,1.0441013383291882
+32,1,writer-final,8,1,6-14-2,0.202342,1,0.7267201075406985,0.958505895958328
+32,1,writer-final,8,1,7-11-5,0.223437,1,0.6581094447204358,0.8680120123345731
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+32,1,writer-final,8,1,7-13-3,0.185446,1,0.7929316350851461,1.0458354453587568
+32,1,writer-final,8,2,6-10-6,0.216166,1,0.6802457370724351,0.897208626703552
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diff --git a/results/hierarchical_dataflow/raw/cores/hierarchical_w32_n20_b4_dataflow-radix4.csv b/results/hierarchical_dataflow/raw/cores/hierarchical_w32_n20_b4_dataflow-radix4.csv
new file mode 100644
index 0000000..daf8918
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/cores/hierarchical_w32_n20_b4_dataflow-radix4.csv
@@ -0,0 +1,2 @@
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+"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-dataflow,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,dataflow-radix4,0,1,2,2.801184,0.270848,2.611072,14768.430674,703.840717,15485821962.611317,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/cores/hierarchical_w32_n20_b4_hybrid2d-radix4.csv b/results/hierarchical_dataflow/raw/cores/hierarchical_w32_n20_b4_hybrid2d-radix4.csv
new file mode 100644
index 0000000..2d8eb6e
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/cores/hierarchical_w32_n20_b4_hybrid2d-radix4.csv
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+"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-hybrid2d-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-dataflow,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,hybrid2d-radix4,0,1,2,2.799968,0.305664,2.627264,13086.264533,697.727637,13721942918.597221,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/cores/hierarchical_w64_n20_b4_dataflow-radix4.csv b/results/hierarchical_dataflow/raw/cores/hierarchical_w64_n20_b4_dataflow-radix4.csv
new file mode 100644
index 0000000..2947286
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/cores/hierarchical_w64_n20_b4_dataflow-radix4.csv
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diff --git a/results/hierarchical_dataflow/raw/cores/hierarchical_w64_n20_b4_hybrid2d-radix4.csv b/results/hierarchical_dataflow/raw/cores/hierarchical_w64_n20_b4_hybrid2d-radix4.csv
new file mode 100644
index 0000000..3dcee22
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/cores/hierarchical_w64_n20_b4_hybrid2d-radix4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-hybrid2d-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-dataflow,10,named-barrier,10,2,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,2,512,hybrid2d-radix4,0,1,2,5.446976,0.531968,5.102304,7519.249313,360.970167,7884504367.385694,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n12_b1024.csv b/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n12_b1024.csv
new file mode 100644
index 0000000..fa0e01d
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n12_b1024.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-resource-default","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-dataflow,6,named-barrier,6,4,0,8,1,0,0,hermes-xor,inplace,radix4,32,12,4096,1024,998244353,30,6,4,256,0,3,10,2.800032,0.178074,2.615136,5750431.284459,183078.098229,23553766541.143303,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n14_b256.csv b/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n14_b256.csv
new file mode 100644
index 0000000..c8aa434
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n14_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-resource-default","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-dataflow,7,named-barrier,7,4,0,8,1,0,0,hermes-xor,inplace,radix4,32,14,16384,256,998244353,30,7,4,256,0,3,10,2.801984,0.185344,2.654080,1381215.390684,45378.742357,22629832960.958900,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n16_b64.csv b/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n16_b64.csv
new file mode 100644
index 0000000..da26053
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n16_b64.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-resource-default","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-dataflow,8,named-barrier,8,4,0,6,1,0,0,hermes-xor,inplace,radix4,32,16,65536,64,998244353,30,8,4,256,0,3,10,2.790016,0.200704,2.613728,318877.537769,11419.501101,20897958315.198330,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n18_b16.csv b/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n18_b16.csv
new file mode 100644
index 0000000..c0266f1
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n18_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-resource-default","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-dataflow,9,named-barrier,9,4,0,6,1,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,9,4,256,0,3,10,2.804384,0.233370,2.648064,68560.775544,2814.019278,17972795944.124729,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n20_b4.csv b/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n20_b4.csv
new file mode 100644
index 0000000..8faaed7
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hierarchical_w32_n20_b4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-resource-default","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-dataflow,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,0,3,10,2.807328,0.270541,2.612128,14785.200405,702.988092,15503406299.858677,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n12_b1024.csv b/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n12_b1024.csv
new file mode 100644
index 0000000..308bf2c
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n12_b1024.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-resource-default","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-dataflow,6,named-barrier,6,4,0,6,1,0,0,hermes-xor,inplace,radix4,64,12,4096,1024,576460756061519873,60,6,4,256,0,3,10,5.470880,0.293786,5.096512,3485535.007627,94280.753853,14276751391.239981,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n14_b256.csv b/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n14_b256.csv
new file mode 100644
index 0000000..0936a71
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n14_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-resource-default","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-dataflow,7,named-barrier,7,4,0,6,1,0,0,hermes-xor,inplace,radix4,64,14,16384,256,576460756061519873,60,7,4,256,0,3,10,5.453600,0.284774,5.129760,898957.232229,23555.101306,14728515292.836555,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n16_b64.csv b/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n16_b64.csv
new file mode 100644
index 0000000..c5f9248
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n16_b64.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-resource-default","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-dataflow,8,named-barrier,8,4,0,5,1,0,0,hermes-xor,inplace,radix4,64,16,65536,64,576460756061519873,60,8,4,256,0,3,10,5.456320,0.321024,5.097216,199362.041067,5885.295622,13065390723.363218,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n18_b16.csv b/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n18_b16.csv
new file mode 100644
index 0000000..a1a8f33
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n18_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-resource-default","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-dataflow,9,named-barrier,9,4,0,5,1,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,9,4,256,0,3,10,5.460704,0.374886,5.098944,42679.596474,1463.253886,11188200137.953272,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n20_b4.csv b/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n20_b4.csv
new file mode 100644
index 0000000..a2661a4
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hierarchical_w64_n20_b4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-resource-default","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-dataflow,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,4,256,0,3,10,5.436704,0.543642,5.105600,7357.788298,360.817211,7715200221.917546,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n12_b1024.csv b/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n12_b1024.csv
new file mode 100644
index 0000000..e7c3cf4
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n12_b1024.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1024,998244353,30,6,4,256,0,3,10,2.821856,0.158003,2.629568,6480881.559007,182549.829413,26545690865.693363,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n14_b256.csv b/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n14_b256.csv
new file mode 100644
index 0000000..c8d4b7f
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n14_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,14,16384,256,998244353,30,7,4,256,0,3,10,2.801024,0.165990,2.612480,1542257.890285,45882.294529,25268353274.423901,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n16_b64.csv b/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n16_b64.csv
new file mode 100644
index 0000000..28d2c71
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n16_b64.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,16,65536,64,998244353,30,8,4,256,0,3,10,2.801216,0.176435,2.617664,362739.403157,11438.140274,23772489525.294743,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n18_b16.csv b/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n18_b16.csv
new file mode 100644
index 0000000..46f1ffc
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n18_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,9,4,512,0,3,10,2.786496,0.214118,2.615424,74725.009800,2848.983446,19588712969.128296,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n20_b4.csv b/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n20_b4.csv
new file mode 100644
index 0000000..db258ff
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hybrid2d_w32_n20_b4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,2,512,0,3,10,2.801120,0.325325,2.615360,12295.404334,696.645061,12892665894.839077,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n12_b1024.csv b/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n12_b1024.csv
new file mode 100644
index 0000000..a9995fc
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n12_b1024.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1024,576460756061519873,60,6,4,256,0,3,10,5.448896,0.267981,5.101152,3821169.503410,94656.802299,15651510285.966894,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n14_b256.csv b/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n14_b256.csv
new file mode 100644
index 0000000..636e034
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n14_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,14,16384,256,576460756061519873,60,7,4,256,0,3,10,5.443776,0.266752,5.109376,959692.881639,23660.098823,15723608172.771955,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n16_b64.csv b/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n16_b64.csv
new file mode 100644
index 0000000..a1effc6
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n16_b64.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,16,65536,64,576460756061519873,60,8,4,256,0,3,10,5.457856,0.305459,5.100768,209520.615912,5890.970940,13731143084.433109,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n18_b16.csv b/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n18_b16.csv
new file mode 100644
index 0000000..3ebc511
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n18_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,9,4,512,0,3,10,5.484768,0.374374,5.130080,42737.966171,1455.971973,11203501403.872019,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n20_b4.csv b/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n20_b4.csv
new file mode 100644
index 0000000..2e9a294
--- /dev/null
+++ b/results/hierarchical_dataflow/raw/screen/hybrid2d_w64_n20_b4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,2,512,0,3,10,5.434976,0.476365,5.099616,8396.926205,363.274511,8804815292.356991,fused,shoup,natural,1
diff --git a/results/hierarchical_dataflow/summary_cores.csv b/results/hierarchical_dataflow/summary_cores.csv
new file mode 100644
index 0000000..d6d45f5
--- /dev/null
+++ b/results/hierarchical_dataflow/summary_cores.csv
@@ -0,0 +1,5 @@
+word_bits,logN,batch,backend,n1_log,rows_per_block,threads_per_block,data_time,target_ctas_per_sm,hierarchical_core,kernel_ms,correct
+32,20,4,hierarchical-dataflow,10,4,256,1,5,dataflow-radix4,0.270848,1
+32,20,4,hierarchical-dataflow,10,4,256,1,5,hybrid2d-radix4,0.305664,1
+64,20,4,hierarchical-dataflow,10,2,512,1,2,dataflow-radix4,0.518144,1
+64,20,4,hierarchical-dataflow,10,2,512,1,2,hybrid2d-radix4,0.531968,1
diff --git a/results/hierarchical_dataflow/summary_cores.md b/results/hierarchical_dataflow/summary_cores.md
new file mode 100644
index 0000000..3ea5242
--- /dev/null
+++ b/results/hierarchical_dataflow/summary_cores.md
@@ -0,0 +1,6 @@
+# HierarchicalDataflow comparison
+
+| bits | logN | batch | Hybrid2D ms | best hierarchical ms | speedup | core | rows | Td | threads | Rb | correct |
+|---:|---:|---:|---:|---:|---:|:--|---:|---:|---:|---:|:---:|
+| 32 | 20 | 4 | n/a | 0.270848 | n/a | dataflow-radix4 | 4 | 1 | 256 | 5 | yes |
+| 64 | 20 | 4 | n/a | 0.518144 | n/a | dataflow-radix4 | 2 | 1 | 512 | 2 | yes |
diff --git a/results/hierarchical_dataflow/summary_screen.csv b/results/hierarchical_dataflow/summary_screen.csv
new file mode 100644
index 0000000..21cd648
--- /dev/null
+++ b/results/hierarchical_dataflow/summary_screen.csv
@@ -0,0 +1,21 @@
+word_bits,logN,batch,backend,n1_log,rows_per_block,threads_per_block,data_time,target_ctas_per_sm,kernel_ms,correct
+32,12,1024,hierarchical-dataflow,6,4,256,1,8,0.178074,1
+32,12,1024,hybrid2d,6,4,256,0,0,0.158003,1
+32,14,256,hierarchical-dataflow,7,4,256,1,8,0.185344,1
+32,14,256,hybrid2d,7,4,256,0,0,0.165990,1
+32,16,64,hierarchical-dataflow,8,4,256,1,6,0.200704,1
+32,16,64,hybrid2d,8,4,256,0,0,0.176435,1
+32,18,16,hierarchical-dataflow,9,4,256,1,6,0.233370,1
+32,18,16,hybrid2d,9,4,512,0,0,0.214118,1
+32,20,4,hierarchical-dataflow,10,4,256,1,5,0.270541,1
+32,20,4,hybrid2d,10,2,512,0,0,0.325325,1
+64,12,1024,hierarchical-dataflow,6,4,256,1,6,0.293786,1
+64,12,1024,hybrid2d,6,4,256,0,0,0.267981,1
+64,14,256,hierarchical-dataflow,7,4,256,1,6,0.284774,1
+64,14,256,hybrid2d,7,4,256,0,0,0.266752,1
+64,16,64,hierarchical-dataflow,8,4,256,1,5,0.321024,1
+64,16,64,hybrid2d,8,4,256,0,0,0.305459,1
+64,18,16,hierarchical-dataflow,9,4,256,1,5,0.374886,1
+64,18,16,hybrid2d,9,4,512,0,0,0.374374,1
+64,20,4,hierarchical-dataflow,10,4,256,1,2,0.543642,1
+64,20,4,hybrid2d,10,2,512,0,0,0.476365,1
diff --git a/results/hierarchical_dataflow/summary_screen.md b/results/hierarchical_dataflow/summary_screen.md
new file mode 100644
index 0000000..ae2e688
--- /dev/null
+++ b/results/hierarchical_dataflow/summary_screen.md
@@ -0,0 +1,14 @@
+# HierarchicalDataflow comparison
+
+| bits | logN | batch | Hybrid2D ms | best hierarchical ms | speedup | rows | Td | threads | Rb | correct |
+|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|:---:|
+| 32 | 12 | 1024 | 0.158003 | 0.178074 | 0.887x | 4 | 1 | 256 | 8 | yes |
+| 32 | 14 | 256 | 0.165990 | 0.185344 | 0.896x | 4 | 1 | 256 | 8 | yes |
+| 32 | 16 | 64 | 0.176435 | 0.200704 | 0.879x | 4 | 1 | 256 | 6 | yes |
+| 32 | 18 | 16 | 0.214118 | 0.233370 | 0.918x | 4 | 1 | 256 | 6 | yes |
+| 32 | 20 | 4 | 0.325325 | 0.270541 | 1.202x | 4 | 1 | 256 | 5 | yes |
+| 64 | 12 | 1024 | 0.267981 | 0.293786 | 0.912x | 4 | 1 | 256 | 6 | yes |
+| 64 | 14 | 256 | 0.266752 | 0.284774 | 0.937x | 4 | 1 | 256 | 6 | yes |
+| 64 | 16 | 64 | 0.305459 | 0.321024 | 0.952x | 4 | 1 | 256 | 5 | yes |
+| 64 | 18 | 16 | 0.374374 | 0.374886 | 0.999x | 4 | 1 | 256 | 5 | yes |
+| 64 | 20 | 4 | 0.476365 | 0.543642 | 0.876x | 4 | 1 | 256 | 2 | yes |
diff --git a/results/hierarchical_dataflow_length_screen.csv b/results/hierarchical_dataflow_length_screen.csv
new file mode 100644
index 0000000..82b9efe
--- /dev/null
+++ b/results/hierarchical_dataflow_length_screen.csv
@@ -0,0 +1,21 @@
+word_bits,logN,batch,backend,kernel_ms,correct,target_ctas
+32,12,1024,hybrid2d,0.157670,1,0
+32,12,1024,hierarchical-dataflow,0.177260,1,8
+32,14,256,hybrid2d,0.165668,1,0
+32,14,256,hierarchical-dataflow,0.184586,1,8
+32,16,64,hybrid2d,0.176492,1,0
+32,16,64,hierarchical-dataflow,0.200540,1,6
+32,18,16,hybrid2d,0.214175,1,0
+32,18,16,hierarchical-dataflow,0.231357,1,6
+32,20,4,hybrid2d,0.324403,1,0
+32,20,4,hierarchical-dataflow,0.255780,1,5
+64,12,1024,hybrid2d,0.258376,1,0
+64,12,1024,hierarchical-dataflow,0.274836,1,6
+64,14,256,hybrid2d,0.252723,1,0
+64,14,256,hierarchical-dataflow,0.271478,1,6
+64,16,64,hybrid2d,0.271252,1,0
+64,16,64,hierarchical-dataflow,0.294958,1,5
+64,18,16,hybrid2d,0.341535,1,0
+64,18,16,hierarchical-dataflow,0.348052,1,5
+64,20,4,hybrid2d,0.428099,1,0
+64,20,4,hierarchical-dataflow,0.504612,1,2
diff --git a/results/hierarchical_dataflow_log20_space.csv b/results/hierarchical_dataflow_log20_space.csv
new file mode 100644
index 0000000..9331d83
--- /dev/null
+++ b/results/hierarchical_dataflow_log20_space.csv
@@ -0,0 +1,73 @@
+word_bits,rows,data_time,threads,target_ctas,kernel_ms,correct
+32,1,1,128,12,0.512860,1
+32,1,1,256,6,0.582083,1
+32,1,1,512,3,0.561889,1
+32,1,2,128,12,0.601846,1
+32,1,2,256,6,0.672788,1
+32,1,2,512,3,0.565043,1
+32,1,4,128,12,1.370685,1
+32,1,4,256,6,1.165660,1
+32,1,4,512,3,0.680980,1
+32,1,8,128,12,1.924465,1
+32,1,8,256,6,1.905213,1
+32,1,8,512,3,1.391309,1
+32,2,1,128,11,0.312054,1
+32,2,1,256,6,0.290796,1
+32,2,1,512,3,0.350044,1
+32,2,2,128,11,0.438682,1
+32,2,2,256,6,0.488796,1
+32,2,2,512,3,0.406241,1
+32,2,4,128,11,0.825303,1
+32,2,4,256,6,0.905032,1
+32,2,4,512,3,0.713032,1
+32,2,8,128,11,0.943063,1
+32,2,8,256,6,1.039708,1
+32,2,8,512,3,1.116385,1
+32,4,1,128,5,0.283382,1
+32,4,1,256,5,0.243057,1
+32,4,1,512,3,0.249098,1
+32,4,2,128,5,0.398500,1
+32,4,2,256,5,0.361820,1
+32,4,2,512,3,0.349573,1
+32,4,4,128,5,0.515994,1
+32,4,4,256,5,0.520049,1
+32,4,4,512,3,0.526950,1
+32,4,8,128,5,0.646636,1
+32,4,8,256,5,0.570327,1
+32,4,8,512,3,0.529265,1
+64,1,1,128,10,0.642642,1
+64,1,1,256,5,0.745841,1
+64,1,1,512,2,0.656486,1
+64,1,2,128,10,1.209283,1
+64,1,2,256,5,1.208771,1
+64,1,2,512,2,0.666276,1
+64,1,4,128,10,1.779896,1
+64,1,4,256,5,1.870889,1
+64,1,4,512,2,1.134531,1
+64,1,8,128,10,2.435543,1
+64,1,8,256,5,2.347970,1
+64,1,8,512,2,1.948385,1
+64,2,1,128,5,0.497521,1
+64,2,1,256,5,0.482693,1
+64,2,1,512,2,0.456049,1
+64,2,2,128,5,0.791429,1
+64,2,2,256,5,0.787558,1
+64,2,2,512,2,0.582676,1
+64,2,4,128,5,1.138749,1
+64,2,4,256,5,1.110569,1
+64,2,4,512,2,1.021276,1
+64,2,8,128,5,1.277665,1
+64,2,8,256,5,1.365627,1
+64,2,8,512,2,1.279181,1
+64,4,1,128,2,0.628347,1
+64,4,1,256,2,0.500388,1
+64,4,1,512,2,0.459203,1
+64,4,2,128,2,0.825119,1
+64,4,2,256,2,0.682107,1
+64,4,2,512,2,0.626422,1
+64,4,4,128,2,0.905912,1
+64,4,4,256,2,0.785531,1
+64,4,4,512,2,0.727306,1
+64,4,8,128,2,0.926945,1
+64,4,8,256,2,0.794071,1
+64,4,8,512,2,0.727982,1
diff --git a/results/hierarchical_streaming/comprehensive/analysis.md b/results/hierarchical_streaming/comprehensive/analysis.md
new file mode 100644
index 0000000..12033ca
--- /dev/null
+++ b/results/hierarchical_streaming/comprehensive/analysis.md
@@ -0,0 +1,40 @@
+# Hierarchical Streaming Batch Comparison
+
+CUDA-event times use identical V100 binaries and measurement settings. Rows are medians of independent process trials; speedup above one is better than the v0.6 barrier implementation.
+
+## uint32
+
+| batch | barrier ms | resident 10+10 ms/speedup | generic 7+7+6 ms/speedup | resident 7+7+6 ms/speedup |
+|---:|---:|:--|:--|:--|
+| 1 | 0.080179 | 0.129372 / 0.620x | 0.371343 / 0.216x | 0.428339 / 0.187x |
+| 4 | 0.271708 | 0.347505 / 0.782x | 1.501737 / 0.181x | 2.627093 / 0.103x |
+| 8 | 0.501760 | 0.546652 / 0.918x | 3.706859 / 0.135x | 5.996687 / 0.084x |
+| 16 | 1.058591 | 1.020949 / 1.037x | 10.324991 / 0.103x | 13.564334 / 0.078x |
+| 32 | 2.852577 | 2.398044 / 1.190x | 25.470772 / 0.112x | 29.840281 / 0.096x |
+
+Geomean speedup versus barrier:
+
+- `resident1010`: `0.887x`
+- `generic776`: `0.143x`
+- `resident776`: `0.104x`
+
+Maximum trial spread: `16.99%`.
+
+## uint64
+
+| batch | barrier ms | resident 10+10 ms/speedup | generic 7+7+6 ms/speedup | resident 7+7+6 ms/speedup |
+|---:|---:|:--|:--|:--|
+| 1 | 0.142316 | 0.203489 / 0.699x | 0.502252 / 0.283x | 0.644895 / 0.221x |
+| 4 | 0.503357 | 0.555151 / 0.907x | 1.477263 / 0.341x | 3.363328 / 0.150x |
+| 8 | 0.963727 | 0.972923 / 0.991x | 2.871419 / 0.336x | 7.630172 / 0.126x |
+| 16 | 1.895014 | 1.840476 / 1.030x | 6.695895 / 0.283x | 16.561808 / 0.114x |
+| 32 | 3.712512 | 3.623834 / 1.024x | 24.247295 / 0.153x | 35.610031 / 0.104x |
+
+Geomean speedup versus barrier:
+
+- `resident1010`: `0.921x`
+- `generic776`: `0.269x`
+- `resident776`: `0.138x`
+
+Maximum trial spread: `13.02%`.
+
diff --git a/results/hierarchical_streaming/comprehensive/raw.csv b/results/hierarchical_streaming/comprehensive/raw.csv
new file mode 100644
index 0000000..9391fd7
--- /dev/null
+++ b/results/hierarchical_streaming/comprehensive/raw.csv
@@ -0,0 +1,121 @@
+trial,label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+1,barrier-w32-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,0.931392,0.089395,0.769888,11186.283527,558.448569,11729668435.954735,fused,shoup,natural,-1
+1,resident1010-w32-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,1.067360,0.148316,0.800096,6742.353639,496.087807,7069870209.018912,fused,shoup,natural,-1
+1,generic776-w32-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,0.893376,0.433377,0.780384,2307.458371,474.577531,2419545468.656270,fused,shoup,natural,-1
+1,resident776-w32-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,0.920416,0.458691,0.797536,2180.119018,459.423157,2286020479.550618,fused,shoup,natural,-1
+1,barrier-w32-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,3.636864,0.271708,2.751328,14721.677813,600.609610,15436798034.107002,fused,shoup,natural,-1
+1,resident1010-w32-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,3.042496,0.350618,2.672064,11408.440825,659.502532,11962617246.649023,fused,shoup,natural,-1
+1,generic776-w32-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,3.196192,1.503498,2.683648,2660.462120,541.760356,2789696728.256648,fused,shoup,natural,-1
+1,resident776-w32-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,3.287328,2.627093,2.875776,1522.595740,455.052390,1596557350.208938,fused,shoup,natural,-1
+1,barrier-w32-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,8,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,5.717536,0.501760,5.221632,15943.877362,699.243978,16718367148.657137,fused,shoup,natural,-1
+1,resident1010-w32-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,8,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,6.909216,0.546652,5.242048,14634.535275,630.024651,15345422460.273413,fused,shoup,natural,-1
+1,generic776-w32-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,8,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,5.649888,3.692011,5.183680,2166.840572,550.752555,2272097019.843572,fused,shoup,natural,-1
+1,resident776-w32-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,8,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,16.392832,5.995930,11.567776,1334.238454,235.595283,1399050421.620604,fused,shoup,natural,-1
+1,barrier-w32-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,12.164576,1.069363,10.326304,14962.176778,679.110140,15688979477.472969,fused,shoup,natural,-1
+1,resident1010-w32-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,38.634144,1.020949,14.390496,15671.700915,296.046364,16432969458.736620,fused,shoup,natural,-1
+1,generic776-w32-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,33.148064,10.330603,60.392414,1548.796382,154.037100,1624030714.868383,fused,shoup,natural,-1
+1,resident776-w32-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,11.982240,13.615412,31.563969,1175.138900,279.908091,1232222447.449757,fused,shoup,natural,-1
+1,barrier-w32-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,25.502304,2.925957,64.011070,10936.592844,346.172993,11467848778.089092,fused,shoup,natural,-1
+1,resident1010-w32-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,23.683104,2.398044,56.439838,13344.208255,387.780146,13992416515.295990,fused,shoup,natural,-1
+1,generic776-w32-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,26.285025,25.474253,64.775139,1256.170313,274.596991,1317190042.593037,fused,shoup,natural,-1
+1,resident776-w32-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,24.252096,29.816259,62.095490,1073.239925,275.472975,1125373628.116183,fused,shoup,natural,-1
+2,barrier-w32-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,2.221312,0.079811,2.038080,12529.670298,230.457090,13138311562.903334,fused,shoup,natural,-1
+2,resident1010-w32-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,1.052736,0.129229,0.800576,7738.213122,504.403234,8114104562.274933,fused,shoup,natural,-1
+2,generic776-w32-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,0.984864,0.371343,0.794880,2692.925604,464.881176,2823737157.732190,fused,shoup,natural,-1
+2,resident776-w32-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,0.924704,0.428339,0.794816,2334.598465,465.579863,2448003920.273730,fused,shoup,natural,-1
+2,barrier-w32-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,3.023392,0.242811,2.727200,16473.726710,667.400488,17273954459.148037,fused,shoup,natural,-1
+2,resident1010-w32-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,2.978976,0.310989,2.693088,12862.198975,668.555014,13486993152.342207,fused,shoup,natural,-1
+2,generic776-w32-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,3.002688,1.340826,2.903040,2983.236426,551.986538,3128150118.396349,fused,shoup,natural,-1
+2,resident776-w32-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,3.106528,2.600243,2.698720,1538.317570,475.879378,1613042883.950806,fused,shoup,natural,-1
+2,barrier-w32-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,8,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,5.798752,0.493711,5.214592,16203.799977,695.225658,16990915765.051304,fused,shoup,natural,-1
+2,resident1010-w32-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,8,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,5.864448,0.544522,5.195648,14691.778627,689.380698,15405446466.029751,fused,shoup,natural,-1
+2,generic776-w32-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,8,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,6.436128,3.706859,5.184288,2158.161194,521.945338,2262996031.812562,fused,shoup,natural,-1
+2,resident776-w32-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,8,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,6.920864,5.996687,5.514208,1334.069871,434.033444,1398873648.615911,fused,shoup,natural,-1
+2,barrier-w32-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,12.562208,1.058591,10.715776,15114.435397,657.446655,15848634211.107935,fused,shoup,natural,-1
+2,resident1010-w32-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,11.992896,1.020969,10.302720,15671.388012,686.206833,16432641356.085838,fused,shoup,natural,-1
+2,generic776-w32-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,12.369888,10.324991,10.742272,1549.638121,478.509654,1624913342.050432,fused,shoup,natural,-1
+2,resident776-w32-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,12.602528,13.564334,32.305889,1179.564002,273.631731,1236862503.109595,fused,shoup,natural,-1
+2,barrier-w32-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,23.430208,2.852577,63.482944,11217.925984,356.483482,11762847956.779079,fused,shoup,natural,-1
+2,resident1010-w32-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,23.028481,2.440520,62.063072,13111.960769,365.580285,13748887374.862085,fused,shoup,natural,-1
+2,generic776-w32-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,59.419071,25.470772,86.685631,1256.341985,186.506843,1317370053.692895,fused,shoup,natural,-1
+2,resident776-w32-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,24.006720,29.840281,61.203072,1072.375977,278.139766,1124467712.797671,fused,shoup,natural,-1
+3,barrier-w32-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,0.909952,0.080179,0.792768,12472.063805,560.884212,13077906776.047770,fused,shoup,natural,-1
+3,resident1010-w32-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,0.948704,0.129372,0.795360,7729.638002,533.778520,8105112898.009553,fused,shoup,natural,-1
+3,generic776-w32-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,0.873792,0.370442,0.828832,2699.476162,482.377262,2830605915.652151,fused,shoup,natural,-1
+3,resident776-w32-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,2.214208,0.428155,1.621760,2335.603546,234.514825,2449057824.260381,fused,shoup,natural,-1
+3,barrier-w32-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,3.042304,0.271892,2.647840,14711.698980,670.911690,15426334469.739939,fused,shoup,natural,-1
+3,resident1010-w32-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,3.179168,0.347505,2.679392,11510.637486,644.530822,12069778212.394667,fused,shoup,natural,-1
+3,generic776-w32-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,2.989376,1.501737,2.682752,2663.582452,557.579504,2792968633.639008,fused,shoup,natural,-1
+3,resident776-w32-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,8.571840,2.668565,5.983552,1498.933195,232.234674,1571745374.261298,fused,shoup,natural,-1
+3,barrier-w32-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,8,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,6.718656,0.504832,6.644608,15846.855063,576.863611,16616631894.222164,fused,shoup,natural,-1
+3,resident1010-w32-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,8,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,6.019360,0.568340,5.277536,14076.069323,674.238565,14759828466.141613,fused,shoup,natural,-1
+3,generic776-w32-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,8,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,6.069088,3.834429,5.246016,2086.360042,528.069074,2187707067.283095,fused,shoup,natural,-1
+3,resident776-w32-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,8,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,16.116064,6.019850,10.079136,1328.936711,248.331135,1393491141.136616,fused,shoup,natural,-1
+3,barrier-w32-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,32.602303,1.032847,22.364351,15491.155741,285.716830,16243654122.795630,fused,shoup,natural,-1
+3,resident1010-w32-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,32.733215,1.010237,22.951679,15837.860609,282.211178,16607200525.828703,fused,shoup,natural,-1
+3,generic776-w32-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,10.885728,10.277396,10.149120,1556.814555,510.982215,1632438379.342858,fused,shoup,natural,-1
+3,resident776-w32-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,11.174752,13.561733,28.774879,1179.790202,299.001904,1237099690.420061,fused,shoup,natural,-1
+3,barrier-w32-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,5,1,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,24.409920,2.841661,58.885857,11261.017727,371.499325,11808032924.421200,fused,shoup,natural,-1
+3,resident1010-w32-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,105.847458,2.327101,46.563969,13751.011903,206.800468,14418981057.084467,fused,shoup,natural,-1
+3,generic776-w32-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,128.055679,25.424261,284.797577,1258.640315,73.013100,1319780027.316277,fused,shoup,natural,-1
+3,resident776-w32-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,111.571297,29.858078,42.919682,1071.736767,173.583747,1123797452.625974,fused,shoup,natural,-1
+1,barrier-w64-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,1.723904,0.141701,1.431264,7057.107382,303.318072,7399913430.684436,fused,shoup,natural,-1
+1,resident1010-w64-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,1.578272,0.204001,1.409280,4901.930083,313.327065,5140046238.427312,fused,shoup,natural,-1
+1,generic776-w64-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,2.664448,0.502252,2.392000,1991.034349,179.898194,2087750833.562495,fused,shoup,natural,-1
+1,resident776-w64-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,1.563968,0.644895,1.972960,1550.640702,239.130179,1625964624.775661,fused,shoup,natural,-1
+1,barrier-w64-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,16.124319,0.503357,10.970720,7946.639738,144.935955,8332655709.606799,fused,shoup,natural,-1
+1,resident1010-w64-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,6.017952,0.555151,5.187776,7205.242405,340.110621,7555244259.561468,fused,shoup,natural,-1
+1,generic776-w64-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,16.359039,1.476137,11.016768,2709.775725,138.638835,2841405790.420112,fused,shoup,natural,-1
+1,resident776-w64-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,14.732928,3.363328,9.688160,1189.298226,143.965595,1247069576.588912,fused,shoup,natural,-1
+1,barrier-w64-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,8,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,12.141920,0.963727,10.368576,8301.102961,340.799345,8704337338.199537,fused,shoup,natural,-1
+1,resident1010-w64-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,8,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,11.846304,0.973496,10.239232,8217.802012,346.935634,8616989962.951792,fused,shoup,natural,-1
+1,generic776-w64-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,8,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,11.979744,2.868900,10.320640,2788.525392,317.847746,2923980800.927579,fused,shoup,natural,-1
+1,resident776-w64-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,8,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,34.154400,7.888138,24.871872,1014.181002,119.555713,1063445858.466598,fused,shoup,natural,-1
+1,barrier-w64-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,67.017632,2.009190,23.564928,7963.406867,172.801573,8350237319.435087,fused,shoup,natural,-1
+1,resident1010-w64-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,62.612000,1.840476,42.735584,8693.401932,149.270357,9115692623.989817,fused,shoup,natural,-1
+1,generic776-w64-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,63.292480,6.620693,23.584097,2416.665544,171.127991,2534057489.800894,fused,shoup,natural,-1
+1,resident776-w64-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,23.961439,16.663612,58.822529,960.175960,160.888781,1006817467.412470,fused,shoup,natural,-1
+1,barrier-w64-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,32,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,47.061314,3.712512,41.800224,8619.500721,345.669224,9038201587.687790,fused,shoup,natural,-1
+1,resident1010-w64-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,32,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,46.712318,3.623834,90.192863,8830.427397,227.710981,9259374237.987928,fused,shoup,natural,-1
+1,generic776-w64-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,32,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,45.562145,24.409927,114.240669,1310.942041,173.712196,1374622361.382459,fused,shoup,natural,-1
+1,resident776-w64-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,32,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,228.582214,35.583488,86.786270,899.293503,91.180567,942977584.494336,fused,shoup,natural,-1
+2,barrier-w64-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,1.559456,0.142336,1.390144,7025.629692,323.421962,7366906680.204904,fused,shoup,natural,-1
+2,resident1010-w64-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,1.494816,0.203489,1.352800,4914.263578,327.750084,5152978846.022920,fused,shoup,natural,-1
+2,generic776-w64-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,1.886976,0.501699,1.353888,1993.228788,267.196600,2090051869.902538,fused,shoup,natural,-1
+2,resident776-w64-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,3.952064,0.644649,3.258624,1551.231830,127.301985,1626584467.116241,fused,shoup,natural,-1
+2,barrier-w64-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,6.132416,0.502989,5.120480,7952.463113,340.255125,8338761961.207534,fused,shoup,natural,-1
+2,resident1010-w64-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,6.184928,0.554660,5.259264,7211.627175,333.365231,7561939176.902458,fused,shoup,natural,-1
+2,generic776-w64-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,6.109696,1.477263,5.308160,2707.709529,310.194887,2839239227.570477,fused,shoup,natural,-1
+2,resident776-w64-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,5.532576,3.320095,5.131840,1204.784953,286.030740,1263308587.177209,fused,shoup,natural,-1
+2,barrier-w64-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,8,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,10.901664,0.967578,10.150624,8268.070895,363.308302,8669700706.742170,fused,shoup,natural,-1
+2,resident1010-w64-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,8,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,10.884032,0.972923,10.150336,8222.645213,363.515884,8622068426.365891,fused,shoup,natural,-1
+2,generic776-w64-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,8,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,10.904288,2.874901,10.161088,2782.704925,334.164891,2917877598.952481,fused,shoup,natural,-1
+2,resident776-w64-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,8,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,19.347521,7.523267,16.963455,1063.367845,182.505719,1115022001.956465,fused,shoup,natural,-1
+2,barrier-w64-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,43.703808,1.889034,24.992479,8469.936329,226.676024,8881371955.726889,fused,shoup,natural,-1
+2,resident1010-w64-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,43.543583,1.837220,23.470177,8708.810835,232.385946,9131850030.423475,fused,shoup,natural,-1
+2,generic776-w64-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,43.596096,6.695895,23.655104,2389.523831,216.370908,2505597340.781491,fused,shoup,natural,-1
+2,resident776-w64-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,44.028416,16.561808,283.649292,966.078121,46.479266,1013006331.937566,fused,shoup,natural,-1
+2,barrier-w64-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,32,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,43.075871,3.710956,40.326176,8623.115790,367.338966,9041992262.278736,fused,shoup,natural,-1
+2,resident1010-w64-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,32,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,43.057919,3.606958,64.241661,8871.741999,288.531233,9302695738.208454,fused,shoup,natural,-1
+2,generic776-w64-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,32,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,43.071808,23.757927,76.306656,1346.918865,223.562994,1412346796.226974,fused,shoup,natural,-1
+2,resident776-w64-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,32,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,43.095585,35.682384,74.495972,896.801053,208.776520,940364061.389857,fused,shoup,natural,-1
+3,barrier-w64-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,3.038432,0.142316,1.866464,7026.640433,198.129208,7367966518.833255,fused,shoup,natural,-1
+3,resident1010-w64-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,2.950944,0.203325,2.037408,4918.223459,192.615970,5157131081.387239,fused,shoup,natural,-1
+3,generic776-w64-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,1.556576,0.567030,1.353312,1763.575822,287.611056,1849243280.918969,fused,shoup,natural,-1
+3,resident776-w64-b1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,3.065504,0.694313,1.764000,1440.272636,181.034234,1510235319.715548,fused,shoup,natural,-1
+3,barrier-w64-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,11.289856,0.543805,6.657632,7355.572140,216.318023,7712876412.531495,fused,shoup,natural,-1
+3,resident1010-w64-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,11.312736,0.609178,6.727840,6566.229733,214.480051,6885190907.987082,fused,shoup,natural,-1
+3,generic776-w64-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,5.514272,1.620787,5.122912,2467.936654,326.318271,2587819144.718931,fused,shoup,natural,-1
+3,resident776-w64-b4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,10.671584,3.559588,6.566496,1123.725644,192.329258,1178311740.964380,fused,shoup,natural,-1
+3,barrier-w64-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,8,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,21.946943,0.963441,12.192928,8303.573183,227.898722,8706927553.860800,fused,shoup,natural,-1
+3,resident1010-w64-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,8,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,21.873344,0.971858,12.125440,8231.656043,228.763315,8631516967.135254,fused,shoup,natural,-1
+3,generic776-w64-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,8,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,10.879040,2.871419,10.157888,2786.079216,334.611173,2921415799.643346,fused,shoup,natural,-1
+3,resident776-w64-b8,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,8,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,10.876544,7.630172,10.145216,1048.469122,279.213281,1099399557.733584,fused,shoup,natural,-1
+3,barrier-w64-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,21.612801,1.895014,20.191904,8443.208116,366.135078,8853345393.531622,fused,shoup,natural,-1
+3,resident1010-w64-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,21.597824,1.842155,20.198175,8685.477625,366.651615,9107383386.353565,fused,shoup,natural,-1
+3,generic776-w64-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,21.592768,6.956360,20.215584,2300.053521,328.106115,2411780921.305923,fused,shoup,natural,-1
+3,resident776-w64-b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,21.624319,16.432209,20.209600,973.697449,274.602078,1020995776.331395,fused,shoup,natural,-1
+3,barrier-w64-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-barrier-dataflow-radix4","fallback",0.000000,"balanced two-layer split with persistent cooperative CTAs",hierarchical-barrier,10,named-barrier,10,4,0,2,1,0,0,hermes-xor,inplace,radix4,64,20,1048576,32,576460756061519873,60,10,4,256,dataflow-radix4,"","","","","","","",0,0,10,50,83.628159,3.723551,142.312057,8593.947484,139.334125,9011407077.207253,fused,shoup,natural,-1
+3,resident1010-w64-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,32,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","9+11","full-scratch","1",8,0,10,50,43.080864,3.630572,40.315296,8814.039080,367.703111,9242189842.808914,fused,shoup,natural,-1
+3,generic776-w64-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,32,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","radix4+radix4+radix4","256+256+256","32+32+32","7+7+6","full-scratch+full-scratch","1+1",8,0,10,50,82.631744,24.247295,81.589600,1319.734820,169.789521,1383842258.472129,fused,shoup,natural,-1
+3,resident776-w64-b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-7x7x6-resident-radix4","experimental",0.000000,"intra-transform dependency waves with generated resident radix-4 cores",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,32,576460756061519873,60,0,0,0,dataflow-radix4,"7+7+6","dataflow-radix4+dataflow-radix4+dataflow-radix4","256+256+256","32+32+32","6+6+8","full-scratch+full-scratch","1+1",8,0,10,50,85.180130,35.610031,182.575775,898.623197,105.483168,942274716.903647,fused,shoup,natural,-1
diff --git a/results/hierarchical_streaming/comprehensive/summary.csv b/results/hierarchical_streaming/comprehensive/summary.csv
new file mode 100644
index 0000000..cada2d2
--- /dev/null
+++ b/results/hierarchical_streaming/comprehensive/summary.csv
@@ -0,0 +1,41 @@
+variant,word_bits,batch,trials,kernel_ms,min_kernel_ms,max_kernel_ms,spread_pct,correct,speedup_vs_barrier
+barrier,32,1,3,0.080179,0.079811,0.089395,12.0083697735901,-1,1.0
+generic776,32,1,3,0.371343,0.370442,0.433377,16.989164295625226,-1,0.2159162822511802
+resident1010,32,1,3,0.129372,0.129229,0.148316,14.769904587979465,-1,0.6197554339424296
+resident776,32,1,3,0.428339,0.428155,0.458691,7.131996590019973,-1,0.1871858504595659
+barrier,32,4,3,0.271708,0.242811,0.271892,11.976805004715608,-1,1.0
+generic776,32,4,3,1.501737,1.340826,1.503498,12.132222973003204,-1,0.18092915071014432
+resident1010,32,4,3,0.347505,0.310989,0.350618,12.742894443211817,-1,0.7818822750751788
+resident776,32,4,3,2.627093,2.600243,2.668565,2.6275236583657824,-1,0.1034253450486907
+barrier,32,8,3,0.50176,0.493711,0.504832,2.252532351922465,-1,1.0
+generic776,32,8,3,3.706859,3.692011,3.834429,3.857464129982291,-1,0.13535988285499934
+resident1010,32,8,3,0.546652,0.544522,0.56834,4.374111606142628,-1,0.9178782845393412
+resident776,32,8,3,5.996687,5.99593,6.01985,0.3989372791209922,-1,0.08367286803530016
+barrier,32,16,3,1.058591,1.032847,1.069363,3.535470403651275,-1,1.0
+generic776,32,16,3,10.324991,10.277396,10.330603,0.5177089605187923,-1,0.1025270627354542
+resident1010,32,16,3,1.020949,1.010237,1.020969,1.0623249791880562,-1,1.0368696183648742
+resident776,32,16,3,13.564334,13.561733,13.615412,0.3958122461192648,-1,0.07804223930198122
+barrier,32,32,3,2.852577,2.841661,2.925957,2.9664340679623535,-1,1.0
+generic776,32,32,3,25.470772,25.424261,25.474253,0.19663108398706441,-1,0.11199413194072014
+resident1010,32,32,3,2.398044,2.327101,2.44052,4.87383229176559,-1,1.1895432277306004
+resident776,32,32,3,29.840281,29.816259,29.858078,0.14025569069546773,-1,0.09559484376169246
+barrier,64,1,3,0.142316,0.141701,0.142336,0.4481266892964797,-1,1.0
+generic776,64,1,3,0.502252,0.501699,0.56703,13.021951409111843,-1,0.28335576563159526
+resident1010,64,1,3,0.203489,0.203325,0.204001,0.33247264232139084,-1,0.6993793276295033
+resident776,64,1,3,0.644895,0.644649,0.694313,7.704037390890228,-1,0.22068088603571123
+barrier,64,4,3,0.503357,0.502989,0.543805,8.114690380902957,-1,1.0
+generic776,64,4,3,1.477263,1.476137,1.620787,9.799225952604672,-1,0.34073621284767847
+resident1010,64,4,3,0.555151,0.55466,0.609178,9.82908448418851,-1,0.9067028610233974
+resident776,64,4,3,3.363328,3.320095,3.559588,7.213438169690933,-1,0.14966039589359112
+barrier,64,8,3,0.963727,0.963441,0.967578,0.42939837519890833,-1,1.0
+generic776,64,8,3,2.871419,2.8689,2.874901,0.20917424796960127,-1,0.3356274371660841
+resident1010,64,8,3,0.972923,0.971858,0.973496,0.16854314107617174,-1,0.9905480700939334
+resident776,64,8,3,7.630172,7.523267,7.888138,4.8499009805181625,-1,0.12630475433581315
+barrier,64,16,3,1.895014,1.889034,2.00919,6.360711347704684,-1,1.0
+generic776,64,16,3,6.695895,6.620693,6.95636,5.069967751110038,-1,0.2830113076743288
+resident1010,64,16,3,1.840476,1.83722,1.842155,0.2686123599786594,-1,1.029632551579048
+resident776,64,16,3,16.561808,16.432209,16.663612,1.4082281937869645,-1,0.11442072024986645
+barrier,64,32,3,3.712512,3.710956,3.723551,0.33940041326279147,-1,1.0
+generic776,64,32,3,24.247295,23.757927,24.409927,2.7443471814691645,-1,0.15311035725840758
+resident1010,64,32,3,3.623834,3.606958,3.630572,0.654679095237598,-1,1.0244707677007279
+resident776,64,32,3,35.610031,35.583488,35.682384,0.2779266608152531,-1,0.10425466914083843
diff --git a/results/hierarchical_streaming/v07_current_comprehensive_comparison.md b/results/hierarchical_streaming/v07_current_comprehensive_comparison.md
new file mode 100644
index 0000000..bdc938e
--- /dev/null
+++ b/results/hierarchical_streaming/v07_current_comprehensive_comparison.md
@@ -0,0 +1,120 @@
+# v0.7 Current Comprehensive Performance Comparison
+
+Date: 2026-08-18. Device: Tesla V100-SXM2-16GB (`sm_70`).
+
+## Executive Result
+
+The project has two different performance conclusions that must not be mixed:
+
+1. The release/search paths remain competitive with the installed or archived
+   high-performance libraries on the representative matrix: 1.019x cuFFT,
+   1.052x Dao FHT, and 1.314x archived GPU-NTT geomean throughput. Those NTT
+   comparisons cover uint64 `logN=16`, not the new streaming kernel.
+2. The long-transform v0.7 architecture is not yet a universal replacement for
+   v0.6. Generated resident `10+10` reaches v0.6 at sufficiently large batch;
+   resident `7+7+6` proves a single-transform wave but currently loses badly
+   because its physical scheduler is not work-conserving.
+
+The current release decision is therefore correct: retain mature v0.6/static
+selection as the fallback, enable `10+10` only at measured crossover points,
+and keep `7+7+6` as an explicit research candidate.
+
+## Matched Batch Scaling
+
+CUDA-event values are medians of three independent processes, each using 10
+warmups and 50 timed iterations. Exact forward correctness of both generated
+word-width kernels is checked before the timing loop.
+
+### uint32 speedup versus v0.6 barrier
+
+| batch | resident 10+10 | generic 7+7+6 | resident 7+7+6 |
+|---:|---:|---:|---:|
+| 1 | 0.620x | 0.216x | 0.187x |
+| 4 | 0.782x | 0.181x | 0.103x |
+| 8 | 0.918x | 0.135x | 0.084x |
+| 16 | 1.037x | 0.103x | 0.078x |
+| 32 | 1.190x | 0.112x | 0.096x |
+| geomean | 0.887x | 0.143x | 0.104x |
+
+### uint64 speedup versus v0.6 barrier
+
+| batch | resident 10+10 | generic 7+7+6 | resident 7+7+6 |
+|---:|---:|---:|---:|
+| 1 | 0.699x | 0.283x | 0.221x |
+| 4 | 0.907x | 0.341x | 0.150x |
+| 8 | 0.991x | 0.336x | 0.126x |
+| 16 | 1.030x | 0.283x | 0.114x |
+| 32 | 1.024x | 0.153x | 0.104x |
+| geomean | 0.921x | 0.269x | 0.138x |
+
+`10+10` exhibits the expected pipeline fill/drain behavior: its relative
+throughput rises with batch and crosses v0.6 around batch 16. The `7+7+6`
+implementation does the opposite. This does not invalidate the architectural
+expectation that more homogeneous subgraphs should improve average pipeline
+efficiency. It demonstrates that the current kernel does not realize that
+expectation: fixed CTA roles cannot consume all runnable work, and two global
+boundaries amplify synchronization traffic as more transforms enter flight.
+
+Full event times and trial spread are in
+[`comprehensive/analysis.md`](comprehensive/analysis.md).
+
+## NCU Attribution
+
+The matched uint64 `logN=20,batch=4` capture isolates the difference:
+
+| implementation | time us | speedup vs barrier | read ratio | write ratio | warp-inst ratio | integer-inst ratio | barrier stall |
+|:--|---:|---:|---:|---:|---:|---:|---:|
+| v0.6 barrier | 536.67 | 1.000x | 1.000x | 1.000x | 1.000x | 1.000x | 6.07% |
+| resident 10+10 | 609.15 | 0.881x | 0.995x | 1.001x | 1.096x | 1.017x | 3.53% |
+| generic 7+7+6 | 1606.24 | 0.334x | 3.181x | 1.736x | 2.182x | 1.534x | 0.04% |
+| resident 7+7+6 | 3490.11 | 0.154x | 6.282x | 4.150x | 1.218x | 1.131x | 37.02% |
+
+The resident three-layer physical core removes much of the generic core's
+instruction overhead: warp instructions fall from 2.182x to 1.218x of v0.6,
+and integer instructions from 1.534x to 1.131x. Performance nevertheless gets
+worse because barrier stall reaches 37.02% and actual DRAM read reaches 6.282x.
+Thus the next optimization target is orchestration and boundary ownership, not
+another modular butterfly core.
+
+For resident uint64 `7+7+6`, batch 4 takes 5.077x the batch-1 time, so
+per-transform time is 1.269x worse. Reads/writes grow by 5.541x/6.491x while
+warp/integer instructions grow by only 3.829x/3.852x. The excess traffic is
+consistent with repeated readiness observation and synchronization-stalled
+roles, rather than useful arithmetic.
+
+The generated NCU table is
+[`v07_resident_776_ncu_analysis.md`](v07_resident_776_ncu_analysis.md); raw
+reports remain in [`../ncu_hierarchical_streaming_776/`](../ncu_hierarchical_streaming_776/).
+
+## Position Relative To External Libraries
+
+| operator/baseline | representative shapes | searched/library geomean | status |
+|:--|---:|---:|:--|
+| FP32 FFT / cuFFT | 4 | 1.019x | parity overall |
+| FP32 FWHT / Dao FHT | 3 | 1.052x | parity to faster |
+| uint64 NTT / archived GPU-NTT | 3 | 1.314x | faster on tested `logN=16` rows |
+
+These rows describe the best selected library paths, not resident `7+7+6`.
+There is no matched external `logN=20` row for the new kernel, so the present
+data cannot support an external-library superiority claim for v0.7 streaming.
+The detailed external protocol is
+[`../v100_three_way_v07_r4_final.md`](../v100_three_way_v07_r4_final.md).
+
+## Next Success Criteria
+
+The next `7+7+6` scheduler should be accepted only if all of the following are
+observed under the same protocol:
+
+1. batch-4 traffic is close to four times batch-1 traffic, rather than
+   5.5--6.5x;
+2. barrier stall is below 10% without moving the cost to a contended atomic
+   queue;
+3. per-transform time improves as batch grows;
+4. the resident core first beats generic `7+7+6`, then crosses v0.6;
+5. exact forward/inverse correctness and the segment-0/1 overlap trace remain.
+
+The implementation direction is distributed wave ownership: a CTA that owns a
+dependency region must always have useful local work or be able to claim from a
+small region-local queue. The second boundary also needs a more local closure
+so segment 2 can start before segment 1 drains. A single global task head has
+already been rejected because its atomic contention serializes the graph.
diff --git a/results/hierarchical_streaming/v07_initial.md b/results/hierarchical_streaming/v07_initial.md
new file mode 100644
index 0000000..23b7979
--- /dev/null
+++ b/results/hierarchical_streaming/v07_initial.md
@@ -0,0 +1,48 @@
+# v0.7 readiness-streaming initial checkpoint
+
+Device: Tesla V100-SXM2-16GB (`sm_70`). All rows use exact modular
+verification. Timings are CUDA-event kernel medians represented by the current
+benchmark average after warmup; they are an implementation checkpoint, not a
+release performance claim.
+
+## Correctness and overlap
+
+The implementation passes forward/inverse uint32/uint64 NTTs, two- and
+three-segment decompositions, radix-2/4/8 physical subgraph cores, full-scratch
+edges, and epoch-protected ring edges. `%globaltimer` traces prove computation
+overlap for `logN=20,batch=1,partition=7+7+6`:
+
+| segment | start | end |
+|---:|---:|---:|
+| 0 | 1786970045536564192 | 1786970045537395680 |
+| 1 | 1786970045537339360 | 1786970045538238432 |
+| 2 | 1786970045537401824 | 1786970045538693088 |
+
+Segment 1 starts before segment 0 ends, and segment 2 starts before segment 1
+ends. In contrast, `10+10,batch=1` does not overlap: each second-segment task
+depends on all first-segment tasks. It remains a useful low-boundary negative
+control and becomes pipeline-fillable through independent batch transforms.
+
+## Current performance gap
+
+| word bits | logN | batch | implementation | partition | kernel ms | relative to barrier |
+|---:|---:|---:|:--|:--|---:|---:|
+| 64 | 12 | 2 | HierarchicalBarrier radix-4 | 6+6 | 0.01075 | 1.000x |
+| 64 | 12 | 2 | v0.7 full-scratch generic radix-4 | 6+6 | 0.02703 | 0.398x |
+| 64 | 15 | 2 | HierarchicalBarrier radix-4 | 8+7 | 0.01618 | 1.000x |
+| 64 | 15 | 2 | v0.7 full-scratch generic radix-4 | 5+5+5 | 0.21688 | 0.075x |
+| 64 | 20 | 1 | HierarchicalBarrier radix-4 | 10+10 | 0.15591 | 1.000x |
+| 64 | 20 | 1 | v0.7 full-scratch generic radix-4 | 7+7+6 | 2.13572 | 0.073x |
+
+The result separates architectural correctness from physical-core maturity.
+The true wavefront exists, but the current generic core pays scattered atomic
+readiness polling, extra materialized edges, and runtime index work. The
+release selector must therefore retain v0.6/Hybrid2D fallbacks until generated
+specialized cores remove this gap.
+
+## Ring tradeoff
+
+For `logN=12,batch=5`, full scratch uses about 165,152 bytes and runs in
+0.04139 ms. A two-slot ring uses about 66,104 bytes (40% of full scratch) and
+runs in 0.33231 ms. The epoch protocol is correct but currently an explicit
+memory-capacity option, not a speed choice.
diff --git a/results/hierarchical_streaming/v07_ncu_analysis.md b/results/hierarchical_streaming/v07_ncu_analysis.md
new file mode 100644
index 0000000..e69b7cf
--- /dev/null
+++ b/results/hierarchical_streaming/v07_ncu_analysis.md
@@ -0,0 +1,158 @@
+# v0.7 hierarchical streaming NCU diagnosis
+
+Device: Tesla V100-SXM2-16GB (`sm_70`). The raw reports were collected on
+2026-08-17 with CUDA 11.8 NCU. These reports measure the correctness-first
+readiness implementation, not a generated specialized streaming kernel.
+
+## Observed gap
+
+| case | v0.6 barrier | v0.7 streaming | streaming / barrier |
+|:--|--:|--:|--:|
+| `logN=15,batch=2` time | 20.96 us | 270.40 us | 12.90x |
+| `logN=20,batch=4` time | 537.06 us | 7268.03 us | 13.53x |
+| `logN=20,batch=4` DRAM read | 128.41 MiB | 609.18 MiB | 4.74x |
+| `logN=20,batch=4` DRAM write | 64.70 MiB | 238.05 MiB | 3.68x |
+| `logN=20,batch=4` warp instructions | 75.17 M | 423.39 M | 5.63x |
+| `logN=20,batch=4` integer thread instructions | 1.90 B | 8.07 B | 4.24x |
+| `logN=20,batch=4` active warps | 24.36% | 20.69% | 0.85x |
+| `logN=20,batch=4` long-scoreboard stall | 44.19% | 11.71% | 0.27x |
+
+The lower scoreboard and MIO-throttle stall percentages rule out raw DRAM
+latency or shared-memory pressure as the primary cause. The streaming kernel
+does much more protocol and index work while sustaining much less useful work
+per cycle.
+
+## Root causes
+
+1. Each consumer element polls a producer-task token with an atomic operation
+   and then executes a device fence. For the `7+7+6` decomposition there are
+   at least `2*N*batch = 8,388,608` consumer token reads and fences before any
+   retries are counted.
+2. Three segments materialize two complete global-memory boundaries. Readiness
+   tokens, twiddle tables, and fence-induced transactions raise measured DRAM
+   traffic far beyond the data payload.
+3. A generic runtime descriptor performs division, remainder, digit reversal,
+   producer-task reconstruction, and 64-bit address arithmetic in inner loops.
+   The 4.24x integer-instruction increase is direct evidence of this cost.
+4. The `7+7+6` tiles contain only 128, 128, and 64 values, but the profiled CTA
+   has 256 threads. Half to three quarters of its lanes are inactive in tile
+   load/store loops, while every CTA still executes all block barriers.
+5. Static producer/consumer CTA roles remain resident while polling. With 76
+   registers per thread, register pressure permits three CTAs per SM, but the
+   default launches only two (`waves_per_sm=0.67`) and the profile reaches only
+   20.69% active warps. Pipeline overlap exists, but waiting roles consume the
+   resources needed by ready roles. A local event scan at three CTAs per SM
+   improves v0.7 by about 24%, but still leaves a large gap.
+6. `ready_window` is currently configuration metadata only; no task-stealing or
+   alternate-ready-task window is implemented. Per-segment thread counts also
+   collapse to one kernel-wide block size.
+
+The first NCU sweep accidentally selected the generic radix-2 subgraph because
+the CLI partially initialized mappings when only CTA weights were specified.
+The profiling script and CLI defaults have been corrected. CUDA-event checks
+with an explicit dataflow radix-4 core remain roughly 9--12x slower at
+`logN=20,batch=4` (depending on CTA residency), so this mistake amplified but
+did not cause the regression.
+
+## Required implementation direction
+
+The architecture should keep readiness at a coarse subgraph packet or warp
+tile granularity, publish one token per packet, and use generated compile-time
+indexing. Ready work must be pulled dynamically (or assigned in dependency-safe
+waves) so consumer CTAs do not spin while upstream work is runnable. Specialized
+resident radix cores should then replace the generic physical core. Until that
+path wins measured selection, v0.6 remains the release fallback.
+
+## Matched resident-core capture
+
+A second capture on 2026-08-17 compares the same mature resident radix-4 unit
+in v0.6 and the generated v0.7 `10+10` path. It was collected before the
+release/acquire handoff optimization and used a symmetric `10:10` role split.
+
+| 64-bit `logN=20,batch=4` metric | v0.6 barrier | v0.7 resident stream | ratio |
+|:--|--:|--:|--:|
+| kernel time | 539.74 us | 617.44 us | 1.144x |
+| DRAM read | 128.42 MiB | 129.01 MiB | 1.005x |
+| DRAM write | 64.75 MiB | 64.87 MiB | 1.002x |
+| warp instructions | 75.17 M | 75.54 M | 1.005x |
+| integer thread instructions | 1.904 B | 1.898 B | 0.997x |
+| active warps | 24.27% | 24.67% | 1.016x |
+| barrier stall | 6.11% | 15.79% | 2.584x |
+| long-scoreboard stall | 44.35% | 32.80% | 0.740x |
+| registers / shared memory / waves | 48 / 32,800 B / 1.0 | 48 / 32,800 B / 1.0 | equal |
+
+The work, traffic, and residency are effectively identical. The remaining
+14.4% in this capture is therefore not a physical butterfly-core problem: it
+comes from readiness handoff and fixed producer/consumer scheduling. For
+32-bit, v0.7 also launches four CTAs/SM versus five in the barrier kernel, but
+event scans show that forcing five streaming CTAs/SM is slower; residency alone
+does not explain the gap.
+
+## Implemented remediation
+
+The next implementation replaces per-coefficient consumer tokens with one
+counter per `(outer prefix, later remainder)` dependency wave. A producer
+subgraph publishes once; the counter releases all consumer subgraphs that vary
+the preceding output digit. The generic physical mapping now assigns one
+subgraph to each warp, so a 256-thread CTA executes eight independent tiles and
+uses warp rather than block barriers.
+
+For V100 `logN=20`, a generated `10+10` kernel reuses the same four-row resident
+radix-4 unit and fused coefficient table as v0.6, but assigns fixed producer and
+consumer CTA roles and publishes one readiness counter per transform. Exact
+forward/inverse verification passes. Representative 64-bit event times are:
+
+| implementation | partition | batch | kernel ms |
+|:--|:--|--:|--:|
+| original readiness core | `7+7+6` | 4 | about 6.0 |
+| wave + warp generic core | `7+7+6` | 4 | about 1.49 |
+| generated resident core | `10+10` | 4 | 0.61--0.66 |
+| v0.6 barrier resident core | `10+10` | 4 | 0.54--0.55 |
+
+Thus the original NCU diagnosis led to a roughly 9--10x end-to-end kernel
+improvement at the key point. The matched capture then isolates readiness and
+role balance as the remaining costs rather than arithmetic-core quality.
+
+After that capture, the consumer wait was changed from a CTA barrier behind a
+single polling lane to a shared flag with warp-level wakeup. Producer packets
+now use one CTA barrier followed by a device-scope release RMW instead of three
+barriers plus an all-thread device fence. Exact 32/64-bit forward and inverse
+verification passes. A measured `9:11` producer/consumer allocation reflects
+the second subgraph's fused twiddle and finalization work. CUDA-event tests show
+the expected fill/drain boundary: v0.7 is within roughly 4--6% at batch 8 and
+meets or exceeds v0.6 at batch 16 and 32. The optimized NCU capture below
+quantifies why the small-batch boundary remains.
+
+## Optimized-handoff capture
+
+The follow-up capture uses the optimized release/acquire protocol and the
+measured `9:11` role balance:
+
+| `logN=20,batch=4` metric | 64-bit v0.6 | 64-bit v0.7 | 32-bit v0.6 | 32-bit v0.7 |
+|:--|--:|--:|--:|--:|
+| kernel time | 540.32 us | 613.22 us | 272.70 us | 344.38 us |
+| warp instructions | 75.17 M | 82.37 M | 44.22 M | 50.46 M |
+| integer thread instructions | 1.904 B | 1.935 B | 1.028 B | 1.048 B |
+| active warps | 24.23% | 24.31% | 56.67% | 46.61% |
+| barrier stall | 6.35% | 3.48% | 15.68% | 5.02% |
+| wait stall | 15.19% | 15.83% | 8.57% | 10.12% |
+| long-scoreboard stall | 43.65% | 32.00% | 34.89% | 32.64% |
+
+Relative to the preceding v0.7 capture, barrier stall falls by 12.31 percentage
+points for 64-bit and 15.57 points for 32-bit. Kernel time improves only 0.7%
+and 3.7%, respectively, because the wait moved into explicit shared-flag
+polling: warp instructions increase by 9.0% and 13.3%. This falsifies further
+CTA-barrier tuning as the primary optimization direction.
+
+The `10+10` row/column factorization has a full-transform dependency closure:
+each second-layer row consumes values produced by all 256 first-layer packets.
+It can pipeline independent batch transforms, but it cannot form an
+intra-transform wavefront. A work-conserving prototype with one global atomic
+task head was also evaluated; packet-level CAS contention erased its small
+local scheduling gain, while coarser two- and four-packet claims reduced load
+balance. It was therefore rejected rather than retained as a default.
+
+The next scheduler must be distributed or hierarchical. More importantly, a
+small-batch path needs a generated three-or-more-layer decomposition or online
+reordering whose packets have local dependency closure. That is the mechanism
+required to expose the homogeneous subgraph stream within one long transform.
diff --git a/results/hierarchical_streaming/v07_resident_776_checkpoint.md b/results/hierarchical_streaming/v07_resident_776_checkpoint.md
new file mode 100644
index 0000000..dadcda9
--- /dev/null
+++ b/results/hierarchical_streaming/v07_resident_776_checkpoint.md
@@ -0,0 +1,86 @@
+# v0.7 Resident 7+7+6 Checkpoint
+
+## Scope
+
+This checkpoint evaluates the first generated three-layer kernel that can
+pipeline subgraphs inside one `logN=20` transform. The point uses a `7+7+6`
+stage partition, three fixed CTA roles, two dependency-wave boundaries, and a
+resident radix-4 core in every role. It is a candidate in the design space; it
+does not replace the current default `10+10` point.
+
+The physical mapping exposed by the CLI is:
+
+| parameter | V100 default |
+|:--|:--|
+| threads per CTA | `256+256+256` |
+| subgraph units per CTA | `32+32+32` |
+| CTA service weights | `6+6+8` |
+| target CTAs/SM, uint32 | 3 |
+| target CTAs/SM, uint64 | 2 |
+| boundary storage | two full-size scratch buffers |
+
+`units_per_cta` is a physical-unit parameter, independent of the logical
+`7+7+6` factorization. The scan covered 8, 16, and 32 resident units per CTA;
+32 was the best tested value for both numeric widths. The final role receives
+the larger service weight because it also owns the natural-order output
+permutation.
+
+## Semantics And Correctness
+
+The kernel publishes 64 readiness waves at the first boundary and 128 at the
+second. Release/acquire counters make a consumer visible only after the exact
+producer set for its wave has completed. Forward, inverse, and delta-vector
+tests pass exactly for both supported word widths.
+
+`--trace-pipeline` confirms a real single-transform wavefront. In one uint64
+capture, segment 0 ran over timer interval
+`[1786980318096130016, 1786980318096623584]`, while segment 1 began at
+`1786980318096191456`, before segment 0 ended. Segment 2 began 4096 timer ticks
+after segment 1 ended. Thus the first edge overlaps, while the second edge
+still has an almost transform-wide dependency closure.
+
+## Matched V100 Timing
+
+Conditions: Tesla V100-SXM2-16GB, `logN=20`, `batch=1`, forward transform,
+30 warmups, 100 CUDA-event iterations, exact verification.
+
+| words | v0.6 barrier ms | resident 10+10 ms | generic 7+7+6 ms | resident 7+7+6 ms |
+|---:|---:|---:|---:|---:|
+| 32 | 0.087122 | 0.147599 | 0.432241 | 0.460524 |
+| 64 | 0.156498 | 0.228731 | 0.567828 | 0.683448 |
+
+The generated three-layer point is 6.5% slower than the generic wave kernel
+for uint32 and 20.4% slower for uint64. It is also well behind the mature
+barrier and `10+10` units at batch 1. This result does not reject the dataflow
+factorization: the trace verifies the intended overlap. It shows that the
+current physical scheduler pays more for a second full boundary, fixed waiting
+roles, polling, and final permutation than it recovers from the available
+overlap.
+
+The architectural conclusion is therefore narrower than a speedup claim:
+
+1. `7+7+6` creates a valid intra-transform dependency wave that `10+10` cannot.
+2. Logical factorization, units per CTA, role weights, and residency must be
+   searched as separate dimensions.
+3. The next performance implementation needs distributed ownership or a local
+   boundary whose dependency closure lets the third role start earlier. Adding
+   more global queue arbitration is unlikely to help; the rejected queue
+   prototype already serialized on atomics.
+
+## Reproduction
+
+Run the focused design-space scan:
+
+```bash
+BIN="$PWD/build-v07/cuntt_bench" \
+  WARMUP=10 REPEAT=50 \
+  ./scripts/benchmark_hierarchical_resident_776.sh
+```
+
+Collect matched NCU counters after the event-time screen:
+
+```bash
+sudo -E env BIN="$PWD/build-v07/cuntt_bench" \
+  OUTPUT_DIR="$PWD/results/ncu_hierarchical_streaming_776" \
+  ./scripts/profile_hierarchical_streaming_ncu.sh
+```
diff --git a/results/hierarchical_streaming/v07_resident_776_ncu_analysis.csv b/results/hierarchical_streaming/v07_resident_776_ncu_analysis.csv
new file mode 100644
index 0000000..dd55870
--- /dev/null
+++ b/results/hierarchical_streaming/v07_resident_776_ncu_analysis.csv
@@ -0,0 +1,7 @@
+word_bits,batch,variant,time_us,over_barrier_time_us,dram_read_mib,over_barrier_dram_read_mib,dram_write_mib,over_barrier_dram_write_mib,warp_instructions,over_barrier_warp_instructions,integer_thread_instructions,over_barrier_integer_thread_instructions,active_warps_pct,over_barrier_active_warps_pct,barrier_stall_pct,over_barrier_barrier_stall_pct,wait_stall_pct,over_barrier_wait_stall_pct,long_scoreboard_stall_pct,over_barrier_long_scoreboard_stall_pct,registers_per_thread,over_barrier_registers_per_thread,shared_mem_bytes,over_barrier_shared_mem_bytes,waves_per_sm,over_barrier_waves_per_sm,speedup_vs_barrier
+64,4,barrier,536.672,1.0,128.40283203125,1.0,64.6546630859375,1.0,75164983.0,1.0,1903718425.0,1.0,24.26,1.0,6.07,1.0,15.01,1.0,44.14,1.0,48.0,1.0,32800.0,1.0,1.0,1.0,1.0
+64,4,generic-7+7+6,1606.24,2.9929640450778128,408.455322265625,3.1810460548581774,112.2353515625,1.7359204457274695,163990373.0,2.181738975448182,2920625993.0,1.5341691053917283,23.16,0.9546578730420444,0.04,0.006589785831960461,12.51,0.8334443704197202,49.36,1.118260081558677,82.0,1.7083333333333333,8192.0,0.2497560975609756,1.0,1.0,0.334116943918717
+64,4,resident-7+7+6,3490.112,6.503249657146264,806.5693664550781,6.281554337203245,268.3379211425781,4.150325874962947,91539498.0,1.2178476512127994,2153598301.0,1.1312588420212406,23.38,0.9637262984336356,37.02,6.098846787479407,3.23,0.21518987341772153,44.53,1.0088355233348436,48.0,1.0,33024.0,1.006829268292683,1.0,1.0,0.15376927731832102
+64,4,resident-10+10,609.152,1.1350545584640153,127.74118041992188,0.9948470637223399,64.71633911132812,1.0009539300407249,82392900.0,1.0961606949342355,1935323204.0,1.0166016037797185,24.3,1.001648804616653,3.53,0.5815485996705106,15.83,1.0546302465023318,32.2,0.7294970548255552,48.0,1.0,32816.0,1.0004878048780488,1.0,1.0,0.8810149191006513
+32,4,barrier,270.432,1.0,59.41339111328125,1.0,33.48199462890625,1.0,44138817.0,1.0,1027576979.0,1.0,55.91,1.0,16.08,1.0,8.76,1.0,35.64,1.0,38.0,1.0,16400.0,1.0,1.0,1.0,1.0
+32,4,resident-10+10,347.84000000000003,1.2862383149923087,63.200927734375,1.0637488712582017,33.77703857421875,1.0088120181782054,50156087.0,1.136326037011821,1047745687.0,1.019627442432223,47.21,0.8443927741012341,5.08,0.3159203980099503,10.21,1.1655251141552512,33.31,0.9346240179573514,40.0,1.0526315789473684,16416.0,1.0009756097560976,0.8,0.8,0.7774609015639374
diff --git a/results/hierarchical_streaming/v07_resident_776_ncu_analysis.md b/results/hierarchical_streaming/v07_resident_776_ncu_analysis.md
new file mode 100644
index 0000000..290a28b
--- /dev/null
+++ b/results/hierarchical_streaming/v07_resident_776_ncu_analysis.md
@@ -0,0 +1,20 @@
+# Resident 7+7+6 NCU Attribution
+
+All batch-4 rows are matched single-kernel captures on Tesla V100. Speedup above one is better than the v0.6 barrier kernel.
+
+| bits | implementation | time us | speedup vs barrier | read ratio | write ratio | warp-inst ratio | integer-inst ratio | active warps | barrier stall | wait stall | long scoreboard | regs | shared B | waves/SM |
+|---:|:--|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| 64 | barrier | 536.67 | 1.000x | 1.000x | 1.000x | 1.000x | 1.000x | 24.26% | 6.07% | 15.01% | 44.14% | 48 | 32800 | 1.00 |
+| 64 | generic-7+7+6 | 1606.24 | 0.334x | 3.181x | 1.736x | 2.182x | 1.534x | 23.16% | 0.04% | 12.51% | 49.36% | 82 | 8192 | 1.00 |
+| 64 | resident-7+7+6 | 3490.11 | 0.154x | 6.282x | 4.150x | 1.218x | 1.131x | 23.38% | 37.02% | 3.23% | 44.53% | 48 | 33024 | 1.00 |
+| 64 | resident-10+10 | 609.15 | 0.881x | 0.995x | 1.001x | 1.096x | 1.017x | 24.30% | 3.53% | 15.83% | 32.20% | 48 | 32816 | 1.00 |
+| 32 | barrier | 270.43 | 1.000x | 1.000x | 1.000x | 1.000x | 1.000x | 55.91% | 16.08% | 8.76% | 35.64% | 38 | 16400 | 1.00 |
+| 32 | resident-10+10 | 347.84 | 0.777x | 1.064x | 1.009x | 1.136x | 1.020x | 47.21% | 5.08% | 10.21% | 33.31% | 40 | 16416 | 0.80 |
+
+## Resident 7+7+6 Batch Scaling
+
+For uint64, batch 4 takes `5.077x` the batch-1 time. The per-transform time is therefore `1.269x` worse, not better. DRAM read/write scale by `5.541x/6.491x`, while warp/integer instructions scale only by `3.829x/3.852x`. Barrier stall remains dominant (`45.00%` at batch 1, `37.02%` at batch 4), while wait stall is only `4.83%/3.23%`.
+
+## Interpretation
+
+The resident physical core reduces instructions relative to the generic three-layer kernel, but fixed role ownership leaves runnable upstream work behind synchronization-stalled roles. Repeated readiness loads amplify measured DRAM traffic as batch grows. The next kernel must make scheduling work-conserving without introducing a single contended global queue; changing the butterfly arithmetic alone cannot close this gap.
diff --git a/results/hierarchical_streaming/v07_wave_core_checkpoint.md b/results/hierarchical_streaming/v07_wave_core_checkpoint.md
new file mode 100644
index 0000000..c1baf29
--- /dev/null
+++ b/results/hierarchical_streaming/v07_wave_core_checkpoint.md
@@ -0,0 +1,65 @@
+# v0.7 wave and resident-core checkpoint
+
+Device: Tesla V100-SXM2-16GB (`sm_70`), CUDA 11.8. All specialized-core
+correctness checks use exact modular comparison. Timings are CUDA-event
+measurements and vary slightly with clock state.
+
+## Optimization progression
+
+| 64-bit case | implementation | kernel ms | relative to v0.6 |
+|:--|:--|--:|--:|
+| `logN=12,batch=2` | v0.6 barrier | 0.0102 | 1.000x |
+| `logN=12,batch=2` | v0.7 wave/warp `6+6` | 0.0194 | 0.526x |
+| `logN=15,batch=2` | v0.6 barrier | 0.0159 | 1.000x |
+| `logN=15,batch=2` | v0.7 wave/warp `5+5+5` | 0.0609 | 0.261x |
+| `logN=20,batch=4` | original per-element readiness `7+7+6` | about 6.0 | about 0.09x |
+| `logN=20,batch=4` | v0.7 wave/warp `7+7+6` | about 1.49 | about 0.37x |
+| `logN=20,batch=4` | v0.7 generated resident `10+10`, optimized handoff | 0.55--0.56 | 0.91--0.92x |
+| `logN=20,batch=4` | v0.6 barrier resident `10+10` | 0.50--0.51 | 1.000x |
+
+The generated `10+10` point uses the same mature local radix-4 implementation
+as v0.6. Its remaining difference is therefore attributable to fixed-role
+resource partitioning, readiness publication, and pipeline fill rather than a
+different modular-arithmetic unit.
+
+## Batch boundary
+
+The table below uses the measured `9:11` producer/consumer split. Timings are
+representative event results from one matched run; the crossover trend is more
+stable than any single absolute time under application-controlled clocks.
+
+| bits | batch | v0.6 barrier ms | v0.7 resident stream ms | v0.7 speedup |
+|--:|--:|--:|--:|--:|
+| 32 | 4 | 0.2711 | 0.3500 | 0.775x |
+| 32 | 8 | 0.5283 | 0.5492 | 0.962x |
+| 32 | 16 | 1.0694 | 1.0052 | 1.064x |
+| 32 | 32 | 2.9668 | 2.3414 | 1.267x |
+| 64 | 4 | 0.5080 | 0.5545 | 0.916x |
+| 64 | 8 | 0.9666 | 0.9710 | 0.995x |
+| 64 | 16 | 1.8760 | 1.8402 | 1.019x |
+| 64 | 32 | 3.7168 | 3.6222 | 1.026x |
+
+This is the expected pipeline boundary: more homogeneous packets amortize
+fill/drain and fixed-role tails. v0.7 is effectively tied by batch 8 and crosses
+v0.6 at batch 16. The unusually large 32-bit batch-32 gain needs a repeated,
+clock-controlled release sweep before it is used as a headline result.
+
+The word width changes the residency point. For 32-bit `logN=20`, two CTAs/SM
+leave capacity unused; four CTAs/SM improve batch-4 time from about `0.465 ms`
+to `0.363 ms`. The V100 generated default is therefore 4 CTAs/SM for 32-bit and
+2 CTAs/SM for 64-bit. The corresponding v0.6 32-bit point remains faster at
+about `0.271 ms` at batch 4, so numeric width remains a search dimension rather
+than a universal mapping constant. A role-weight scan selects `8:12` or `9:11`
+at batch 4 and consistently selects `9:11` for larger batches; the generated
+V100 default is `9:11`.
+
+## Final NCU diagnosis
+
+`scripts/profile_hierarchical_streaming_ncu.sh` collects three matched
+`logN=20,batch=4` kernels: v0.6 barrier, generic v0.7 `7+7+6`, and generated
+v0.7 `10+10`. The optimized run confirms that 64-bit barrier stall falls from
+15.79% to 3.48%, while 32-bit falls from 20.59% to 5.02%. Runtime improves much
+less because explicit polling adds warp instructions and the two-layer
+factorization still has a full-transform handoff. The next implementation
+target is therefore a generated local-dependency wavefront, not another
+barrier variant.
diff --git a/results/homogeneous_10x10/analysis.md b/results/homogeneous_10x10/analysis.md
new file mode 100644
index 0000000..8d106b1
--- /dev/null
+++ b/results/homogeneous_10x10/analysis.md
@@ -0,0 +1,19 @@
+# Homogeneous 10+10 Subgraph Screen
+
+Median CUDA-event time after warmup. v0.6 and the generated template use the same resident radix-4 arithmetic core, full-scratch boundary, and cooperative launch.
+
+| bits | batch | v0.6 ms | template D_t=1 ms | equivalence | best non-degenerate D_t | weights | temporal ms | temporal/v0.6 |
+|---:|---:|---:|---:|---:|---|---|---:|---:|
+| 32 | 1 | 0.148377 | 0.148583 | 0.999x | `4:1` | `10-10` | 0.148327 | 1.000x |
+| 32 | 4 | 0.349235 | 0.346828 | 1.007x | `1:2` | `9-11` | 0.367411 | 0.951x |
+| 32 | 16 | 1.085850 | 1.088871 | 0.997x | `2:1` | `9-11` | 1.143808 | 0.949x |
+| 64 | 1 | 0.229325 | 0.229479 | 0.999x | `2:1` | `9-11` | 0.258816 | 0.886x |
+| 64 | 4 | 0.612864 | 0.613120 | 1.000x | `2:1` | `8-12` | 0.761139 | 0.805x |
+| 64 | 16 | 1.846067 | 1.899980 | 0.972x | `2:1` | `8-12` | 2.198733 | 0.840x |
+
+## Interpretation
+
+- 32-bit best/v0.6 by batch: batch 1: 1.000x, batch 4: 0.951x, batch 16: 0.949x.
+- 64-bit best/v0.6 by batch: batch 1: 0.886x, batch 4: 0.805x, batch 16: 0.840x.
+
+`D_t=1:1` isolates template/selector overhead. Non-degenerate rows test role-local temporal traversal; the GPU warp scheduler selects among ready resident warps but does not overlap load/compute/store inside one CTA subgraph.
diff --git a/results/homogeneous_10x10/raw.csv b/results/homogeneous_10x10/raw.csv
new file mode 100644
index 0000000..721f998
--- /dev/null
+++ b/results/homogeneous_10x10/raw.csv
@@ -0,0 +1,241 @@
+trial,variant,producer_dt,consumer_dt,weights,resident_ctas,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+1,v06,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.807712,0.148480,0.149566,0.001086,0,0,0,0,0,7,natural,natural,"",0.720864,6734.913879,596.283005,7062069055.328189,fused,shoup,-1
+1,homogeneous,1,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,0.792000,0.151142,0.152214,0.001072,0,0,0,0,0,7,natural,natural,"",0.725440,6616.277600,599.311124,6937669900.787085,fused,shoup,-1
+1,homogeneous,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.781376,0.148173,0.149131,0.000958,0,0,0,0,0,7,natural,natural,"",0.732000,6748.877179,601.848109,7076710637.285809,fused,shoup,-1
+1,homogeneous,1,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,0.800064,0.149504,0.150550,0.001046,0,0,0,0,0,7,natural,natural,"",0.727968,6688.783982,596.112390,7013698352.928982,fused,shoup,-1
+1,homogeneous,1,2,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,0.798464,0.151142,0.152354,0.001211,0,0,0,0,0,7,natural,natural,"",0.741056,6616.277600,591.484138,6937669900.787085,fused,shoup,-1
+1,homogeneous,1,2,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.799296,0.149094,0.150100,0.001005,0,0,0,0,0,7,natural,natural,"",0.725408,6707.159902,597.443500,7032966901.356007,fused,shoup,-1
+1,homogeneous,1,2,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,0.799424,0.148480,0.149574,0.001094,0,0,0,0,0,7,natural,natural,"",0.748992,6734.913879,589.311301,7062069055.328189,fused,shoup,-1
+1,homogeneous,1,4,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","8+12","full-scratch","1",8,0,2,10,0.795584,0.150835,0.151835,0.001000,0,0,0,0,0,7,natural,natural,"",0.716960,6629.752156,601.185814,6951798996.823177,fused,shoup,-1
+1,homogeneous,1,4,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.787968,0.148890,0.149941,0.001051,0,0,0,0,0,7,natural,natural,"",0.727168,6716.385777,600.952291,7042640932.161654,fused,shoup,-1
+1,homogeneous,1,4,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","10+10","full-scratch","1",8,0,2,10,0.785792,0.148685,0.149723,0.001038,0,0,0,0,0,7,natural,natural,"",0.734176,6725.637067,599.285853,7052341613.392894,fused,shoup,-1
+1,homogeneous,2,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,0.791936,0.151142,0.152245,0.001103,0,0,0,0,0,7,natural,natural,"",0.730464,6616.277600,597.534923,6937669900.787085,fused,shoup,-1
+1,homogeneous,2,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.792640,0.148070,0.149155,0.001084,0,0,0,0,0,7,natural,natural,"",0.731168,6753.544488,598.129647,7081604665.475410,fused,shoup,-1
+1,homogeneous,2,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,0.792224,0.148480,0.149666,0.001187,0,0,0,0,0,7,natural,natural,"",0.741280,6734.913879,594.535974,7062069055.328189,fused,shoup,-1
+1,homogeneous,2,2,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,0.799392,0.152371,0.153432,0.001061,0,0,0,0,0,7,natural,natural,"",0.724896,6562.920116,596.424128,6881720523.194560,fused,shoup,-1
+1,homogeneous,2,2,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.787744,0.149811,0.150790,0.000979,0,0,0,0,0,7,natural,natural,"",0.756800,6675.068649,590.195028,6999316783.836015,fused,shoup,-1
+1,homogeneous,2,2,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,0.797632,0.149094,0.150010,0.000915,0,0,0,0,0,7,natural,natural,"",0.724480,6707.159902,598.370152,7032966901.356007,fused,shoup,-1
+1,homogeneous,4,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,0.780640,0.150528,0.151429,0.000901,0,0,0,0,0,7,natural,natural,"",0.725568,6643.282366,603.596469,6965986449.856723,fused,shoup,-1
+1,homogeneous,4,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.789440,0.148275,0.149308,0.001033,0,0,0,0,0,7,natural,natural,"",0.730048,6744.216317,599.605517,7071823368.855283,fused,shoup,-1
+1,homogeneous,4,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,0.784096,0.148480,0.149601,0.001121,0,0,0,0,0,7,natural,natural,"",0.719392,6734.913879,605.338601,7062069055.328189,fused,shoup,-1
+1,v06,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.782560,0.148275,0.149362,0.001087,0,0,0,0,0,7,natural,natural,"",0.722080,6744.216317,604.991721,7071823368.855283,fused,shoup,-1
+2,v06,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.786016,0.148787,0.149863,0.001075,0,0,0,0,0,7,natural,natural,"",0.720160,6721.008238,604.243045,7047487934.595901,fused,shoup,-1
+2,homogeneous,1,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,0.799136,0.150938,0.151940,0.001002,0,0,0,0,0,7,natural,natural,"",0.745344,6625.254325,589.825196,6947082679.426544,fused,shoup,-1
+2,homogeneous,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.799104,0.148992,0.150148,0.001156,0,0,0,0,0,7,natural,natural,"",0.734144,6711.769669,594.445519,7037800592.324350,fused,shoup,-1
+2,homogeneous,1,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,0.788928,0.149402,0.150368,0.000967,0,0,0,0,0,7,natural,natural,"",0.717024,6693.368516,604.100536,7018505584.949470,fused,shoup,-1
+2,homogeneous,1,2,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,0.788768,0.151450,0.152438,0.000988,0,0,0,0,0,7,natural,natural,"",0.744672,6602.857056,593.510702,6923597440.049746,fused,shoup,-1
+2,homogeneous,1,2,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.786240,0.148275,0.149168,0.000893,0,0,0,0,0,7,natural,natural,"",0.747808,6744.216317,594.416118,7071823368.855283,fused,shoup,-1
+2,homogeneous,1,2,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,0.795968,0.150835,0.151726,0.000890,0,0,0,0,0,7,natural,natural,"",0.740960,6629.752156,592.500180,6951798996.823177,fused,shoup,-1
+2,homogeneous,1,4,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","8+12","full-scratch","1",8,0,2,10,0.795936,0.152064,0.153043,0.000979,0,0,0,0,0,7,natural,natural,"",0.733152,6576.178641,594.830227,6895623095.160513,fused,shoup,-1
+2,homogeneous,1,4,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.793600,0.149094,0.150102,0.001007,0,0,0,0,0,7,natural,natural,"",0.729792,6707.159902,597.912178,7032966901.356007,fused,shoup,-1
+2,homogeneous,1,4,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","10+10","full-scratch","1",8,0,2,10,0.785280,0.148582,0.149667,0.001084,0,0,0,0,0,7,natural,natural,"",0.718720,6730.272276,605.113546,7057201982.356380,fused,shoup,-1
+2,homogeneous,2,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,0.791904,0.151347,0.152326,0.000978,0,0,0,0,0,7,natural,natural,"",0.733568,6607.324517,596.367226,6928281912.722766,fused,shoup,-1
+2,homogeneous,2,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.784960,0.149094,0.150113,0.001019,0,0,0,0,0,7,natural,natural,"",0.755104,6707.159902,592.010798,7032966901.356007,fused,shoup,-1
+2,homogeneous,2,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,0.780128,0.149709,0.150629,0.000921,0,0,0,0,0,7,natural,natural,"",0.725696,6679.634395,604.035140,7004104314.908238,fused,shoup,-1
+2,homogeneous,2,2,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,0.798144,0.151552,0.152692,0.001140,0,0,0,0,0,7,natural,natural,"",0.755072,6598.395632,586.590091,6918919297.793753,fused,shoup,-1
+2,homogeneous,2,2,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.784544,0.149504,0.150776,0.001272,0,0,0,0,0,7,natural,natural,"",0.719904,6688.783982,604.612467,7013698352.928982,fused,shoup,-1
+2,homogeneous,2,2,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,0.792832,0.150835,0.151966,0.001131,0,0,0,0,0,7,natural,natural,"",0.741184,6629.752156,593.524218,6951798996.823177,fused,shoup,-1
+2,homogeneous,4,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,0.794912,0.152474,0.153669,0.001195,0,0,0,0,0,7,natural,natural,"",0.738368,6558.512480,593.206520,6877098781.769548,fused,shoup,-1
+2,homogeneous,4,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.795136,0.148480,0.149625,0.001145,0,0,0,0,0,7,natural,natural,"",0.744672,6734.913879,592.316012,7062069055.328189,fused,shoup,-1
+2,homogeneous,4,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,0.794208,0.148173,0.149273,0.001100,0,0,0,0,0,7,natural,natural,"",0.729952,6748.877179,597.967116,7076710637.285809,fused,shoup,-1
+2,v06,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.793408,0.147354,0.148395,0.001041,0,0,0,0,0,7,natural,natural,"",0.756160,6786.396599,589.302416,7116052600.233418,fused,shoup,-1
+1,v06,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.836768,0.349491,0.350697,0.001206,0,0,0,0,0,7,natural,natural,"",2.607968,11445.210181,690.342279,12001172710.934395,fused,shoup,-1
+1,homogeneous,1,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,2.833792,0.349082,0.350116,0.001035,0,0,0,0,0,7,natural,natural,"",2.615488,11458.638711,689.850040,12015253544.842905,fused,shoup,-1
+1,homogeneous,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.828672,0.346931,0.348063,0.001132,0,0,0,0,0,7,natural,natural,"",2.609184,11529.663874,691.468830,12089728826.282169,fused,shoup,-1
+1,homogeneous,1,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,2.827104,0.368230,0.369317,0.001087,0,0,0,0,0,7,natural,natural,"",2.605984,10862.764110,689.498434,11390433738.957418,fused,shoup,-1
+1,homogeneous,1,2,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,2.826016,0.376013,0.377030,0.001018,0,0,0,0,0,7,natural,natural,"",2.608384,10637.935670,688.419265,11154684032.849918,fused,shoup,-1
+1,homogeneous,1,2,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.826368,0.368128,0.369095,0.000967,0,0,0,0,0,7,natural,natural,"",2.607776,10865.785764,689.385121,11393602173.010008,fused,shoup,-1
+1,homogeneous,1,2,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,2.826560,0.400486,0.401557,0.001071,0,0,0,0,0,7,natural,natural,"",2.604384,9987.854528,685.938053,10473024549.115969,fused,shoup,-1
+1,homogeneous,1,4,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","8+12","full-scratch","1",8,0,2,10,2.828320,0.416666,0.417847,0.001181,0,0,0,0,0,7,natural,natural,"",2.613952,9600.024262,682.717636,10066355040.064293,fused,shoup,-1
+1,homogeneous,1,4,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.831712,0.411341,0.412275,0.000934,0,0,0,0,0,7,natural,natural,"",2.612704,9724.296670,683.088472,10196664105.162128,fused,shoup,-1
+1,homogeneous,1,4,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","10+10","full-scratch","1",8,0,2,10,2.828320,0.407757,0.408904,0.001147,0,0,0,0,0,7,natural,natural,"",2.612864,9809.768830,683.884502,10286288160.612211,fused,shoup,-1
+1,homogeneous,2,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,2.828480,0.369459,0.370508,0.001049,0,0,0,0,0,7,natural,natural,"",2.612960,10826.634908,688.361608,11352549525.742126,fused,shoup,-1
+1,homogeneous,2,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.818848,0.376115,0.377231,0.001116,0,0,0,0,0,7,natural,natural,"",2.602944,10635.039395,689.904133,11151647068.819426,fused,shoup,-1
+1,homogeneous,2,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,2.823840,0.404173,0.405203,0.001030,0,0,0,0,0,7,natural,natural,"",2.599968,9896.756836,686.344075,10377501696.518652,fused,shoup,-1
+1,homogeneous,2,2,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,2.828768,0.387379,0.388393,0.001014,0,0,0,0,0,7,natural,natural,"",2.608736,10325.799649,686.709042,10827385693.249933,fused,shoup,-1
+1,homogeneous,2,2,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.825792,0.380928,0.381853,0.000925,0,0,0,0,0,7,natural,natural,"",2.608128,10500.672596,687.894149,11010753267.830517,fused,shoup,-1
+1,homogeneous,2,2,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,2.828288,0.402842,0.403810,0.000969,0,0,0,0,0,7,natural,natural,"",2.612736,9929.460428,684.478428,10411793897.793333,fused,shoup,-1
+1,homogeneous,4,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,2.825696,0.412365,0.413309,0.000945,0,0,0,0,0,7,natural,natural,"",2.602304,9700.148742,684.888727,10171343167.782242,fused,shoup,-1
+1,homogeneous,4,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.828480,0.421990,0.423040,0.001049,0,0,0,0,0,7,natural,natural,"",2.611040,9478.888741,682.417952,9939335240.207102,fused,shoup,-1
+1,homogeneous,4,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,2.828608,0.443085,0.444140,0.001056,0,0,0,0,0,7,natural,natural,"",2.603808,9027.617160,680.793035,9466142691.587580,fused,shoup,-1
+1,v06,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.838912,0.347546,0.348817,0.001271,0,0,0,0,0,7,natural,natural,"",2.610720,11509.281284,689.990945,12068356131.362379,fused,shoup,-1
+2,v06,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.827552,0.349286,0.350299,0.001013,0,0,0,0,0,7,natural,natural,"",2.601952,11451.920998,692.186363,12008209512.382227,fused,shoup,-1
+2,homogeneous,1,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,2.827808,0.346931,0.347982,0.001051,0,0,0,0,0,7,natural,natural,"",2.604448,11529.663874,692.138856,12089728826.282169,fused,shoup,-1
+2,homogeneous,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.824160,0.346726,0.347863,0.001137,0,0,0,0,0,7,natural,natural,"",2.607456,11536.474123,692.240038,12096869890.257927,fused,shoup,-1
+2,homogeneous,1,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,2.832416,0.367104,0.368104,0.001000,0,0,0,0,0,7,natural,natural,"",2.614720,10896.095021,687.966078,11425383732.616894,fused,shoup,-1
+2,homogeneous,1,2,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,2.820352,0.374272,0.375331,0.001059,0,0,0,0,0,7,natural,natural,"",2.609152,10687.414819,689.206458,11206566680.765608,fused,shoup,-1
+2,homogeneous,1,2,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.825760,0.366694,0.367849,0.001155,0,0,0,0,0,7,natural,natural,"",2.609184,10908.266122,689.460423,11438146057.128033,fused,shoup,-1
+2,homogeneous,1,2,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,2.824128,0.399667,0.400577,0.000910,0,0,0,0,0,7,natural,natural,"",2.612608,10008.326842,685.353625,10494491326.889181,fused,shoup,-1
+2,homogeneous,1,4,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","8+12","full-scratch","1",8,0,2,10,2.816384,0.416666,0.417825,0.001159,0,0,0,0,0,7,natural,natural,"",2.607872,9600.024262,684.823424,10066355040.064293,fused,shoup,-1
+2,homogeneous,1,4,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.831488,0.408269,0.409303,0.001035,0,0,0,0,0,7,natural,natural,"",2.628864,9797.467259,681.591159,10273389028.105600,fused,shoup,-1
+2,homogeneous,1,4,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","10+10","full-scratch","1",8,0,2,10,2.822016,0.405197,0.406356,0.001160,0,0,0,0,0,7,natural,natural,"",2.619392,9871.745889,684.157760,10351275817.536863,fused,shoup,-1
+2,homogeneous,2,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,2.829280,0.371814,0.372843,0.001029,0,0,0,0,0,7,natural,natural,"",2.613632,10758.055633,687.908565,11280638943.724766,fused,shoup,-1
+2,homogeneous,2,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.814880,0.375808,0.376833,0.001025,0,0,0,0,0,7,natural,natural,"",2.611328,10643.732954,689.415567,11160762926.012512,fused,shoup,-1
+2,homogeneous,2,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,2.818368,0.402022,0.403014,0.000992,0,0,0,0,0,7,natural,natural,"",2.609600,9949.693817,686.107471,10433010143.590849,fused,shoup,-1
+2,homogeneous,2,2,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,2.813536,0.387482,0.388465,0.000983,0,0,0,0,0,7,natural,natural,"",2.611840,10323.070823,688.129715,10824524311.606960,fused,shoup,-1
+2,homogeneous,2,2,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.821600,0.380314,0.381333,0.001020,0,0,0,0,0,7,natural,natural,"",2.610016,10517.635832,688.239574,11028540509.947687,fused,shoup,-1
+2,homogeneous,2,2,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,2.828928,0.403763,0.404736,0.000973,0,0,0,0,0,7,natural,natural,"",2.616384,9906.796737,683.868790,10388029295.394871,fused,shoup,-1
+2,homogeneous,4,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,2.832512,0.412160,0.413099,0.000939,0,0,0,0,0,7,natural,natural,"",2.605792,9704.968729,683.706460,10176397289.716007,fused,shoup,-1
+2,homogeneous,4,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.827968,0.422298,0.423707,0.001409,0,0,0,0,0,7,natural,natural,"",2.608512,9471.992611,682.736295,9932104123.910044,fused,shoup,-1
+2,homogeneous,4,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,2.826656,0.443597,0.444806,0.001209,0,0,0,0,0,7,natural,natural,"",2.616544,9017.198000,679.486667,9455217409.743387,fused,shoup,-1
+2,v06,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.825632,0.349184,0.350088,0.000904,0,0,0,0,0,7,natural,natural,"",2.605344,11455.279358,692.022351,12011731008.497124,fused,shoup,-1
+1,v06,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.909792,1.085338,1.086285,0.000947,0,0,0,0,0,7,natural,natural,"",10.142688,14741.956261,722.745143,15458061527.931330,fused,shoup,-1
+1,homogeneous,1,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,10.905952,1.170842,1.171719,0.000877,0,0,0,0,0,7,natural,natural,"",10.140992,13665.384238,720.143756,14329193943.035908,fused,shoup,-1
+1,homogeneous,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.907424,1.086157,1.087007,0.000850,0,0,0,0,0,7,natural,natural,"",10.138240,14730.837514,722.940974,15446402677.291958,fused,shoup,-1
+1,homogeneous,1,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,10.910880,1.181696,1.182652,0.000956,0,0,0,0,0,7,natural,natural,"",10.137248,13539.860695,719.753781,14197572968.174736,fused,shoup,-1
+1,homogeneous,1,2,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,10.908224,1.191526,1.192536,0.001010,0,0,0,0,0,7,natural,natural,"",10.139040,13428.153859,719.463587,14080439860.554537,fused,shoup,-1
+1,homogeneous,1,2,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.911008,1.130496,1.131501,0.001005,0,0,0,0,0,7,natural,natural,"",10.140416,14153.079396,721.308163,14840579380.835844,fused,shoup,-1
+1,homogeneous,1,2,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,10.901632,1.169203,1.170130,0.000927,0,0,0,0,0,7,natural,natural,"",10.135040,13684.533636,720.530015,14349273541.586874,fused,shoup,-1
+1,homogeneous,1,4,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","8+12","full-scratch","1",8,0,2,10,10.921312,1.238118,1.239082,0.000963,0,0,0,0,0,7,natural,natural,"",10.132768,12922.835061,717.739888,13550574697.054234,fused,shoup,-1
+1,homogeneous,1,4,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.917536,1.178010,1.179104,0.001094,0,0,0,0,0,7,natural,natural,"",10.139520,13582.231930,719.584131,14242002428.017151,fused,shoup,-1
+1,homogeneous,1,4,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","10+10","full-scratch","1",8,0,2,10,10.909856,1.202176,1.203204,0.001028,0,0,0,0,0,7,natural,natural,"",10.143360,13309.199597,718.926902,13955707276.674503,fused,shoup,-1
+1,homogeneous,2,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,10.905024,1.185485,1.186339,0.000854,0,0,0,0,0,7,natural,natural,"",10.132736,13496.588439,719.966878,14152198718.690117,fused,shoup,-1
+1,homogeneous,2,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.904736,1.172890,1.173805,0.000916,0,0,0,0,0,7,natural,natural,"",10.137888,13641.522725,720.217441,14304173333.342278,fused,shoup,-1
+1,homogeneous,2,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,10.908896,1.200128,1.201218,0.001090,0,0,0,0,0,7,natural,natural,"",10.142144,13331.911715,719.063357,13979522658.954647,fused,shoup,-1
+1,homogeneous,2,2,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,10.912256,1.196032,1.197041,0.001009,0,0,0,0,0,7,natural,natural,"",10.130368,13377.567964,719.467922,14027396705.857964,fused,shoup,-1
+1,homogeneous,2,2,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.911840,1.169101,1.169950,0.000849,0,0,0,0,0,7,natural,natural,"",10.137856,13685.732255,720.111003,14350530385.177801,fused,shoup,-1
+1,homogeneous,2,2,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,10.905760,1.219994,1.220986,0.000993,0,0,0,0,0,7,natural,natural,"",10.142112,13114.822991,718.524199,13751888632.467621,fused,shoup,-1
+1,homogeneous,4,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,10.909504,1.237402,1.238381,0.000979,0,0,0,0,0,7,natural,natural,"",10.139392,12930.321037,717.929932,13558424311.816570,fused,shoup,-1
+1,homogeneous,4,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.902976,1.225114,1.226141,0.001027,0,0,0,0,0,7,natural,natural,"",10.135808,13060.013051,718.652243,13694416244.444925,fused,shoup,-1
+1,homogeneous,4,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,10.907200,1.237606,1.238661,0.001055,0,0,0,0,0,7,natural,natural,"",10.137344,12928.181302,718.063542,13556180636.906046,fused,shoup,-1
+1,v06,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.919168,1.113805,1.114815,0.001010,0,0,0,0,0,7,natural,natural,"",10.139744,14365.173999,721.607547,15062976691.177137,fused,shoup,-1
+2,v06,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.907168,1.068032,1.068952,0.000920,0,0,0,0,0,7,natural,natural,"",10.139488,14980.824176,723.501030,15708532690.976151,fused,shoup,-1
+2,homogeneous,1,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,10.906464,1.152717,1.153580,0.000864,0,0,0,0,0,7,natural,natural,"",10.144544,13880.251383,720.599837,14554498474.648928,fused,shoup,-1
+2,homogeneous,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.902912,1.091584,1.092601,0.001017,0,0,0,0,0,7,natural,natural,"",10.138272,14657.598939,722.910018,15369606465.454679,fused,shoup,-1
+2,homogeneous,1,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,10.928288,1.143706,1.144787,0.001081,0,0,0,0,0,7,natural,natural,"",10.139328,13989.614031,720.353338,14669173522.651947,fused,shoup,-1
+2,homogeneous,1,2,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,10.904960,1.211187,1.212049,0.000862,0,0,0,0,0,7,natural,natural,"",10.140864,13210.180062,718.874600,13851877768.562624,fused,shoup,-1
+2,homogeneous,1,2,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.906560,1.159475,1.160537,0.001061,0,0,0,0,0,7,natural,natural,"",10.135072,13799.346376,720.684787,14469663425.276180,fused,shoup,-1
+2,homogeneous,1,2,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,10.919296,1.174938,1.175870,0.000932,0,0,0,0,0,7,natural,natural,"",10.139424,13617.744398,719.629665,14279239949.725302,fused,shoup,-1
+2,homogeneous,1,4,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","8+12","full-scratch","1",8,0,2,10,10.914112,1.228595,1.229706,0.001111,0,0,0,0,0,7,natural,natural,"",10.134080,13023.004495,718.236426,13655609961.818916,fused,shoup,-1
+2,homogeneous,1,4,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.906720,1.202586,1.203487,0.000902,0,0,0,0,0,7,natural,natural,"",10.134528,13304.666456,719.300462,13950953934.100243,fused,shoup,-1
+2,homogeneous,1,4,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","10+10","full-scratch","1",8,0,2,10,10.902400,1.206682,1.207651,0.000969,0,0,0,0,0,7,natural,natural,"",10.132192,13259.504312,719.383274,13903597993.646355,fused,shoup,-1
+2,homogeneous,2,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,10.901696,1.158656,1.159520,0.000864,0,0,0,0,0,7,natural,natural,"",10.140288,13809.102948,720.699926,14479893932.454832,fused,shoup,-1
+2,homogeneous,2,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.912928,1.114726,1.115925,0.001199,0,0,0,0,0,7,natural,natural,"",10.134528,14353.299037,721.950570,15050524890.843569,fused,shoup,-1
+2,homogeneous,2,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,10.903136,1.180672,1.181670,0.000998,0,0,0,0,0,7,natural,natural,"",10.135264,13551.605310,720.102063,14209888089.361740,fused,shoup,-1
+2,homogeneous,2,2,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,10.905312,1.185894,1.186781,0.000886,0,0,0,0,0,7,natural,natural,"",10.136640,13491.926772,719.817850,14147310606.493383,fused,shoup,-1
+2,homogeneous,2,2,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.908736,1.161830,1.162810,0.000980,0,0,0,0,0,7,natural,natural,"",10.136480,13771.372872,720.492014,14440331080.338268,fused,shoup,-1
+2,homogeneous,2,2,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,10.904384,1.194496,1.195572,0.001076,0,0,0,0,0,7,natural,natural,"",10.135776,13394.771619,719.597399,14045436045.552177,fused,shoup,-1
+2,homogeneous,4,1,8-12,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,10.906784,1.243955,1.244894,0.000938,0,0,0,0,0,7,natural,natural,"",10.136512,12862.198975,717.899211,13486993152.342207,fused,shoup,-1
+2,homogeneous,4,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.900896,1.236173,1.237199,0.001027,0,0,0,0,0,7,natural,natural,"",10.136896,12943.174337,718.327428,13571901973.450710,fused,shoup,-1
+2,homogeneous,4,1,10-10,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,10.906336,1.259008,1.260007,0.000999,0,0,0,0,0,7,natural,natural,"",10.141632,12708.417552,717.264412,13325741642.770012,fused,shoup,-1
+2,v06,1,1,9-11,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.907168,1.086362,1.087252,0.000891,0,0,0,0,0,7,natural,natural,"",10.139712,14728.060448,722.894537,15443490712.049145,fused,shoup,-1
+1,v06,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.418304,0.229274,0.230189,0.000915,0,0,0,0,0,7,natural,natural,"",1.343264,4361.601116,334.354055,4573470252.035660,fused,shoup,-1
+1,homogeneous,1,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,1.419840,0.238285,0.239238,0.000954,0,0,0,0,0,7,natural,natural,"",1.339040,4196.658850,333.648652,4400515750.504501,fused,shoup,-1
+1,homogeneous,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.414080,0.229274,0.230277,0.001003,0,0,0,0,0,7,natural,natural,"",1.345920,4361.601116,334.529433,4573470252.035660,fused,shoup,-1
+1,homogeneous,1,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,1.415040,0.255590,0.256771,0.001181,0,0,0,0,0,7,natural,natural,"",1.369856,3912.510334,328.894746,4102564435.819635,fused,shoup,-1
+1,homogeneous,1,2,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,1.415808,0.267264,0.268310,0.001046,0,0,0,0,0,7,natural,natural,"",1.342720,3741.618655,330.491983,3923371522.408165,fused,shoup,-1
+1,homogeneous,1,2,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.414848,0.259072,0.260027,0.000955,0,0,0,0,0,7,natural,natural,"",1.350656,3859.930744,330.624854,4047430740.227958,fused,shoup,-1
+1,homogeneous,1,2,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,1.415744,0.292659,0.293604,0.000945,0,0,0,0,0,7,natural,natural,"",1.348384,3416.943397,327.140863,3582924839.906746,fused,shoup,-1
+1,homogeneous,1,4,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","8+12","full-scratch","1",8,0,2,10,1.432608,0.267162,0.268092,0.000930,0,0,0,0,0,7,natural,natural,"",1.342976,3743.052785,328.650546,3924875317.457300,fused,shoup,-1
+1,homogeneous,1,4,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.414560,0.259072,0.260101,0.001029,0,0,0,0,0,7,natural,natural,"",1.346272,3859.930744,331.136359,4047430740.227958,fused,shoup,-1
+1,homogeneous,1,4,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","10+10","full-scratch","1",8,0,2,10,1.415296,0.291635,0.292535,0.000900,0,0,0,0,0,7,natural,natural,"",1.342016,3428.941183,327.982070,3595505429.563726,fused,shoup,-1
+1,homogeneous,2,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,1.414624,0.266650,0.267616,0.000967,0,0,0,0,0,7,natural,natural,"",1.342752,3750.239961,330.685036,3932411617.662404,fused,shoup,-1
+1,homogeneous,2,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.419968,0.258867,0.259785,0.000917,0,0,0,0,0,7,natural,natural,"",1.351104,3862.984510,330.039622,4050632845.840190,fused,shoup,-1
+1,homogeneous,2,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,1.426112,0.291533,0.292627,0.001094,0,0,0,0,0,7,natural,natural,"",1.372416,3430.145597,323.618218,3596768349.348992,fused,shoup,-1
+1,homogeneous,2,2,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,1.415616,0.266854,0.267810,0.000956,0,0,0,0,0,7,natural,natural,"",1.345280,3747.361781,330.278206,3929393627.269954,fused,shoup,-1
+1,homogeneous,2,2,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.414208,0.258867,0.259782,0.000915,0,0,0,0,0,7,natural,natural,"",1.345440,3862.984510,331.288698,4050632845.840190,fused,shoup,-1
+1,homogeneous,2,2,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,1.413632,0.291533,0.292444,0.000911,0,0,0,0,0,7,natural,natural,"",1.354048,3430.145597,326.881471,3596768349.348992,fused,shoup,-1
+1,homogeneous,4,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,1.415424,0.267366,0.268422,0.001055,0,0,0,0,0,7,natural,natural,"",1.352736,3740.185622,329.432154,3921868879.259793,fused,shoup,-1
+1,homogeneous,4,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.415456,0.259174,0.260109,0.000934,0,0,0,0,0,7,natural,natural,"",1.343680,3858.405671,331.311177,4045831585.167740,fused,shoup,-1
+1,homogeneous,4,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,1.414912,0.292045,0.293083,0.001038,0,0,0,0,0,7,natural,natural,"",1.365024,3424.131972,325.522871,3590462606.869524,fused,shoup,-1
+1,v06,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.414848,0.229274,0.230388,0.001114,0,0,0,0,0,7,natural,natural,"",1.364960,4361.601116,332.327320,4573470252.035660,fused,shoup,-1
+2,v06,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.415616,0.229376,0.230480,0.001104,0,0,0,0,0,7,natural,natural,"",1.344384,4359.653958,334.517974,4571428508.725854,fused,shoup,-1
+2,homogeneous,1,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,1.414688,0.238182,0.239414,0.001232,0,0,0,0,0,7,natural,natural,"",1.344416,4198.463103,333.635116,4402407646.178495,fused,shoup,-1
+2,homogeneous,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.417632,0.229683,0.230547,0.000863,0,0,0,0,0,7,natural,natural,"",1.346336,4353.822901,334.040252,4565314202.160547,fused,shoup,-1
+2,homogeneous,1,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,1.414688,0.254464,0.255336,0.000872,0,0,0,0,0,7,natural,natural,"",1.343904,3929.828967,331.888952,4120724338.570890,fused,shoup,-1
+2,homogeneous,1,2,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,1.420032,0.267059,0.267930,0.000870,0,0,0,0,0,7,natural,natural,"",1.347456,3744.488016,329.538455,3926380265.732249,fused,shoup,-1
+2,homogeneous,1,2,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.429024,0.259277,0.260355,0.001078,0,0,0,0,0,7,natural,natural,"",1.365952,3856.881803,327.412321,4044233693.272762,fused,shoup,-1
+2,homogeneous,1,2,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,1.415936,0.292147,0.293136,0.000988,0,0,0,0,0,7,natural,natural,"",1.349312,3422.931777,327.075810,3589204110.651267,fused,shoup,-1
+2,homogeneous,1,4,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","8+12","full-scratch","1",8,0,2,10,1.429600,0.267264,0.268287,0.001023,0,0,0,0,0,7,natural,natural,"",1.373792,3741.618655,325.663305,3923371522.408165,fused,shoup,-1
+2,homogeneous,1,4,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.415680,0.258970,0.260054,0.001084,0,0,0,0,0,7,natural,natural,"",1.363008,3861.457024,329.201018,4049031159.951841,fused,shoup,-1
+2,homogeneous,1,4,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","10+10","full-scratch","1",8,0,2,10,1.419008,0.292352,0.293210,0.000858,0,0,0,0,0,7,natural,natural,"",1.346496,3420.533908,327.026515,3586689763.060381,fused,shoup,-1
+2,homogeneous,2,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,1.418496,0.266342,0.267366,0.001024,0,0,0,0,0,7,natural,natural,"",1.341952,3754.565531,330.382971,3936947305.711735,fused,shoup,-1
+2,homogeneous,2,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.429920,0.258765,0.259913,0.001148,0,0,0,0,0,7,natural,natural,"",1.354080,3864.513206,328.648480,4052235799.396179,fused,shoup,-1
+2,homogeneous,2,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,1.414048,0.292147,0.292995,0.000848,0,0,0,0,0,7,natural,natural,"",1.338560,3422.931777,328.433633,3589204110.651267,fused,shoup,-1
+2,homogeneous,2,2,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,1.426208,0.266547,0.267545,0.000997,0,0,0,0,0,7,natural,natural,"",1.351840,3751.680710,328.450884,3933922352.013453,fused,shoup,-1
+2,homogeneous,2,2,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.419488,0.259584,0.260387,0.000803,0,0,0,0,0,7,natural,natural,"",1.360608,3852.317411,328.982004,4039447581.630444,fused,shoup,-1
+2,homogeneous,2,2,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,1.431712,0.291942,0.293091,0.001149,0,0,0,0,0,7,natural,natural,"",1.358560,3425.333010,324.442062,3591721985.939921,fused,shoup,-1
+2,homogeneous,4,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,1.415744,0.267162,0.268234,0.001072,0,0,0,0,0,7,natural,natural,"",1.356288,3743.052785,329.034659,3924875317.457300,fused,shoup,-1
+2,homogeneous,4,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.429248,0.259584,0.260560,0.000976,0,0,0,0,0,7,natural,natural,"",1.364992,3852.317411,327.458294,4039447581.630444,fused,shoup,-1
+2,homogeneous,4,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,1.414944,0.292659,0.293650,0.000990,0,0,0,0,0,7,natural,natural,"",1.341088,3416.943397,328.009592,3582924839.906746,fused,shoup,-1
+2,v06,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.420032,0.229581,0.230655,0.001074,0,0,0,0,0,7,natural,natural,"",1.348128,4355.764853,333.584546,4567350486.224393,fused,shoup,-1
+1,v06,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.486944,0.602624,0.603824,0.001200,0,0,0,0,0,7,natural,natural,"",5.123200,6637.638073,356.736174,6960067979.591218,fused,shoup,-1
+1,homogeneous,1,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,5.489152,0.629043,0.630066,0.001023,0,0,0,0,0,7,natural,natural,"",5.110784,6358.863530,356.221159,6667751685.128688,fused,shoup,-1
+1,homogeneous,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.477792,0.614502,0.615513,0.001011,0,0,0,0,0,7,natural,natural,"",5.113824,6509.332092,356.947873,6825529407.738137,fused,shoup,-1
+1,homogeneous,1,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,5.497216,0.620954,0.621995,0.001042,0,0,0,0,0,7,natural,natural,"",5.124000,6441.704943,355.803197,6754617202.346775,fused,shoup,-1
+1,homogeneous,1,2,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,5.492000,0.766259,0.767237,0.000978,0,0,0,0,0,7,natural,natural,"",5.117600,5220.165754,351.621790,5473740525.418772,fused,shoup,-1
+1,homogeneous,1,2,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.482688,0.781619,0.782554,0.000935,0,0,0,0,0,7,natural,natural,"",5.110208,5117.581612,351.663340,5366173255.959823,fused,shoup,-1
+1,homogeneous,1,2,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,5.485504,0.810086,0.811006,0.000920,0,0,0,0,0,7,natural,natural,"",5.112512,4937.744735,350.627980,5177600622.887728,fused,shoup,-1
+1,homogeneous,1,4,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","8+12","full-scratch","1",8,0,2,10,5.482496,0.907571,0.908961,0.001390,0,0,0,0,0,7,natural,natural,"",5.116416,4407.367725,347.630116,4621460019.793364,fused,shoup,-1
+1,homogeneous,1,4,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.476224,0.873472,0.874422,0.000950,0,0,0,0,0,7,natural,natural,"",5.109728,4579.425374,349.057689,4801875540.675383,fused,shoup,-1
+1,homogeneous,1,4,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","10+10","full-scratch","1",8,0,2,10,5.478400,0.933786,0.934786,0.001000,0,0,0,0,0,7,natural,natural,"",5.118336,4283.638477,346.905368,4491720499.932498,fused,shoup,-1
+1,homogeneous,2,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,5.480480,0.760422,0.761569,0.001147,0,0,0,0,0,7,natural,natural,"",5.108864,5260.234253,352.430160,5515755391.569891,fused,shoup,-1
+1,homogeneous,2,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.480224,0.793395,0.794451,0.001055,0,0,0,0,0,7,natural,natural,"",5.118272,5041.623889,351.126951,5286525810.656210,fused,shoup,-1
+1,homogeneous,2,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,5.474560,0.828109,0.829123,0.001014,0,0,0,0,0,7,natural,natural,"",5.110976,4830.283243,350.457726,5064919082.040917,fused,shoup,-1
+1,homogeneous,2,2,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,5.492480,0.781107,0.782064,0.000957,0,0,0,0,0,7,natural,natural,"",5.118560,5120.936109,351.119070,5369690701.033300,fused,shoup,-1
+1,homogeneous,2,2,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.479744,0.793293,0.794232,0.000940,0,0,0,0,0,7,natural,natural,"",5.112544,5042.274299,351.321558,5287207815.143834,fused,shoup,-1
+1,homogeneous,2,2,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,5.476672,0.852582,0.853463,0.000881,0,0,0,0,0,7,natural,natural,"",5.117312,4691.628988,349.449768,4919529558.019115,fused,shoup,-1
+1,homogeneous,4,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,5.474624,0.928051,0.929010,0.000959,0,0,0,0,0,7,natural,natural,"",5.113536,4310.107151,347.336457,4519474915.738516,fused,shoup,-1
+1,homogeneous,4,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.480096,0.955392,0.956342,0.000950,0,0,0,0,0,7,natural,natural,"",5.116192,4186.763116,346.269988,4390139321.418710,fused,shoup,-1
+1,homogeneous,4,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,5.470816,0.988570,0.989388,0.000818,0,0,0,0,0,7,natural,natural,"",5.108256,4046.250188,345.792179,4242800837.412754,fused,shoup,-1
+1,v06,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.484480,0.613171,0.614274,0.001103,0,0,0,0,0,7,natural,natural,"",5.115392,6523.463383,356.727418,6840347140.219606,fused,shoup,-1
+2,v06,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.470976,0.612557,0.613656,0.001099,0,0,0,0,0,7,natural,natural,"",5.112864,6530.006525,357.257795,6847208122.222463,fused,shoup,-1
+2,homogeneous,1,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,5.473632,0.625562,0.626528,0.000966,0,0,0,0,0,7,natural,natural,"",5.111616,6394.254430,356.798496,6704861733.475799,fused,shoup,-1
+2,homogeneous,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.467712,0.611738,0.612770,0.001032,0,0,0,0,0,7,natural,natural,"",5.110336,6538.751160,357.468876,6856377536.565303,fused,shoup,-1
+2,homogeneous,1,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,5.469632,0.623616,0.624694,0.001078,0,0,0,0,0,7,natural,natural,"",5.111360,6414.203817,356.995972,6725780181.262293,fused,shoup,-1
+2,homogeneous,1,2,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,5.475744,0.765235,0.766320,0.001085,0,0,0,0,0,7,natural,natural,"",5.115008,5227.151175,352.237111,5481065270.913242,fused,shoup,-1
+2,homogeneous,1,2,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.465952,0.780186,0.781281,0.001096,0,0,0,0,0,7,natural,natural,"",5.112128,5126.985298,352.166453,5376033736.276735,fused,shoup,-1
+2,homogeneous,1,2,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,5.477152,0.810598,0.811528,0.000929,0,0,0,0,0,7,natural,natural,"",5.110112,4934.626236,350.942997,5174330639.647800,fused,shoup,-1
+2,homogeneous,1,4,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","8+12","full-scratch","1",8,0,2,10,5.477536,0.907776,0.908662,0.000886,0,0,0,0,0,7,natural,natural,"",5.111744,4406.373388,347.915149,4620417381.277974,fused,shoup,-1
+2,homogeneous,1,4,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.483840,0.879002,0.880082,0.001081,0,0,0,0,0,7,natural,natural,"",5.118336,4550.617338,348.396312,4771668125.316263,fused,shoup,-1
+2,homogeneous,1,4,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","10+10","full-scratch","1",8,0,2,10,5.471232,0.934093,0.935128,0.001035,0,0,0,0,0,7,natural,natural,"",5.111872,4282.229684,347.306729,4490243273.028062,fused,shoup,-1
+2,homogeneous,2,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,5.485120,0.761856,0.763013,0.001157,0,0,0,0,0,7,natural,natural,"",5.113248,5250.336298,352.105744,5505376633.915258,fused,shoup,-1
+2,homogeneous,2,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.493632,0.796979,0.798456,0.001477,0,0,0,0,0,7,natural,natural,"",5.133536,5018.951631,350.135554,5262752225.297978,fused,shoup,-1
+2,homogeneous,2,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,5.464576,0.829133,0.830051,0.000918,0,0,0,0,0,7,natural,natural,"",5.115232,4824.317329,350.602228,5058663367.417846,fused,shoup,-1
+2,homogeneous,2,2,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,5.495104,0.782541,0.783493,0.000952,0,0,0,0,0,7,natural,natural,"",5.119776,5111.554579,350.956607,5359853453.923480,fused,shoup,-1
+2,homogeneous,2,2,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.489728,0.793600,0.794508,0.000908,0,0,0,0,0,7,natural,natural,"",5.107520,5040.322814,351.159105,5285161535.479411,fused,shoup,-1
+2,homogeneous,2,2,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,5.468064,0.852275,0.853305,0.001030,0,0,0,0,0,7,natural,natural,"",5.115104,4693.319756,349.789678,4921302456.930072,fused,shoup,-1
+2,homogeneous,4,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,5.489824,0.926106,0.926955,0.000850,0,0,0,0,0,7,natural,natural,"",5.110176,4319.161789,347.038294,4528969392.171726,fused,shoup,-1
+2,homogeneous,4,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.470272,0.954778,0.955860,0.001082,0,0,0,0,0,7,natural,natural,"",5.116000,4189.457322,346.588920,4392964400.413272,fused,shoup,-1
+2,homogeneous,4,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,5.489472,0.989389,0.990234,0.000845,0,0,0,0,0,7,natural,natural,"",5.107840,4042.899925,345.223379,4239287831.373941,fused,shoup,-1
+2,v06,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.470976,0.614400,0.615512,0.001112,0,0,0,0,0,7,natural,natural,"",5.117632,6510.416357,357.046970,6826666342.417414,fused,shoup,-1
+1,v06,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.671295,2.031616,2.032665,0.001049,0,0,0,0,0,7,natural,natural,"",20.184320,7875.504139,364.570729,8258064627.833472,fused,shoup,-1
+1,homogeneous,1,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,21.659201,2.184704,2.185685,0.000981,0,0,0,0,0,7,natural,natural,"",20.178593,7323.646371,363.450530,7679399817.256488,fused,shoup,-1
+1,homogeneous,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.672064,1.962291,1.963338,0.001046,0,0,0,0,0,7,natural,natural,"",20.177313,8153.734084,365.199519,8549809870.882931,fused,shoup,-1
+1,homogeneous,1,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,21.649952,2.057216,2.058354,0.001138,0,0,0,0,0,7,natural,natural,"",20.173088,7777.500611,364.628683,8155300481.036183,fused,shoup,-1
+1,homogeneous,1,2,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,21.648512,2.254643,2.255568,0.000925,0,0,0,0,0,7,natural,natural,"",20.163296,7096.466522,363.088011,7441184479.387911,fused,shoup,-1
+1,homogeneous,1,2,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.624161,2.376602,2.377602,0.001001,0,0,0,0,0,7,natural,natural,"",20.159937,6732.301852,362.313103,7059330146.963892,fused,shoup,-1
+1,homogeneous,1,2,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,21.630049,2.456167,2.457012,0.000845,0,0,0,0,0,7,natural,natural,"",20.167423,6514.216346,361.552192,6830650918.937840,fused,shoup,-1
+1,homogeneous,1,4,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","8+12","full-scratch","1",8,0,2,10,21.623968,2.325504,2.326425,0.000921,0,0,0,0,0,7,natural,natural,"",20.162497,6880.229488,362.713353,7214443516.026356,fused,shoup,-1
+1,homogeneous,1,4,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.630144,2.438451,2.439510,0.001059,0,0,0,0,0,7,natural,natural,"",20.166912,6561.541772,361.700383,6880275225.469577,fused,shoup,-1
+1,homogeneous,1,4,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","10+10","full-scratch","1",8,0,2,10,21.628576,2.537779,2.538732,0.000953,0,0,0,0,0,7,natural,natural,"",20.163551,6304.724687,360.930151,6610982993.552367,fused,shoup,-1
+1,homogeneous,2,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,21.619776,2.199347,2.200429,0.001082,0,0,0,0,0,7,natural,natural,"",20.169727,7274.886528,363.728535,7628271415.820734,fused,shoup,-1
+1,homogeneous,2,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.618591,2.339226,2.340293,0.001067,0,0,0,0,0,7,natural,natural,"",20.167072,6839.870628,362.607143,7172124183.990844,fused,shoup,-1
+1,homogeneous,2,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,21.626881,2.511053,2.512012,0.000960,0,0,0,0,0,7,natural,natural,"",20.165504,6371.829259,361.145788,6681347236.739729,fused,shoup,-1
+1,homogeneous,2,2,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,21.624640,2.211430,2.214366,0.002936,0,0,0,0,0,7,natural,natural,"",20.167007,7235.136427,363.610933,7586590413.908774,fused,shoup,-1
+1,homogeneous,2,2,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.622080,2.363801,2.364812,0.001010,0,0,0,0,0,7,natural,natural,"",20.162369,6768.757927,362.415270,7097557111.558805,fused,shoup,-1
+1,homogeneous,2,2,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,21.623585,2.504192,2.505329,0.001138,0,0,0,0,0,7,natural,natural,"",20.162209,6389.286762,361.255483,6699652756.014609,fused,shoup,-1
+1,homogeneous,4,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,21.631329,2.340147,2.341236,0.001089,0,0,0,0,0,7,natural,natural,"",20.166719,6837.176572,362.497830,7169299261.352773,fused,shoup,-1
+1,homogeneous,4,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.627136,2.487194,2.488067,0.000873,0,0,0,0,0,7,natural,natural,"",20.162527,6432.953229,361.362597,6745440364.973850,fused,shoup,-1
+1,homogeneous,4,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,21.624895,2.651546,2.652718,0.001173,0,0,0,0,0,7,natural,natural,"",20.169344,6034.216592,359.989145,6327334697.581273,fused,shoup,-1
+1,v06,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.636992,1.839821,1.840777,0.000956,0,0,0,0,0,7,natural,natural,"",20.174623,8696.498845,366.540062,9118939973.012535,fused,shoup,-1
+2,v06,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.632353,1.835213,1.836287,0.001075,0,0,0,0,0,7,natural,natural,"",20.163551,8718.335447,366.710759,9141837309.243593,fused,shoup,-1
+2,homogeneous,1,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,21.623425,2.041344,2.042244,0.000900,0,0,0,0,0,7,natural,natural,"",20.167135,7837.972777,365.030915,8218710142.593019,fused,shoup,-1
+2,homogeneous,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.632288,1.837670,1.838908,0.001238,0,0,0,0,0,7,natural,natural,"",20.165279,8706.675932,366.676128,9129611421.865894,fused,shoup,-1
+2,homogeneous,1,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,21.632353,1.932902,1.933885,0.000983,0,0,0,0,0,7,natural,natural,"",20.174017,8277.707415,365.803984,8679805330.295368,fused,shoup,-1
+2,homogeneous,1,2,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,21.627584,2.195661,2.196718,0.001057,0,0,0,0,0,7,natural,natural,"",20.169184,7287.099986,363.698945,7641078154.809464,fused,shoup,-1
+2,homogeneous,1,2,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.649311,2.350694,2.351593,0.000899,0,0,0,0,0,7,natural,natural,"",20.164864,6806.499338,362.278896,7137131850.002946,fused,shoup,-1
+2,homogeneous,1,2,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,21.625984,2.465382,2.466349,0.000967,0,0,0,0,0,7,natural,natural,"",20.163263,6489.865590,361.544093,6805117301.414246,fused,shoup,-1
+2,homogeneous,1,4,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","8+12","full-scratch","1",8,0,2,10,21.597441,2.328883,2.329670,0.000787,0,0,0,0,0,7,natural,natural,"",20.169216,6870.245875,362.848487,7203974938.858179,fused,shoup,-1
+2,homogeneous,1,4,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.577215,2.436506,2.437336,0.000831,0,0,0,0,0,7,natural,natural,"",20.156448,6566.781660,362.235425,6885769645.774697,fused,shoup,-1
+2,homogeneous,1,4,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","1+4","0+0","0+0","10+10","full-scratch","1",8,0,2,10,21.585056,2.531942,2.532673,0.000731,0,0,0,0,0,7,natural,natural,"",20.162497,6319.259160,361.341066,6626223493.471400,fused,shoup,-1
+2,homogeneous,2,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,21.581663,2.198118,2.198914,0.000795,0,0,0,0,0,7,natural,natural,"",20.157536,7278.952603,364.155143,7632535004.335232,fused,shoup,-1
+2,homogeneous,2,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.581345,2.343322,2.344082,0.000761,0,0,0,0,0,7,natural,natural,"",20.161377,6827.914811,362.926651,7159587601.377734,fused,shoup,-1
+2,homogeneous,2,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,21.595232,2.509722,2.510547,0.000826,0,0,0,0,0,7,natural,natural,"",20.164225,6375.209316,361.425278,6684891484.012925,fused,shoup,-1
+2,homogeneous,2,2,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","8+12","full-scratch","1",8,0,2,10,21.585505,2.212045,2.212903,0.000858,0,0,0,0,0,7,natural,natural,"",20.166113,7233.126837,363.936925,7584483206.667653,fused,shoup,-1
+2,homogeneous,2,2,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.581984,2.361549,2.362325,0.000776,0,0,0,0,0,7,natural,natural,"",20.162945,6775.214350,362.758511,7104327162.442930,fused,shoup,-1
+2,homogeneous,2,2,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","2+2","0+0","0+0","10+10","full-scratch","1",8,0,2,10,21.578400,2.499686,2.500480,0.000794,0,0,0,0,0,7,natural,natural,"",20.155647,6400.802713,361.714890,6711728105.556756,fused,shoup,-1
+2,homogeneous,4,1,8-12,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","8+12","full-scratch","1",8,0,2,10,21.578688,2.338509,2.339235,0.000726,0,0,0,0,0,7,natural,natural,"",20.154783,6841.966854,363.042461,7174322235.449819,fused,shoup,-1
+2,homogeneous,4,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.592863,2.487501,2.488254,0.000753,0,0,0,0,0,7,natural,natural,"",20.161505,6432.159078,361.648378,6744607637.181365,fused,shoup,-1
+2,homogeneous,4,1,10-10,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-radix4-10x10","experimental",0.000000,"generated homogeneous two-level radix-4 roles with independent batch-time traversal",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-radix4+homogeneous-radix4","256+256","4+4","0+0","4+1","0+0","0+0","10+10","full-scratch","1",8,0,2,10,21.596384,2.649395,2.650183,0.000788,0,0,0,0,0,7,natural,natural,"",20.161407,6039.114072,360.302041,6332470077.052337,fused,shoup,-1
+2,v06,1,1,9-11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.584929,1.852314,1.853120,0.000806,0,0,0,0,0,7,natural,natural,"",20.163679,8637.846029,366.964723,9057438037.614975,fused,shoup,-1
diff --git a/results/homogeneous_10x10/summary.csv b/results/homogeneous_10x10/summary.csv
new file mode 100644
index 0000000..309ded7
--- /dev/null
+++ b/results/homogeneous_10x10/summary.csv
@@ -0,0 +1,115 @@
+word_bits,batch,variant,producer_dt,consumer_dt,weights,resident_ctas,kernel_ms,trials,throughput_vs_v06
+32,1,homogeneous,1,1,10-10,4,0.149453,2,0.9928037577030906
+32,1,homogeneous,1,1,8-12,4,0.15104,2,0.9823722192796609
+32,1,homogeneous,1,1,9-11,4,0.1485825,2,0.9986202951222384
+32,1,homogeneous,1,2,10-10,4,0.1496575,2,0.991447137630924
+32,1,homogeneous,1,2,8-12,4,0.15129599999999999,2,0.9807099989424705
+32,1,homogeneous,1,2,9-11,4,0.1486845,2,0.9979352252588535
+32,1,homogeneous,1,4,10-10,4,0.1486335,2,0.9982776426579472
+32,1,homogeneous,1,4,8-12,4,0.15144950000000001,2,0.9797160109475435
+32,1,homogeneous,1,4,9-11,4,0.148992,2,0.9958756174828177
+32,1,homogeneous,2,1,10-10,4,0.14909450000000002,2,0.9951909694857958
+32,1,homogeneous,2,1,8-12,4,0.1512445,2,0.9810439387878567
+32,1,homogeneous,2,1,9-11,4,0.148582,2,0.9986236556245036
+32,1,homogeneous,2,2,10-10,4,0.1499645,2,0.9894174954739288
+32,1,homogeneous,2,2,8-12,4,0.1519615,2,0.9764150788193062
+32,1,homogeneous,2,2,9-11,4,0.1496575,2,0.991447137630924
+32,1,homogeneous,4,1,10-10,4,0.1483265,2,1.000343836064358
+32,1,homogeneous,4,1,8-12,4,0.151501,2,0.9793829743698061
+32,1,homogeneous,4,1,9-11,4,0.1483775,2,1.0
+32,1,v06,1,1,9-11,4,0.1483775,4,1.0
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+32,4,v06,1,1,9-11,4,0.34923499999999996,4,1.0
+32,16,homogeneous,1,1,10-10,4,1.162701,2,0.9339030412806044
+32,16,homogeneous,1,1,8-12,4,1.1617795,2,0.9346437942828222
+32,16,homogeneous,1,1,9-11,4,1.0888705,2,0.9972260245823539
+32,16,homogeneous,1,2,10-10,4,1.1720705,2,0.9264374455290871
+32,16,homogeneous,1,2,8-12,4,1.2013565000000002,2,0.9038532692002748
+32,16,homogeneous,1,2,9-11,4,1.1449855,2,0.9483526210593933
+32,16,homogeneous,1,4,10-10,4,1.204429,2,0.9015475382940796
+32,16,homogeneous,1,4,8-12,4,1.2333565000000002,2,0.8804023816309395
+32,16,homogeneous,1,4,9-11,4,1.1902979999999999,2,0.9122505456616747
+32,16,homogeneous,2,1,10-10,4,1.1904,2,0.9121723790322581
+32,16,homogeneous,2,1,8-12,4,1.1720704999999998,2,0.9264374455290874
+32,16,homogeneous,2,1,9-11,4,1.143808,2,0.9493289083482543
+32,16,homogeneous,2,2,10-10,4,1.207245,2,0.899444603208131
+32,16,homogeneous,2,2,8-12,4,1.190963,2,0.9117411708004363
+32,16,homogeneous,2,2,9-11,4,1.1654654999999998,2,0.9316878105786917
+32,16,homogeneous,4,1,10-10,4,1.248307,2,0.8698581358592077
+32,16,homogeneous,4,1,8-12,4,1.2406785,2,0.8752065905873277
+32,16,homogeneous,4,1,9-11,4,1.2306435,2,0.8823432618788463
+32,16,v06,1,1,9-11,4,1.08585,4,1.0
+64,1,homogeneous,1,1,10-10,2,0.255027,2,0.8992185141181129
+64,1,homogeneous,1,1,8-12,2,0.2382335,2,0.9626060146872711
+64,1,homogeneous,1,1,9-11,2,0.2294785,2,0.9993310920195138
+64,1,homogeneous,1,2,10-10,2,0.29240299999999997,2,0.7842771790987098
+64,1,homogeneous,1,2,8-12,2,0.2671615,2,0.8583759261719971
+64,1,homogeneous,1,2,9-11,2,0.2591745,2,0.8848285614518404
+64,1,homogeneous,1,4,10-10,2,0.2919935,2,0.7853770717498848
+64,1,homogeneous,1,4,8-12,2,0.26721300000000003,2,0.8582104912560391
+64,1,homogeneous,1,4,9-11,2,0.259021,2,0.8853529250524089
+64,1,homogeneous,2,1,10-10,2,0.29184,2,0.7857901589912281
+64,1,homogeneous,2,1,8-12,2,0.266496,2,0.86051948246878
+64,1,homogeneous,2,1,9-11,2,0.25881600000000005,2,0.8860541852126605
+64,1,homogeneous,2,2,10-10,2,0.2917375,2,0.7860662410557436
+64,1,homogeneous,2,2,8-12,2,0.2667005,2,0.859859655306233
+64,1,homogeneous,2,2,9-11,2,0.2592255,2,0.8846544803655505
+64,1,homogeneous,4,1,10-10,2,0.292352,2,0.784413994089317
+64,1,homogeneous,4,1,8-12,2,0.267264,2,0.8580467253352491
+64,1,homogeneous,4,1,9-11,2,0.259379,2,0.8841309435227986
+64,1,v06,1,1,9-11,2,0.229325,4,1.0
+64,4,homogeneous,1,1,10-10,2,0.622285,2,0.9848606345966882
+64,4,homogeneous,1,1,8-12,2,0.6273025,2,0.9769831939136223
+64,4,homogeneous,1,1,9-11,2,0.61312,2,0.9995824634655534
+64,4,homogeneous,1,2,10-10,2,0.810342,2,0.7563028943335037
+64,4,homogeneous,1,2,8-12,2,0.765747,2,0.800347895584312
+64,4,homogeneous,1,2,9-11,2,0.7809025,2,0.7848150057145419
+64,4,homogeneous,1,4,10-10,2,0.9339394999999999,2,0.6562138125649468
+64,4,homogeneous,1,4,8-12,2,0.9076735,2,0.6752031429803779
+64,4,homogeneous,1,4,9-11,2,0.8762369999999999,2,0.6994272097617427
+64,4,homogeneous,2,1,10-10,2,0.828621,2,0.7396191986444949
+64,4,homogeneous,2,1,8-12,2,0.761139,2,0.8051932695604878
+64,4,homogeneous,2,1,9-11,2,0.795187,2,0.770716825099002
+64,4,homogeneous,2,2,10-10,2,0.8524285,2,0.7189623528542277
+64,4,homogeneous,2,2,8-12,2,0.7818240000000001,2,0.7838899803536346
+64,4,homogeneous,2,2,9-11,2,0.7934464999999999,2,0.7724074654056702
+64,4,homogeneous,4,1,10-10,2,0.9889794999999999,2,0.6196933303470903
+64,4,homogeneous,4,1,8-12,2,0.9270784999999999,2,0.6610702329953722
+64,4,homogeneous,4,1,9-11,2,0.955085,2,0.6416852950260973
+64,4,v06,1,1,9-11,2,0.6128640000000001,4,1.0
+64,16,homogeneous,1,1,10-10,2,1.995059,2,0.9253197524484239
+64,16,homogeneous,1,1,8-12,2,2.1130240000000002,2,0.873661397125636
+64,16,homogeneous,1,1,9-11,2,1.8999804999999999,2,0.9716244456193104
+64,16,homogeneous,1,2,10-10,2,2.4607745000000003,2,0.7501977527806793
+64,16,homogeneous,1,2,8-12,2,2.225152,2,0.8296365821301196
+64,16,homogeneous,1,2,9-11,2,2.363648,2,0.7810247126475685
+64,16,homogeneous,1,4,10-10,2,2.5348604999999997,2,0.7282718319213227
+64,16,homogeneous,1,4,8-12,2,2.3271935,2,0.7932591338021527
+64,16,homogeneous,1,4,9-11,2,2.4374785,2,0.7573677060125863
+64,16,homogeneous,2,1,10-10,2,2.5103875,2,0.7353715312875003
+64,16,homogeneous,2,1,8-12,2,2.1987325,2,0.8396053180639299
+64,16,homogeneous,2,1,9-11,2,2.3412740000000003,2,0.788488446888318
+64,16,homogeneous,2,2,10-10,2,2.501939,2,0.7378547198792615
+64,16,homogeneous,2,2,8-12,2,2.2117375,2,0.8346684450573362
+64,16,homogeneous,2,2,9-11,2,2.3626750000000003,2,0.7813463552964329
+64,16,homogeneous,4,1,10-10,2,2.6504705,2,0.6965055826880548
+64,16,homogeneous,4,1,8-12,2,2.339328,2,0.7891443611156708
+64,16,homogeneous,4,1,9-11,2,2.4873475000000003,2,0.7421831891201369
+64,16,v06,1,1,9-11,2,1.8460675,4,1.0
diff --git a/results/homogeneous_vector_radix4/analysis.md b/results/homogeneous_vector_radix4/analysis.md
new file mode 100644
index 0000000..ab258b1
--- /dev/null
+++ b/results/homogeneous_vector_radix4/analysis.md
@@ -0,0 +1,97 @@
+# Dual-Warp128 Vector Radix-4 Screen
+
+## Controlled Change
+
+The new `homogeneous-warp128-vector-radix4-static-io` physical core preserves
+the `10+10` decomposition, dual independent row groups, static IO mapping,
+full-scratch boundary, and producer/consumer service schedule. Each lane owns
+four consecutive values. Stages 0 and 1 form one register-local radix-4
+prefix; stages 2 through 6 use warp shuffle before the existing shared-memory
+continuation. This changes the physical codelet without changing the logical
+space-time mapping.
+
+## V100 Event Screen
+
+The screen uses uint32 `logN=20`, batch 16, modulus 998244353, fused Shoup
+twiddles, `10+10`, and three execution-order-interleaved processes with ten
+warmups and fifty timed repetitions per process.
+
+| physical point | median kernel ms | throughput/vector |
+|:--|--:|--:|
+| v0.6 resident radix-4 | 1.514537 | 0.818x |
+| dual warp128, coefficient reuse depth 4 | 1.275003 | 0.971x |
+| dual warp128, vector radix-4 | 1.238446 | 1.000x |
+
+The vector core improves median throughput by 2.95% over the selected
+coefficient-reuse codelet and by 22.29% over the current-build v0.6 event
+control. CTA-weight confirmation gives 1.237586/1.237975/1.239061 ms medians
+for 8:7, 9:8, and 11:9, so the existing 8:7 mapping remains selected without
+introducing a narrower workload-specific default.
+
+Cubin resource inspection reports 106 registers/thread, a 16-byte stack frame,
+and no local memory for vector radix-4. The depth-4 coefficient-reuse control
+uses 112 registers/thread with the same stack and no local allocation. The
+register-local radix-4 substitution therefore reduces both dynamic codelet
+work and live state; it does not buy event time through spilling or lower CTA
+residency.
+
+The subsequent fixed-clock NCU pass does not reproduce the event lead. Vector
+radix-4 takes 1448.032 us versus 1409.856 us for reuse d4 and 1270.944 us for
+v0.6. It issues 68.8% more global-load sectors than reuse d4 despite unchanged
+DRAM bytes and active warps, and barrier stall rises from 6.38% to 9.72%.
+Consequently vector radix-4 is not promoted into the V100 runtime default.
+The counter table and follow-up decision are in
+[`results/ncu_homogeneous_vector_radix4/analysis.md`](../ncu_homogeneous_vector_radix4/analysis.md).
+
+## Coefficient-Broadcast Follow-Up
+
+The combined codelet exposes depths 3--6. Depth `d` broadcasts coefficient
+groups for vector stages below `d`; stage 6 remains direct. All depths pass the
+full NTT reference suite and compile without local allocation.
+
+| point | registers/thread | event median ms |
+|:--|--:|--:|
+| radix-2 reuse d4 | 112 | 1.273815 |
+| vector d0 | 106 | 1.239183 |
+| vector d3 | 114 | 1.327022 |
+| vector d4 | 112 | 1.329726 |
+| vector d5 | 128 | 1.283973 |
+| vector d6 | 128 | 1.292083 |
+
+Broadcasting only the earliest repeated groups loses more shuffle/control work
+than it saves. Depth 5 recovers most of that cost and is within 0.8% of the
+radix-2 reuse control, while depth 6 regresses because stage-5 broadcast adds
+no useful event-time overlap at the 128-register threshold. Since unlocked
+events and fixed-clock replay rank vector d0 differently, all depths remain
+ablation points until the expanded NCU script measures their load-sector and
+instruction curves.
+
+The first NCU pass over those depths reveals that lane masking does not reduce
+load sectors: all depths remain near 53.2M. The corrected distributed-load
+form assigns one consecutive coefficient to each lane and shuffles it to the
+four register slots. It reduces the compiled register counts for d3/d4/d5/d6
+to 103/105/103/106, with no local allocation, and produces the following
+five-process medians:
+
+| point | median ms | throughput/reuse-d4 |
+|:--|--:|--:|
+| radix-2 reuse d4 | 1.272627 | 1.000x |
+| vector d0 | 1.239081 | 1.027x |
+| distributed d3 | 1.316659 | 0.967x |
+| distributed d4 | 1.329910 | 0.957x |
+| distributed d5 | 1.238753 | 1.027x |
+| distributed d6 | **1.201336** | **1.059x** |
+
+The non-monotonic response is architectural: one or two distributed stages do
+not amortize coefficient shuffles, while covering stages 2--5 removes enough
+load instructions to expose the vector arithmetic gain. Unlike the first
+broadcast attempt, d6 keeps the plain core's 106-register footprint and two
+CTA/SM residency. A refreshed fixed-clock capture is still required before
+runtime promotion because the earlier d0 event/NCU rankings disagreed.
+
+The refreshed NCU pass confirms d6 at 1345.696 us, versus 1414.944 us for
+radix-2 reuse d4 and 1424.224 us for vector d0. Its 39.989M load sectors are
+25.1% below d0, while registers and active warps remain unchanged. Distributed
+d6 is therefore promoted as the selected dual-warp128 physical unit. The
+mature v0.6 control still leads fixed-clock replay at 1268.832 us, so global
+dispatch retains that boundary.
diff --git a/results/homogeneous_vector_radix4/distributed_load_event_summary.csv b/results/homogeneous_vector_radix4/distributed_load_event_summary.csv
new file mode 100644
index 0000000..e79dd6d
--- /dev/null
+++ b/results/homogeneous_vector_radix4/distributed_load_event_summary.csv
@@ -0,0 +1,31 @@
+trial,variant,kernel_ms
+1,warp128_coefficient_reuse4_dual,1.409188
+2,warp128_coefficient_reuse4_dual,1.272627
+3,warp128_coefficient_reuse4_dual,1.271501
+4,warp128_coefficient_reuse4_dual,1.269555
+5,warp128_coefficient_reuse4_dual,1.278423
+1,warp128_vector_radix4_dual,1.322988
+2,warp128_vector_radix4_dual,1.244590
+3,warp128_vector_radix4_dual,1.238426
+4,warp128_vector_radix4_dual,1.239081
+5,warp128_vector_radix4_dual,1.238917
+1,warp128_vector_radix4_distributed3_dual,1.318175
+2,warp128_vector_radix4_distributed3_dual,1.315164
+3,warp128_vector_radix4_distributed3_dual,1.316557
+4,warp128_vector_radix4_distributed3_dual,1.316659
+5,warp128_vector_radix4_distributed3_dual,1.317683
+1,warp128_vector_radix4_distributed4_dual,1.330360
+2,warp128_vector_radix4_distributed4_dual,1.330545
+3,warp128_vector_radix4_distributed4_dual,1.325466
+4,warp128_vector_radix4_distributed4_dual,1.329910
+5,warp128_vector_radix4_distributed4_dual,1.328845
+1,warp128_vector_radix4_distributed5_dual,1.238794
+2,warp128_vector_radix4_distributed5_dual,1.238200
+3,warp128_vector_radix4_distributed5_dual,1.238753
+4,warp128_vector_radix4_distributed5_dual,1.238610
+5,warp128_vector_radix4_distributed5_dual,1.240494
+1,warp128_vector_radix4_distributed6_dual,1.201336
+2,warp128_vector_radix4_distributed6_dual,1.201070
+3,warp128_vector_radix4_distributed6_dual,1.204183
+4,warp128_vector_radix4_distributed6_dual,1.196319
+5,warp128_vector_radix4_distributed6_dual,1.201541
diff --git a/results/homogeneous_vector_radix4/event_summary.csv b/results/homogeneous_vector_radix4/event_summary.csv
new file mode 100644
index 0000000..4fc8183
--- /dev/null
+++ b/results/homogeneous_vector_radix4/event_summary.csv
@@ -0,0 +1,10 @@
+trial,variant,kernel_ms
+1,v06,1.547223
+2,v06,1.451540
+3,v06,1.514537
+1,warp128_coefficient_reuse4_dual,1.320161
+2,warp128_coefficient_reuse4_dual,1.273754
+3,warp128_coefficient_reuse4_dual,1.275003
+1,warp128_vector_radix4_dual,1.238446
+2,warp128_vector_radix4_dual,1.238016
+3,warp128_vector_radix4_dual,1.239470
diff --git a/results/homogeneous_vector_radix4/reuse_event_summary.csv b/results/homogeneous_vector_radix4/reuse_event_summary.csv
new file mode 100644
index 0000000..8841ca4
--- /dev/null
+++ b/results/homogeneous_vector_radix4/reuse_event_summary.csv
@@ -0,0 +1,36 @@
+trial,variant,kernel_ms
+1,v06,1.499914
+2,v06,1.421046
+3,v06,1.464709
+4,v06,1.462518
+5,v06,1.426371
+1,warp128_coefficient_reuse4_dual,1.321492
+2,warp128_coefficient_reuse4_dual,1.272709
+3,warp128_coefficient_reuse4_dual,1.273815
+4,warp128_coefficient_reuse4_dual,1.270641
+5,warp128_coefficient_reuse4_dual,1.278341
+1,warp128_vector_radix4_dual,1.296282
+2,warp128_vector_radix4_dual,1.240924
+3,warp128_vector_radix4_dual,1.237791
+4,warp128_vector_radix4_dual,1.239183
+5,warp128_vector_radix4_dual,1.237750
+1,warp128_vector_radix4_reuse3_dual,1.333473
+2,warp128_vector_radix4_reuse3_dual,1.324769
+3,warp128_vector_radix4_reuse3_dual,1.327022
+4,warp128_vector_radix4_reuse3_dual,1.326797
+5,warp128_vector_radix4_reuse3_dual,1.333125
+1,warp128_vector_radix4_reuse4_dual,1.332961
+2,warp128_vector_radix4_reuse4_dual,1.331302
+3,warp128_vector_radix4_reuse4_dual,1.329726
+4,warp128_vector_radix4_reuse4_dual,1.327350
+5,warp128_vector_radix4_reuse4_dual,1.328415
+1,warp128_vector_radix4_reuse5_dual,1.286042
+2,warp128_vector_radix4_reuse5_dual,1.281823
+3,warp128_vector_radix4_reuse5_dual,1.283973
+4,warp128_vector_radix4_reuse5_dual,1.282028
+5,warp128_vector_radix4_reuse5_dual,1.285796
+1,warp128_vector_radix4_reuse6_dual,1.290076
+2,warp128_vector_radix4_reuse6_dual,1.287598
+3,warp128_vector_radix4_reuse6_dual,1.294029
+4,warp128_vector_radix4_reuse6_dual,1.292534
+5,warp128_vector_radix4_reuse6_dual,1.292083
diff --git a/results/homogeneous_warp_10x10/analysis.md b/results/homogeneous_warp_10x10/analysis.md
new file mode 100644
index 0000000..0edf049
--- /dev/null
+++ b/results/homogeneous_warp_10x10/analysis.md
@@ -0,0 +1,16 @@
+# Warp-Granular 10+10 Physical-Core Screen
+
+Median CUDA-event time across repeated trials; trial count, warmup, and repetitions are controlled by the benchmark environment.
+
+| bits | batch | v0.6 ms | best full packet | full ms | best half packet | half ms | selected mapping | selected ms | selected/v0.6 |
+|---:|---:|---:|---:|---:|---:|---:|---|---:|---:|
+| 32 | 1 | 0.147712 | static_io/t128 | 0.227277 | static_io_half/t128/r4/w11:9 | 0.176384 | static_io_half/t128/r4/w11:9 | 0.176384 | 0.837x |
+| 32 | 4 | 0.348723 | static_io/t128 | 0.593101 | static_io_half/t128/r4/w8:7 | 0.419430 | static_io_half/t128/r4/w8:7 | 0.419430 | 0.831x |
+| 32 | 16 | 1.014477 | static_io/t128 | 1.683968 | static_io_half/t128/r4/w17:13 | 1.233510 | static_io_half/t128/r4/w17:13 | 1.233510 | 0.822x |
+| 64 | 1 | 0.228454 | static_io/t128 | 0.398387 | static_io_half/t128/r2 | 0.442829 | static_io/t128 | 0.398387 | 0.573x |
+| 64 | 4 | 0.551475 | static_io/t128 | 0.877158 | static_io_half/t128/r2 | 0.935578 | static_io/t128 | 0.877158 | 0.629x |
+| 64 | 16 | 1.840640 | static_io/t128 | 2.917939 | static_io_half/t128/r2 | 3.188071 | static_io/t128 | 2.917939 | 0.631x |
+
+## Interpretation
+
+Full packets fill 32-byte sectors; half packets trade transaction packing for one additional resident 128-thread CTA. The selected mapping jointly searches IO mode, shared layout, packet width, CTA width, and producer/consumer role balance.
diff --git a/results/homogeneous_warp_10x10/raw.csv b/results/homogeneous_warp_10x10/raw.csv
new file mode 100644
index 0000000..0f81e03
--- /dev/null
+++ b/results/homogeneous_warp_10x10/raw.csv
@@ -0,0 +1,217 @@
+trial,variant,scan_threads,scan_units,scan_resident,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+1,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.785440,0.147712,0.148233,0.000521,0,0,0,0,0,7,natural,natural,"",0.757472,6769.930348,591.497572,7098786484.087368,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.790752,0.441958,0.442541,0.000583,0,0,0,0,0,7,natural,natural,"",0.725696,2262.656560,510.619249,2372567364.571897,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.786048,0.301619,0.302237,0.000617,0,0,0,0,0,7,natural,natural,"",0.751744,3315.438784,543.652239,3476489538.463150,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.781696,0.357171,0.357797,0.000626,0,0,0,0,0,7,natural,natural,"",0.716832,2799.777750,538.880436,2935779753.499573,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.780384,0.232653,0.233186,0.000533,0,0,0,0,0,7,natural,natural,"",0.759424,4298.250196,564.187375,4507041997.879468,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.792416,0.253696,0.254225,0.000529,0,0,0,0,0,7,natural,natural,"",0.746752,3941.725613,557.766793,4133198876.824951,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.793824,0.227430,0.227924,0.000494,0,0,0,0,0,7,natural,natural,"",0.728928,4396.949798,571.369007,4610536031.236104,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.803904,0.231936,0.232504,0.000568,0,0,0,0,0,7,natural,natural,"",0.758336,4311.534072,557.358917,4520971151.594460,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.782048,0.202854,0.203362,0.000508,0,0,0,0,0,7,natural,natural,"",0.728000,4929.644243,583.804436,5169106641.496040,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.788032,0.249805,0.250331,0.000526,0,0,0,0,0,7,natural,natural,"",0.735488,4003.125485,563.912487,4197581308.795686,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","11+9","full-scratch","1",8,0,3,20,0.788576,0.175411,0.175970,0.000559,0,0,0,0,0,7,natural,natural,"",0.731072,5700.890428,589.949893,5977816881.145083,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.784096,0.229581,0.230134,0.000553,0,0,0,0,0,7,natural,natural,"",0.730080,4355.764853,573.474461,4567350486.224393,fused,shoup,-1
+2,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.789760,0.147763,0.148278,0.000515,0,0,0,0,0,7,natural,natural,"",0.738048,6767.584547,596.811397,7096326733.507049,fused,shoup,-1
+2,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.793120,0.442266,0.442744,0.000478,0,0,0,0,0,7,natural,natural,"",0.725312,2261.084742,510.022550,2370919194.439935,fused,shoup,-1
+2,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.797696,0.301312,0.301886,0.000574,0,0,0,0,0,7,natural,natural,"",0.754208,3318.819036,539.602501,3480033989.795609,fused,shoup,-1
+2,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.780576,0.356915,0.357565,0.000650,0,0,0,0,0,7,natural,natural,"",0.753600,2801.785926,528.795227,2937885478.690327,fused,shoup,-1
+2,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.785504,0.233062,0.233596,0.000534,0,0,0,0,0,7,natural,natural,"",0.722240,4290.696097,574.446427,4499120950.425669,fused,shoup,-1
+2,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.792480,0.253645,0.254265,0.000620,0,0,0,0,0,7,natural,natural,"",0.734048,3942.521285,561.743221,4134033198.674595,fused,shoup,-1
+2,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.782528,0.227226,0.227717,0.000491,0,0,0,0,0,7,natural,natural,"",0.718976,4400.912829,578.459468,4614691571.034697,fused,shoup,-1
+2,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.781568,0.232960,0.233437,0.000477,0,0,0,0,0,7,natural,natural,"",0.725696,4292.582131,574.638656,4501098600.935083,fused,shoup,-1
+2,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.795456,0.203315,0.203885,0.000569,0,0,0,0,0,7,natural,natural,"",0.725472,4918.471095,579.964597,5157390747.420470,fused,shoup,-1
+2,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.784288,0.250214,0.250715,0.000501,0,0,0,0,0,7,natural,natural,"",0.719296,3996.572573,570.190975,4190710082.113894,fused,shoup,-1
+2,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","11+9","full-scratch","1",8,0,3,20,0.782240,0.176640,0.177151,0.000511,0,0,0,0,0,7,natural,natural,"",0.727808,5661.231758,592.877885,5936231752.334338,fused,shoup,-1
+2,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.787584,0.229734,0.230248,0.000513,0,0,0,0,0,7,natural,natural,"",0.718528,4352.852857,576.087848,4564297036.913673,fused,shoup,-1
+3,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.780960,0.147610,0.148171,0.000561,0,0,0,0,0,7,natural,natural,"",0.726880,6774.626831,604.065490,7103711104.434694,fused,shoup,-1
+3,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.787936,0.442266,0.442737,0.000472,0,0,0,0,0,7,natural,natural,"",0.728928,2261.084742,510.430754,2370919194.439935,fused,shoup,-1
+3,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.782144,0.300698,0.301238,0.000541,0,0,0,0,0,7,natural,natural,"",0.724480,3325.600261,553.304964,3487144619.213762,fused,shoup,-1
+3,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.782208,0.357530,0.358052,0.000522,0,0,0,0,0,7,natural,natural,"",0.756512,2796.971368,527.356738,2932837048.784908,fused,shoup,-1
+3,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.785760,0.233267,0.233821,0.000554,0,0,0,0,0,7,natural,natural,"",0.725088,4286.928995,573.356621,4495170858.358771,fused,shoup,-1
+3,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.780832,0.253542,0.254020,0.000477,0,0,0,0,0,7,natural,natural,"",0.721568,3944.113591,569.494771,4135702853.272377,fused,shoup,-1
+3,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.783008,0.227277,0.227883,0.000607,0,0,0,0,0,7,natural,natural,"",0.719744,4399.921113,578.025057,4613651681.483067,fused,shoup,-1
+3,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.782304,0.232653,0.233155,0.000502,0,0,0,0,0,7,natural,natural,"",0.728768,4298.250196,573.484993,4507041997.879468,fused,shoup,-1
+3,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.800480,0.208230,0.208817,0.000587,0,0,0,0,0,7,natural,natural,"",0.750848,4802.372617,568.324413,5035652669.134183,fused,shoup,-1
+3,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.802272,0.250061,0.250553,0.000492,0,0,0,0,0,7,natural,natural,"",0.747296,3999.027489,555.670149,4193284247.990382,fused,shoup,-1
+3,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","11+9","full-scratch","1",8,0,3,20,0.784704,0.176384,0.176919,0.000535,0,0,0,0,0,7,natural,natural,"",0.746368,5669.448413,585.666621,5944847538.818257,fused,shoup,-1
+3,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,0.783104,0.229837,0.230412,0.000576,0,0,0,0,0,7,natural,natural,"",0.723648,4350.913500,575.841556,4562263474.001896,fused,shoup,-1
+1,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.816064,0.349952,0.350504,0.000552,0,0,0,0,0,7,natural,natural,"",2.603520,11430.138589,693.296676,11985369000.817461,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.814752,1.257421,1.257905,0.000484,0,0,0,0,0,7,natural,natural,"",2.609760,3181.114921,598.629176,3335640759.615510,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.818080,0.831027,0.831523,0.000496,0,0,0,0,0,7,natural,natural,"",2.608960,4813.320133,639.174997,5047131972.029625,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.819520,0.967526,0.968034,0.000507,0,0,0,0,0,7,natural,natural,"",2.603168,4134.253961,625.957084,4335079481.633277,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.819104,0.700979,0.701561,0.000582,0,0,0,0,0,7,natural,natural,"",2.612960,5706.303629,652.204762,5983493034.396303,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.840928,0.755968,0.756463,0.000495,0,0,0,0,0,7,natural,natural,"",2.604352,5291.229436,645.031447,5548256196.793229,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.825184,0.592845,0.593340,0.000496,0,0,0,0,0,7,natural,natural,"",2.617184,6747.127923,662.776953,7074876408.909215,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.822464,0.613939,0.614437,0.000498,0,0,0,0,0,7,natural,natural,"",2.612896,6515.303504,661.233627,6831790887.125772,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.826880,0.576051,0.576541,0.000490,0,0,0,0,0,7,natural,natural,"",2.598688,6943.827510,666.486822,7281130874.652946,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.828704,0.723712,0.724250,0.000538,0,0,0,0,0,7,natural,natural,"",2.626240,5527.060281,647.389966,5795542761.620386,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","8+7","full-scratch","1",8,0,3,20,2.829888,0.419430,0.419919,0.000488,0,0,0,0,0,7,natural,natural,"",2.621056,9536.743053,681.387523,9999999883.139027,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.822944,0.624486,0.624901,0.000415,0,0,0,0,0,7,natural,natural,"",2.615232,6405.263725,659.776151,6716405815.751870,fused,shoup,-1
+2,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.815680,0.348723,0.349211,0.000488,0,0,0,0,0,7,natural,natural,"",2.613536,11470.415408,692.288362,12027602306.336721,fused,shoup,-1
+2,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.815904,1.255680,1.256191,0.000511,0,0,0,0,0,7,natural,natural,"",2.607008,3185.525063,598.928650,3340265128.731093,fused,shoup,-1
+2,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.816192,0.831642,0.832208,0.000566,0,0,0,0,0,7,natural,natural,"",2.607392,4809.764467,639.465352,5043403586.109859,fused,shoup,-1
+2,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.819520,0.966502,0.967013,0.000511,0,0,0,0,0,7,natural,natural,"",2.608384,4138.634452,625.546742,4339672759.132270,fused,shoup,-1
+2,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.815232,0.701184,0.701773,0.000589,0,0,0,0,0,7,natural,natural,"",2.608000,5704.636934,653.123492,5981745377.934471,fused,shoup,-1
+2,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.813568,0.757965,0.758476,0.000511,0,0,0,0,0,7,natural,natural,"",2.605824,5277.289992,647.526129,5533639630.851130,fused,shoup,-1
+2,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.827296,0.593101,0.593635,0.000534,0,0,0,0,0,7,natural,natural,"",2.603488,6744.216317,664.023326,7071823368.855283,fused,shoup,-1
+2,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.837312,0.613734,0.614297,0.000563,0,0,0,0,0,7,natural,natural,"",2.618496,6517.477644,659.028278,6834070637.956777,fused,shoup,-1
+2,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.812832,0.578765,0.579256,0.000492,0,0,0,0,0,7,natural,natural,"",2.611712,6911.270391,666.299215,7246992262.012745,fused,shoup,-1
+2,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.812960,0.722893,0.723369,0.000476,0,0,0,0,0,7,natural,natural,"",2.610272,5533.323730,650.816607,5802110463.836920,fused,shoup,-1
+2,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","8+7","full-scratch","1",8,0,3,20,2.821760,0.419430,0.419939,0.000508,0,0,0,0,0,7,natural,natural,"",2.605312,9536.743053,684.169729,9999999883.139027,fused,shoup,-1
+2,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.817408,0.624179,0.624739,0.000560,0,0,0,0,0,7,natural,natural,"",2.607456,6408.415592,661.261592,6719710788.270806,fused,shoup,-1
+3,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.824640,0.347597,0.348158,0.000562,0,0,0,0,0,7,natural,natural,"",2.619040,11507.585987,690.693971,12066578483.959026,fused,shoup,-1
+3,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.817312,1.256704,1.257227,0.000523,0,0,0,0,0,7,natural,natural,"",2.603168,3182.929080,599.054922,3337543043.437497,fused,shoup,-1
+3,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.822208,0.830464,0.830946,0.000481,0,0,0,0,0,7,natural,natural,"",2.614400,4816.584432,638.256605,5050554837.262147,fused,shoup,-1
+3,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.830944,0.966912,0.967370,0.000458,0,0,0,0,0,7,natural,natural,"",2.618112,4136.881244,623.444494,4337834387.543751,fused,shoup,-1
+3,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.832928,0.700774,0.701264,0.000490,0,0,0,0,0,7,natural,natural,"",2.615296,5707.971299,650.512469,5985241712.364580,fused,shoup,-1
+3,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.835744,0.757299,0.757818,0.000518,0,0,0,0,0,7,natural,natural,"",2.605408,5281.928306,645.322512,5538503254.974668,fused,shoup,-1
+3,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.822560,0.593101,0.593596,0.000495,0,0,0,0,0,7,natural,natural,"",2.607424,6744.216317,664.111511,7071823368.855283,fused,shoup,-1
+3,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.818208,0.613581,0.614138,0.000557,0,0,0,0,0,7,natural,natural,"",2.603104,6519.108568,662.812092,6835780785.766868,fused,shoup,-1
+3,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.829376,0.579635,0.580157,0.000521,0,0,0,0,0,7,natural,natural,"",2.621248,6900.892113,663.321405,7236109848.273848,fused,shoup,-1
+3,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.819040,0.720742,0.721227,0.000485,0,0,0,0,0,7,natural,natural,"",2.609024,5549.833027,650.532748,5819421715.775430,fused,shoup,-1
+3,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","8+7","full-scratch","1",8,0,3,20,2.824576,0.419277,0.419772,0.000496,0,0,0,0,0,7,natural,natural,"",2.601888,9540.236818,684.258889,10003663361.929745,fused,shoup,-1
+3,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,2.822272,0.623718,0.624231,0.000512,0,0,0,0,0,7,natural,natural,"",2.616576,6413.150746,659.786588,6724675956.734247,fused,shoup,-1
+1,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.904864,1.108736,1.109313,0.000577,0,0,0,0,0,7,natural,natural,"",10.149472,14430.846882,721.921563,15131839700.201445,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.905216,4.599757,4.600223,0.000466,0,0,0,0,0,7,natural,natural,"",10.134016,3478.444836,624.049568,3647413772.016866,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.902432,4.436070,4.436553,0.000482,0,0,0,0,0,7,natural,natural,"",10.135968,3606.795746,628.079772,3781999456.185531,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.890880,3.114445,3.114900,0.000455,0,0,0,0,0,7,natural,natural,"",10.124384,5137.352361,663.083026,5386904389.097452,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.887040,2.076979,2.077448,0.000469,0,0,0,0,0,7,natural,natural,"",10.125568,7703.495685,692.953041,8077700691.761058,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.892160,2.398515,2.399013,0.000498,0,0,0,0,0,7,natural,natural,"",10.124480,6670.793596,683.318107,6994834066.062551,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.886176,1.684070,1.684568,0.000498,0,0,0,0,0,7,natural,natural,"",10.132576,9500.790755,704.758188,9962301166.668154,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.888288,1.689754,1.690256,0.000503,0,0,0,0,0,7,natural,natural,"",10.126752,9468.836545,704.697022,9928794749.181498,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.888064,2.036377,2.036863,0.000486,0,0,0,0,0,7,natural,natural,"",10.129248,7857.089636,694.032077,8238755622.189238,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.887616,2.245530,2.246016,0.000487,0,0,0,0,0,7,natural,natural,"",10.136992,7125.267746,687.576490,7471384752.249047,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","17+13","full-scratch","1",8,0,3,20,10.892352,1.231718,1.232184,0.000466,0,0,0,0,0,7,natural,natural,"",10.127648,12989.981904,719.045575,13620983265.492838,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.886688,1.836390,1.836877,0.000487,0,0,0,0,0,7,natural,natural,"",10.126944,8712.743853,700.218135,9135974098.611597,fused,shoup,-1
+2,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.889056,1.004134,1.004609,0.000474,0,0,0,0,0,7,natural,natural,"",10.125600,15934.121703,726.652084,16708137598.886894,fused,shoup,-1
+2,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.891488,4.136039,4.136508,0.000470,0,0,0,0,0,7,natural,natural,"",10.130240,3868.435682,635.986485,4056348813.813207,fused,shoup,-1
+2,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.891584,4.467712,4.468184,0.000473,0,0,0,0,0,7,natural,natural,"",10.136320,3581.251492,627.558861,3755214364.699139,fused,shoup,-1
+2,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.884928,3.114445,3.114962,0.000517,0,0,0,0,0,7,natural,natural,"",10.131296,5137.352361,663.056637,5386904389.097452,fused,shoup,-1
+2,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.893120,2.076826,2.077344,0.000519,0,0,0,0,0,7,natural,natural,"",10.129600,7704.065212,692.654336,8078297883.356802,fused,shoup,-1
+2,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.891456,2.379673,2.380154,0.000480,0,0,0,0,0,7,natural,natural,"",10.127712,6723.611507,683.794541,7050217659.709166,fused,shoup,-1
+2,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.891840,1.683968,1.684399,0.000431,0,0,0,0,0,7,natural,natural,"",10.127360,9501.368491,704.747452,9962906966.445131,fused,shoup,-1
+2,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.893472,1.689088,1.689618,0.000530,0,0,0,0,0,7,natural,natural,"",10.130784,9472.566849,704.431725,9932706256.624662,fused,shoup,-1
+2,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.894144,2.048256,2.048789,0.000533,0,0,0,0,0,7,natural,natural,"",10.134528,7811.523863,693.333181,8190976446.263815,fused,shoup,-1
+2,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.887712,2.244710,2.245186,0.000476,0,0,0,0,0,7,natural,natural,"",10.127264,7127.868110,687.885469,7474111431.320963,fused,shoup,-1
+2,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","17+13","full-scratch","1",8,0,3,20,10.886208,1.233510,1.234083,0.000572,0,0,0,0,0,7,natural,natural,"",10.128896,12971.111005,719.145930,13601195692.973959,fused,shoup,-1
+2,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.891616,1.837927,1.838438,0.000511,0,0,0,0,0,7,natural,natural,"",10.127264,8705.462345,700.010304,9128338884.137493,fused,shoup,-1
+3,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.883456,1.014477,1.015019,0.000542,0,0,0,0,0,7,natural,natural,"",10.130240,15771.676964,726.342565,16537801943.693853,fused,shoup,-1
+3,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.888544,4.123494,4.124027,0.000533,0,0,0,0,0,7,natural,natural,"",10.131744,3880.204367,636.340214,4068689173.986661,fused,shoup,-1
+3,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.886016,4.409344,4.409802,0.000458,0,0,0,0,0,7,natural,natural,"",10.127744,3628.657525,629.348805,3804923193.341022,fused,shoup,-1
+3,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.888064,3.025306,3.025952,0.000646,0,0,0,0,0,7,natural,natural,"",10.133728,5288.722064,665.360953,5545627027.400552,fused,shoup,-1
+3,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.886784,2.097049,2.097613,0.000563,0,0,0,0,0,7,natural,natural,"",10.135872,7629.767534,692.050354,8000391122.040942,fused,shoup,-1
+3,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.894496,2.392269,2.392697,0.000428,0,0,0,0,0,7,natural,natural,"",10.118848,6688.212024,683.596724,7013098610.855876,fused,shoup,-1
+3,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.889728,1.683098,1.683668,0.000571,0,0,0,0,0,7,natural,natural,"",10.126784,9506.281746,704.857940,9968058887.768023,fused,shoup,-1
+3,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.890240,1.688473,1.688991,0.000517,0,0,0,0,0,7,natural,natural,"",10.131040,9476.015081,704.543116,9936321989.692419,fused,shoup,-1
+3,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.889440,2.027622,2.028075,0.000452,0,0,0,0,0,7,natural,natural,"",10.130560,7891.015367,694.214788,8274329329.083488,fused,shoup,-1
+3,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.886144,2.243021,2.243561,0.000541,0,0,0,0,0,7,natural,natural,"",10.136864,7133.237549,687.697955,7479741695.862556,fused,shoup,-1
+3,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","17+13","full-scratch","1",8,0,3,20,10.887264,1.235046,1.235524,0.000478,0,0,0,0,0,7,natural,natural,"",10.131904,12954.978997,718.964947,13584280056.535706,fused,shoup,-1
+3,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,10.887840,1.959782,1.960233,0.000450,0,0,0,0,0,7,natural,natural,"",10.141536,8164.171854,695.980241,8560754666.152468,fused,shoup,-1
+1,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.419680,0.228813,0.229267,0.000454,0,0,0,0,0,7,natural,natural,"",1.348736,4370.385180,333.641526,4582681010.512156,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.420288,0.855552,0.856014,0.000462,0,0,0,0,0,7,natural,natural,"",1.345984,1168.836002,276.103977,1225613379.806756,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.416864,0.487270,0.487861,0.000591,0,0,0,0,0,7,natural,natural,"",1.348320,2052.248545,307.460108,2151938570.634202,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.419936,0.494131,0.494620,0.000488,0,0,0,0,0,7,natural,natural,"",1.349632,2023.754107,306.400791,2122059986.090232,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.416768,0.407808,0.408430,0.000622,0,0,0,0,0,7,natural,natural,"",1.365760,2452.134303,313.446616,2571249178.686043,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.415968,0.434739,0.435226,0.000487,0,0,0,0,0,7,natural,natural,"",1.344512,2300.229643,312.967580,2411965598.102530,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.415520,0.398438,0.398997,0.000558,0,0,0,0,0,7,natural,natural,"",1.369568,2509.798290,314.117081,2631714251.455005,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.417120,0.412058,0.412522,0.000464,0,0,0,0,0,7,natural,natural,"",1.348128,2426.845305,314.732088,2544731742.721547,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.416160,0.445696,0.446150,0.000454,0,0,0,0,0,7,natural,natural,"",1.345568,2243.681661,311.776682,2352670741.102303,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.416192,0.457370,0.457829,0.000459,0,0,0,0,0,7,natural,natural,"",1.378688,2186.415416,307.479470,2292622730.897130,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.424128,0.442829,0.443390,0.000562,0,0,0,0,0,7,natural,natural,"",1.347936,2258.209020,311.052353,2367903781.158041,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.426560,0.461005,0.461610,0.000605,0,0,0,0,0,7,natural,natural,"",1.367648,2169.174841,307.199574,2274544678.183647,fused,shoup,-1
+2,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.416608,0.228301,0.228810,0.000509,0,0,0,0,0,7,natural,natural,"",1.378976,4380.185951,330.700432,4592957863.977618,fused,shoup,-1
+2,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.417792,0.855296,0.855849,0.000553,0,0,0,0,0,7,natural,natural,"",1.345344,1169.185851,276.362806,1225980222.874603,fused,shoup,-1
+2,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.419040,0.487219,0.487687,0.000467,0,0,0,0,0,7,natural,natural,"",1.346592,2052.464335,307.422618,2152164842.977367,fused,shoup,-1
+2,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.423264,0.494541,0.495047,0.000506,0,0,0,0,0,7,natural,natural,"",1.347136,2022.077933,306.284264,2120302391.120183,fused,shoup,-1
+2,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.417632,0.408013,0.408516,0.000503,0,0,0,0,0,7,natural,natural,"",1.348416,2450.903457,315.053830,2569958543.117713,fused,shoup,-1
+2,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.418016,0.435610,0.436073,0.000463,0,0,0,0,0,7,natural,natural,"",1.344864,2295.633632,312.647575,2407146330.894285,fused,shoup,-1
+2,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.418944,0.398387,0.398941,0.000554,0,0,0,0,0,7,natural,natural,"",1.348320,2510.120847,315.890771,2632052477.175654,fused,shoup,-1
+2,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.415488,0.411494,0.412061,0.000566,0,0,0,0,0,7,natural,natural,"",1.344320,2430.166705,315.327854,2548214482.650503,fused,shoup,-1
+2,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.416128,0.446259,0.446827,0.000568,0,0,0,0,0,7,natural,natural,"",1.345664,2240.850158,311.715717,2349701695.009755,fused,shoup,-1
+2,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.419328,0.458650,0.459231,0.000581,0,0,0,0,0,7,natural,natural,"",1.346848,2180.313802,310.094292,2286224724.782754,fused,shoup,-1
+2,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.422240,0.442675,0.443192,0.000517,0,0,0,0,0,7,natural,natural,"",1.347104,2258.992582,311.330645,2368725405.653199,fused,shoup,-1
+2,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.421024,0.460186,0.460759,0.000574,0,0,0,0,0,7,natural,natural,"",1.356992,2173.036189,308.813387,2278593595.255622,fused,shoup,-1
+3,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.416448,0.228454,0.228994,0.000540,0,0,0,0,0,7,natural,natural,"",1.341408,4377.241222,334.861372,4589870091.225965,fused,shoup,-1
+3,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.415616,0.854221,0.854766,0.000546,0,0,0,0,0,7,natural,natural,"",1.347168,1170.657588,276.471851,1227523450.488946,fused,shoup,-1
+3,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.416992,0.486707,0.487139,0.000432,0,0,0,0,0,7,natural,natural,"",1.342784,2054.623351,308.025619,2154428735.162864,fused,shoup,-1
+3,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.424320,0.495155,0.495625,0.000470,0,0,0,0,0,7,natural,natural,"",1.352896,2019.568873,305.588809,2117671450.867791,fused,shoup,-1
+3,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.415776,0.408013,0.408564,0.000551,0,0,0,0,0,7,natural,natural,"",1.344256,2450.903457,315.652095,2569958543.117713,fused,shoup,-1
+3,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.425888,0.434842,0.435379,0.000538,0,0,0,0,0,7,natural,natural,"",1.360224,2299.688120,310.467069,2411397769.976305,fused,shoup,-1
+3,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.419776,0.398285,0.398801,0.000516,0,0,0,0,0,7,natural,natural,"",1.346112,2510.766210,316.038369,2632729189.494935,fused,shoup,-1
+3,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.417568,0.411853,0.412356,0.000504,0,0,0,0,0,7,natural,natural,"",1.378624,2428.052100,311.716354,2545997158.565232,fused,shoup,-1
+3,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.416288,0.447283,0.447759,0.000475,0,0,0,0,0,7,natural,natural,"",1.341952,2235.719967,311.961555,2344322300.452002,fused,shoup,-1
+3,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.417344,0.459571,0.460076,0.000505,0,0,0,0,0,7,natural,natural,"",1.348960,2175.941340,309.993391,2281639866.490202,fused,shoup,-1
+3,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.417472,0.443085,0.443644,0.000559,0,0,0,0,0,7,natural,natural,"",1.342272,2256.904290,312.223989,2366535672.896895,fused,shoup,-1
+3,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,1.416064,0.460902,0.461393,0.000490,0,0,0,0,0,7,natural,natural,"",1.367712,2169.656777,308.196951,2275050024.114086,fused,shoup,-1
+1,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.476384,0.611021,0.611573,0.000552,0,0,0,0,0,7,natural,natural,"",5.121504,6546.421951,356.859001,6864420943.292258,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.477184,2.557645,2.558110,0.000466,0,0,0,0,0,7,natural,natural,"",5.111968,1563.938797,304.256625,1639908687.771474,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.463680,1.263206,1.263720,0.000514,0,0,0,0,0,7,natural,natural,"",5.106912,3166.545165,338.014888,3320363262.701053,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.463392,1.218355,1.218884,0.000529,0,0,0,0,0,7,natural,natural,"",5.112064,3283.114866,339.160942,3442595453.993541,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.469600,1.008435,1.008953,0.000518,0,0,0,0,0,7,natural,natural,"",5.109280,3966.541705,345.205067,4159220434.440544,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.472384,1.054515,1.055067,0.000552,0,0,0,0,0,7,natural,natural,"",5.110784,3793.212550,343.711025,3977471642.707808,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.496608,0.877158,0.877713,0.000555,0,0,0,0,0,7,natural,natural,"",5.114400,4560.180073,348.184383,4781695379.956137,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.488640,0.896768,0.897292,0.000524,0,0,0,0,0,7,natural,natural,"",5.118112,4460.462591,347.719658,4677134021.367779,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.501408,1.015910,1.016440,0.000529,0,0,0,0,0,7,natural,natural,"",5.114112,3937.355156,343.895795,4128616119.600933,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.473664,1.030861,1.031313,0.000453,0,0,0,0,0,7,natural,natural,"",5.118432,3880.252379,344.146513,4068739518.062531,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.461216,0.935270,0.935797,0.000527,0,0,0,0,0,7,natural,natural,"",5.127456,4276.837883,347.103430,4484589559.856414,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.477216,0.969626,0.970183,0.000558,0,0,0,0,0,7,natural,natural,"",5.106752,4125.303655,346.212637,4325694405.761434,fused,shoup,-1
+2,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.503232,0.551475,0.551986,0.000510,0,0,0,0,0,7,natural,natural,"",5.118304,7253.273107,358.005556,7605608101.502148,fused,shoup,-1
+2,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.485216,2.306458,2.306951,0.000493,0,0,0,0,0,7,natural,natural,"",5.112160,1734.261293,309.985392,1818504769.536108,fused,shoup,-1
+2,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.494208,1.278976,1.279441,0.000465,0,0,0,0,0,7,natural,natural,"",5.112800,3127.502091,336.530826,3279423632.183497,fused,shoup,-1
+2,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.500224,1.215334,1.215808,0.000474,0,0,0,0,0,7,natural,natural,"",5.111648,3291.275183,338.203274,3451152165.797937,fused,shoup,-1
+2,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.461344,1.013299,1.013820,0.000521,0,0,0,0,0,7,natural,natural,"",5.112416,3947.501285,345.212713,4139255107.701611,fused,shoup,-1
+2,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.463648,1.054259,1.054775,0.000516,0,0,0,0,0,7,natural,natural,"",5.113696,3794.133428,343.890688,3978437252.907274,fused,shoup,-1
+2,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.461856,0.877517,0.877992,0.000475,0,0,0,0,0,7,natural,natural,"",5.110560,4558.316947,349.347032,4779741750.615155,fused,shoup,-1
+2,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.461856,0.897382,0.897921,0.000538,0,0,0,0,0,7,natural,natural,"",5.108064,4457.408676,348.817869,4673931759.887531,fused,shoup,-1
+2,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.458272,1.019392,1.019860,0.000468,0,0,0,0,0,7,natural,natural,"",5.103040,3923.907532,345.402138,4114515264.244884,fused,shoup,-1
+2,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.465440,1.031629,1.032116,0.000487,0,0,0,0,0,7,natural,natural,"",5.105568,3877.363464,344.749228,4065710271.383290,fused,shoup,-1
+2,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.469472,0.936653,0.937180,0.000527,0,0,0,0,0,7,natural,natural,"",5.109376,4270.525949,347.357889,4477971017.055539,fused,shoup,-1
+2,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.470656,0.971930,0.972374,0.000444,0,0,0,0,0,7,natural,natural,"",5.126880,4115.524123,345.737658,4315439822.590005,fused,shoup,-1
+3,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.468992,0.551219,0.551815,0.000596,0,0,0,0,0,7,natural,natural,"",5.111456,7256.641735,359.335209,7609140363.480967,fused,shoup,-1
+3,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.463200,2.309376,2.309935,0.000559,0,0,0,0,0,7,natural,natural,"",5.112096,1732.069614,310.446399,1816206627.908808,fused,shoup,-1
+3,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.466848,1.284096,1.284633,0.000536,0,0,0,0,0,7,natural,natural,"",5.108384,3115.031892,337.287238,3266347680.840805,fused,shoup,-1
+3,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.503936,1.215539,1.216067,0.000528,0,0,0,0,0,7,natural,natural,"",5.116640,3290.720648,337.948724,3450570694.352535,fused,shoup,-1
+3,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.478336,1.009306,1.009768,0.000463,0,0,0,0,0,7,natural,natural,"",5.111840,3963.120798,344.843008,4155633353.427659,fused,shoup,-1
+3,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.485664,1.055642,1.056124,0.000482,0,0,0,0,0,7,natural,natural,"",5.110976,3789.165052,343.280408,3973227533.284858,fused,shoup,-1
+3,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.472032,0.876902,0.877400,0.000498,0,0,0,0,0,7,natural,natural,"",5.113312,4561.511057,348.971739,4783091017.971272,fused,shoup,-1
+3,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.484384,0.897536,0.898081,0.000545,0,0,0,0,0,7,natural,natural,"",5.126336,4456.645851,347.576553,4673131879.547262,fused,shoup,-1
+3,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.481856,1.015347,1.015784,0.000437,0,0,0,0,0,7,natural,natural,"",5.111584,3939.538941,344.566568,4130905984.705571,fused,shoup,-1
+3,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.470304,1.030810,1.031280,0.000470,0,0,0,0,0,7,natural,natural,"",5.110400,3880.444887,344.485659,4068941377.383151,fused,shoup,-1
+3,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.482112,0.935578,0.936098,0.000521,0,0,0,0,0,7,natural,natural,"",5.126464,4275.433831,346.495742,4483117304.489498,fused,shoup,-1
+3,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,5.487712,0.973261,0.973759,0.000498,0,0,0,0,0,7,natural,natural,"",5.119008,4109.895480,345.423718,4309537763.215304,fused,shoup,-1
+1,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.609440,1.840640,1.841118,0.000478,0,0,0,0,0,7,natural,natural,"",20.169632,8692.628330,366.806641,9114881443.244764,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.637888,8.224921,8.225381,0.000460,0,0,0,0,0,7,natural,natural,"",20.166080,1945.307385,319.815213,2039802636.156835,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.618879,6.787584,6.788074,0.000490,0,0,0,0,0,7,natural,natural,"",20.163296,2357.245289,329.423089,2471750835.821602,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.631424,5.778125,5.778600,0.000476,0,0,0,0,0,7,natural,natural,"",20.165537,2769.064451,336.310482,2903574525.267780,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.634464,3.616461,3.616920,0.000459,0,0,0,0,0,7,natural,natural,"",20.167105,4424.214967,352.283005,4639125633.328358,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.614817,3.539763,3.540313,0.000550,0,0,0,0,0,7,natural,natural,"",20.164608,4520.076356,353.051340,4739643584.677497,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.633440,2.918656,2.919158,0.000502,0,0,0,0,0,7,natural,natural,"",20.163649,5481.975505,357.815802,5748267947.231642,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.634592,2.968371,2.968923,0.000552,0,0,0,0,0,7,natural,natural,"",20.163263,5390.161532,357.412300,5651994018.246219,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.630625,3.630541,3.630983,0.000442,0,0,0,0,0,7,natural,natural,"",20.161184,4407.056874,352.249499,4621134068.844502,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.637377,3.651277,3.651746,0.000469,0,0,0,0,0,7,natural,natural,"",20.163456,4382.028742,352.018864,4594890170.087364,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.648031,3.192678,3.193105,0.000426,0,0,0,0,0,7,natural,natural,"",20.165695,5011.466154,355.504956,5254903133.736348,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.636255,3.235430,3.235898,0.000468,0,0,0,0,0,7,natural,natural,"",20.158272,4945.246113,355.319012,5185466388.054748,fused,shoup,-1
+2,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.650784,1.823693,1.824192,0.000499,0,0,0,0,0,7,natural,natural,"",20.157536,8773.406884,366.703236,9199583897.063225,fused,shoup,-1
+2,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.619904,8.238489,8.238986,0.000497,0,0,0,0,0,7,natural,natural,"",20.166464,1942.103668,319.840997,2036443295.912038,fused,shoup,-1
+2,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.633345,6.760090,6.760573,0.000483,0,0,0,0,0,7,natural,natural,"",20.167456,2366.832438,329.483252,2481803690.785654,fused,shoup,-1
+2,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.641760,5.752627,5.753049,0.000422,0,0,0,0,0,7,natural,natural,"",20.162785,2781.337807,336.437164,2916444072.059545,fused,shoup,-1
+2,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.631104,3.605094,3.605610,0.000516,0,0,0,0,0,7,natural,natural,"",20.167999,4438.163909,352.390329,4653752158.948610,fused,shoup,-1
+2,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.615360,3.530035,3.530525,0.000490,0,0,0,0,0,7,natural,natural,"",20.165983,4532.532939,353.112188,4752705259.317413,fused,shoup,-1
+2,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.633793,2.917734,2.918242,0.000508,0,0,0,0,0,7,natural,natural,"",20.168480,5483.706839,357.781696,5750083382.817510,fused,shoup,-1
+2,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.617376,2.967091,2.967561,0.000470,0,0,0,0,0,7,natural,natural,"",20.162848,5392.486968,357.563354,5654432414.679706,fused,shoup,-1
+2,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.623936,3.636531,3.636955,0.000424,0,0,0,0,0,7,natural,natural,"",20.176577,4399.797361,352.135588,4613521917.286212,fused,shoup,-1
+2,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.626240,3.658189,3.658668,0.000479,0,0,0,0,0,7,natural,natural,"",20.173281,4373.749369,351.975503,4586208618.384983,fused,shoup,-1
+2,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.635872,3.188071,3.188652,0.000582,0,0,0,0,0,7,natural,natural,"",20.170336,5018.709536,355.600771,5262498370.829759,fused,shoup,-1
+2,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.650944,3.210752,3.211215,0.000463,0,0,0,0,0,7,natural,natural,"",20.173759,4983.256243,355.275636,5225322898.168914,fused,shoup,-1
+3,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.638880,1.842739,1.843203,0.000464,0,0,0,0,0,7,natural,natural,"",20.168097,8682.726684,366.554509,9104498815.069670,fused,shoup,-1
+3,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.622528,8.229273,8.229806,0.000534,0,0,0,0,0,7,natural,natural,"",20.163168,1944.278712,319.904228,2038723994.365987,fused,shoup,-1
+3,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.638144,6.888243,6.888717,0.000474,0,0,0,0,0,7,natural,natural,"",20.160513,2322.798359,328.630496,2435630612.448430,fused,shoup,-1
+3,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.630239,5.807206,5.807641,0.000435,0,0,0,0,0,7,natural,natural,"",20.163904,2755.197521,336.124922,2889033995.946659,fused,shoup,-1
+3,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.632769,3.599667,3.600188,0.000521,0,0,0,0,0,7,natural,natural,"",20.167393,4444.855210,352.424237,4660768496.594439,fused,shoup,-1
+3,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.630880,3.536231,3.536752,0.000521,0,0,0,0,0,7,natural,natural,"",20.159201,4524.591853,352.995853,4744378426.633286,fused,shoup,-1
+3,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.630495,2.917939,2.918409,0.000470,0,0,0,0,0,7,natural,natural,"",20.157057,5483.321954,357.897869,5749679801.396289,fused,shoup,-1
+3,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.633823,2.964531,2.964976,0.000444,0,0,0,0,0,7,natural,natural,"",20.163263,5397.143430,357.449099,5659315069.726467,fused,shoup,-1
+3,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.619040,3.630541,3.631133,0.000592,0,0,0,0,0,7,natural,natural,"",20.159201,4407.056874,352.354757,4621134068.844502,fused,shoup,-1
+3,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.617887,3.650765,3.651312,0.000547,0,0,0,0,0,7,natural,natural,"",20.160543,4382.643159,352.196417,4595534433.403268,fused,shoup,-1
+3,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.633184,3.178547,3.179047,0.000500,0,0,0,0,0,7,natural,natural,"",20.170303,5033.745946,355.697557,5278265189.040874,fused,shoup,-1
+3,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,3,20,21.612480,3.213465,3.214034,0.000568,0,0,0,0,0,7,natural,natural,"",20.166719,4979.048394,355.613520,5220910649.138676,fused,shoup,-1
diff --git a/results/homogeneous_warp_10x10/summary.csv b/results/homogeneous_warp_10x10/summary.csv
new file mode 100644
index 0000000..33fba5b
--- /dev/null
+++ b/results/homogeneous_warp_10x10/summary.csv
@@ -0,0 +1,73 @@
+word_bits,batch,variant,threads,units,resident,kernel_ms,trials,throughput_vs_v06
+32,1,v06,256,4,4,0.147712,3,1.0
+32,1,warp1024,256,8,1,0.442266,3,0.33398904731541657
+32,1,warp256,128,4,3,0.301312,3,0.49022939677145283
+32,1,warp256,256,8,1,0.357171,3,0.4135610113923023
+32,1,warp256_static,128,4,2,0.233062,3,0.6337884339789412
+32,1,warp256_static,256,8,1,0.253645,3,0.5823572315637998
+32,1,warp256_static_half,128,4,3,0.203315,3,0.7265179647345253
+32,1,warp256_static_half,256,8,1,0.250061,3,0.5907038682561456
+32,1,warp256_static_io,128,4,2,0.227277,3,0.649920581493068
+32,1,warp256_static_io,256,8,1,0.232653,3,0.6349026232199886
+32,1,warp256_static_io_half,128,4,3,0.176384,3,0.8374455732946299
+32,1,warp256_static_io_half,256,8,1,0.229734,3,0.6429696953868388
+32,4,v06,256,4,4,0.348723,3,1.0
+32,4,warp1024,256,8,1,1.256704,3,0.27749016474842125
+32,4,warp256,128,4,3,0.831027,3,0.4196289651238769
+32,4,warp256,256,8,1,0.966912,3,0.36065639892772045
+32,4,warp256_static,128,4,2,0.700979,3,0.4974799530371095
+32,4,warp256_static,256,8,1,0.757299,3,0.46048258349740323
+32,4,warp256_static_half,128,4,3,0.578765,3,0.6025295240728102
+32,4,warp256_static_half,256,8,1,0.722893,3,0.4823991932416001
+32,4,warp256_static_io,128,4,2,0.593101,3,0.5879656247418231
+32,4,warp256_static_io,256,8,1,0.613734,3,0.5681989265707945
+32,4,warp256_static_io_half,128,4,3,0.41943,3,0.8314212145054002
+32,4,warp256_static_io_half,256,8,1,0.624179,3,0.5586906960983948
+32,16,v06,256,4,4,1.014477,3,1.0
+32,16,warp1024,256,8,1,4.136039,3,0.24527742605908698
+32,16,warp256,128,4,3,4.43607,3,0.2286882307988828
+32,16,warp256,256,8,1,3.114445,3,0.32573283522425345
+32,16,warp256_static,128,4,2,2.076979,3,0.48843873722363107
+32,16,warp256_static,256,8,1,2.392269,3,0.4240647686359686
+32,16,warp256_static_half,128,4,3,2.036377,3,0.49817740035366737
+32,16,warp256_static_half,256,8,1,2.24471,3,0.4519412307157718
+32,16,warp256_static_io,128,4,2,1.683968,3,0.6024324690255397
+32,16,warp256_static_io,256,8,1,1.689088,3,0.6006063627235526
+32,16,warp256_static_io_half,128,4,3,1.23351,3,0.8224311112192038
+32,16,warp256_static_io_half,256,8,1,1.837927,3,0.551968059667223
+64,1,v06,256,4,2,0.228454,3,1.0
+64,1,warp1024,256,8,1,0.855296,3,0.2671051893145765
+64,1,warp256,128,4,3,0.487219,3,0.46889386497653
+64,1,warp256,256,8,1,0.494541,3,0.46195158743157794
+64,1,warp256_static,128,4,2,0.408013,3,0.5599184339714666
+64,1,warp256_static,256,8,1,0.434842,3,0.5253724341254984
+64,1,warp256_static_half,128,4,3,0.446259,3,0.5119314120275446
+64,1,warp256_static_half,256,8,1,0.45865,3,0.49810094843562625
+64,1,warp256_static_io,128,4,2,0.398387,3,0.5734474267483628
+64,1,warp256_static_io,256,8,1,0.411853,3,0.5546979140615704
+64,1,warp256_static_io_half,128,4,3,0.442829,3,0.5158966553680993
+64,1,warp256_static_io_half,256,8,1,0.460902,3,0.49566719172405416
+64,4,v06,256,4,2,0.551475,3,1.0
+64,4,warp1024,256,8,1,2.309376,3,0.23879827278017962
+64,4,warp256,128,4,3,1.278976,3,0.43118479158326667
+64,4,warp256,256,8,1,1.215539,3,0.4536876233506289
+64,4,warp256_static,128,4,2,1.009306,3,0.5463902919431768
+64,4,warp256_static,256,8,1,1.054515,3,0.5229655339184365
+64,4,warp256_static_half,128,4,3,1.01591,3,0.5428384404130288
+64,4,warp256_static_half,256,8,1,1.030861,3,0.5349654318089442
+64,4,warp256_static_io,128,4,2,0.877158,3,0.628706572818124
+64,4,warp256_static_io,256,8,1,0.897382,3,0.6145376216594495
+64,4,warp256_static_io_half,128,4,3,0.935578,3,0.5894484479113447
+64,4,warp256_static_io_half,256,8,1,0.97193,3,0.5674019733931457
+64,16,v06,256,4,2,1.84064,3,1.0
+64,16,warp1024,256,8,1,8.229273,3,0.2236698187069502
+64,16,warp256,128,4,3,6.787584,3,0.27117749113675793
+64,16,warp256,256,8,1,5.778125,3,0.31855316387236343
+64,16,warp256_static,128,4,2,3.605094,3,0.5105664373799962
+64,16,warp256_static,256,8,1,3.536231,3,0.5205089825862621
+64,16,warp256_static_half,128,4,3,3.630541,3,0.506987801542525
+64,16,warp256_static_half,256,8,1,3.651277,3,0.5041085625659187
+64,16,warp256_static_io,128,4,2,2.917939,3,0.6308013978359384
+64,16,warp256_static_io,256,8,1,2.967091,3,0.620351718231763
+64,16,warp256_static_io_half,128,4,3,3.188071,3,0.5773522609753673
+64,16,warp256_static_io_half,256,8,1,3.213465,3,0.5727898078865026
diff --git a/results/homogeneous_warp_cooperative/analysis.md b/results/homogeneous_warp_cooperative/analysis.md
new file mode 100644
index 0000000..c7dc6a0
--- /dev/null
+++ b/results/homogeneous_warp_cooperative/analysis.md
@@ -0,0 +1,37 @@
+# Cooperative Continuation Screen
+
+V100 CUDA-event medians, uint32 Shoup NTT, `logN=20`, 10+10 factorization,
+four-row static IO, three warmups, and twenty repetitions.
+
+| batch | v0.6 ms | synchronous warp128 ms | fixed 3+1 ms | cooperative occ-4 ms | cooperative occ-3 ms | occ-3 / fixed 3+1 throughput |
+|---:|---:|---:|---:|---:|---:|---:|
+| 1 | 0.148 | 0.190 | 0.498 | 0.244 | 0.234 | 2.13x |
+| 4 | 0.350 | 0.483 | 1.356 | 0.665 | 0.590 | 2.30x |
+| 16 | 1.124 | 1.567 | 4.376 | 2.164 | 2.009 | 2.18x |
+
+The `4 -> 2x2 -> 4` schedule removes the permanently assigned merge warp.
+Each warp owns two 128-point prefixes and their stage-7 continuation, two
+64-thread groups perform stage 8, and all four warps perform stage 9. It is
+numerically correct and improves the fixed 3+1 pipeline by 2.13x--2.30x.
+This validates continuation parallelism as the dominant defect in that
+prototype.
+
+The occupancy-4 binary compiles to 128 registers/thread and a 104-byte stack
+frame. The occupancy-3 binary compiles to 157 registers/thread and a 16-byte
+stack frame, and is 1.04x--1.13x faster. Register pressure is therefore a
+secondary but measurable limit.
+
+The cooperative core still trails synchronous warp128 by 1.23x--1.29x. The
+synchronous core crosses one 128-thread barrier, loads eight continuation
+values, and completes stages 7--9 in registers. The explicit hierarchy
+materializes intermediate results through shared memory at stage 7 and stage
+8 and introduces pair and group barriers. A useful cross-row pipeline must
+retain the synchronous register continuation while exposing independent next
+row work; adding more intra-row hierarchy alone is not selected.
+
+Matched NCU confirms the resource crossover. Occupancy-4 spills 5.694M local
+load sectors and reaches 48.17% long-scoreboard stall. Occupancy-3 eliminates
+almost all of that traffic and reduces barrier stall to 4.58%, but active
+warps fall to 17.95% and wait stall rises to 23.96%. The selected successor is
+therefore two independent synchronous warp128 groups per CTA, not another
+cooperative-tail or register-cap point.
diff --git a/results/homogeneous_warp_dual_groups/analysis.md b/results/homogeneous_warp_dual_groups/analysis.md
new file mode 100644
index 0000000..f125250
--- /dev/null
+++ b/results/homogeneous_warp_dual_groups/analysis.md
@@ -0,0 +1,61 @@
+# Dual Warp128 Row-Group Screen
+
+V100, uint32 Shoup NTT, `logN=20`, 10+10 factorization, four-row static IO.
+The dual point places two independent synchronous four-warp row subgraphs in
+one 256-thread CTA and targets two CTAs/SM. The single point uses one group in
+a 128-thread CTA and four CTAs/SM. Both expose 16 resident warps and use the
+same register-resident stage-7/8/9 continuation.
+
+Both binaries compile to 101 registers/thread and a 16-byte stack frame. The
+dual CTA uses approximately 41.2 KiB shared memory; the single CTA uses 20.6
+KiB.
+
+Three confirmation trials use five warmups and thirty repetitions. Values
+below are trial medians.
+
+| batch | v0.6 ms | single ms | dual ms | dual/single throughput | dual/v0.6 throughput |
+|---:|---:|---:|---:|---:|---:|
+| 1 | 0.136 | 0.177 | 0.177 | 0.999x | 0.768x |
+| 4 | 0.320 | 0.426 | 0.470 | 0.906x | 0.681x |
+| 16 | 1.106 | 1.506 | 1.305 | 1.154x | 0.847x |
+
+The result is a workload crossover. At small batch, V100 already interleaves
+enough independent CTAs, and the larger CTA is neutral or harmful. At batch
+16, two independent named-barrier groups give each resident CTA more ready
+row work and improve the physical core by 15.4%. Subgraph replication is
+therefore selected by available workload and resource residency, not fixed by
+the architecture template.
+
+The matched NCU script includes this dual-group point with its selected
+batch-16 producer/consumer weight `8:7`.
+
+The completed counter pass measures 1495.808 us for dual versus 1614.944 us
+for single group and 1255.808 us for v0.6. Dual and single execute essentially
+the same global-load sectors (39.819M/39.823M) and warp instructions
+(237.821M/237.504M), and both expose about 24% active warps. The dual mapping
+instead lowers long-scoreboard stall from 35.59% to 28.58%. Thus the measured
+gain is caused by issue interleaving between independent row subgraphs, not
+by an accidental reduction in work.
+
+Against v0.6, the dual point still performs 33.5% more global-load sectors and
+30.6% more warp instructions, uses 101 rather than 40 registers/thread, and
+provides roughly half the active-warp percentage. This separates the next
+design-space axis cleanly: preserve dual row-group scheduling, but substitute
+a more efficient physical butterfly codelet.
+
+The first physical-core ablation explicitly reuses each lane's stage-0--5
+coefficient pair across register slots. It is exposed separately as
+`homogeneous-warp128-coefficient-reuse-static-io-radix2`; the original core
+remains unchanged for controlled comparison. An unlocked-clock event screen
+was inconclusive, but the matched NCU pass resolves the result: coefficient
+reuse lowers global-load sectors from 39.759M to 27.058M (-31.9%), lowers
+long-scoreboard stall from 28.86% to 24.39%, and improves time from
+1484.672 us to 1468.992 us (1.011x throughput). Registers rise from 101 to
+104/thread and active warps remain 24.6%, so the request reduction is real but
+only weakly exposed as elapsed-time gain.
+
+The cached point is still 1.149x slower in time than v0.6 and reaches 0.870x
+its throughput. It now performs fewer global-load sectors than v0.6, but
+executes 28.7% more warp instructions and exposes only 51.7% as many active
+warps. This moves the residual target decisively from coefficient traffic to
+physical-codelet instruction count and resident parallelism.
diff --git a/results/homogeneous_warp_online_tiles/analysis.md b/results/homogeneous_warp_online_tiles/analysis.md
new file mode 100644
index 0000000..ae2534a
--- /dev/null
+++ b/results/homogeneous_warp_online_tiles/analysis.md
@@ -0,0 +1,32 @@
+# Single-Slot Tile-Online Screen
+
+V100 CUDA-event medians, uint32 Shoup NTT, `logN=20`, 10+10 factorization,
+four-row static IO, and matched producer/consumer weights. Each command uses
+three warmups and ten timed repetitions.
+
+| batch | v0.6 ms | warp256 ms | warp128 ms | tile-online ms | online/v0.6 throughput |
+|---:|---:|---:|---:|---:|---:|
+| 1 | 0.149094 | 0.176538 | 0.189440 | 0.497152 | 0.300x |
+| 4 | 0.351027 | 0.426496 | 0.485683 | 1.354342 | 0.259x |
+| 16 | 1.068749 | 1.438720 | 1.569485 | 4.375859 | 0.244x |
+
+The tile-online core is correct and has the requested four-CTA resource
+shape: 128 registers/thread, no static local allocation, and approximately
+20.6 KiB dynamic shared memory. It nevertheless supplies only 0.36--0.38x the
+throughput of the synchronous warp128 core. The ratio does not improve with
+batch, so launch amortization is not the issue.
+
+The matched NCU capture confirms that attribution. Active warps remain 24.05%
+and the launch admits four CTAs/SM, but barrier stall rises to 21.08%, versus
+4.86% for synchronous warp128. The 128-register cap also creates 2.904M local
+load and 0.461M local store sectors. In contrast, wait stall falls to 10.53%
+and long-scoreboard stall falls to 22.26%, so token polling and global-memory
+latency are not the controlling limits.
+
+The single merge warp owns all three continuation stages. Once prefix tiles
+have been published, the other three warps cannot cross the row-reuse barrier
+and the SM is left with too few runnable continuation warps. The next point
+must distribute ready continuation tasks across warps or use a work-stealing
+tile DAG; another buffer-depth point is not justified. Raising the register
+budget alone is also insufficient because it does not remove the 4.3x barrier
+stall increase.
diff --git a/results/homogeneous_warp_small_tiles/analysis.md b/results/homogeneous_warp_small_tiles/analysis.md
new file mode 100644
index 0000000..84fbf4d
--- /dev/null
+++ b/results/homogeneous_warp_small_tiles/analysis.md
@@ -0,0 +1,12 @@
+# Warp-Granular 10+10 Physical-Core Screen
+
+Median CUDA-event time across repeated trials; trial count, warmup, and repetitions are controlled by the benchmark environment.
+
+| bits | batch | v0.6 ms | best full packet | full ms | best half packet | half ms | selected mapping | selected ms | selected/v0.6 |
+|---:|---:|---:|---:|---:|---:|---:|---|---:|---:|
+| 32 | 16 | 1.065472 | static_io/t256 | 1.806541 | static_io_half/t128/r4/w17:13 | 1.306726 | static_io_half/t128/r4/w17:13 | 1.306726 | 0.815x |
+| 64 | 16 | 1.939456 | static_io/t128 | 2.915635 | static_io_half/t128/r2 | 3.175629 | static_io/t128 | 2.915635 | 0.665x |
+
+## Interpretation
+
+Full packets fill 32-byte sectors; half packets trade transaction packing for one additional resident 128-thread CTA. The selected mapping jointly searches IO mode, shared layout, packet width, CTA width, and producer/consumer role balance.
diff --git a/results/homogeneous_warp_small_tiles/raw.csv b/results/homogeneous_warp_small_tiles/raw.csv
new file mode 100644
index 0000000..3704f2f
--- /dev/null
+++ b/results/homogeneous_warp_small_tiles/raw.csv
@@ -0,0 +1,27 @@
+trial,variant,scan_threads,scan_units,scan_resident,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+1,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.906048,1.065472,1.066530,0.001058,0,0,0,0,0,7,natural,natural,"",10.134016,15016.818741,723.800594,15746275728.465992,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.913344,4.550144,4.551169,0.001025,0,0,0,0,0,7,natural,natural,"",10.186976,3516.372446,623.770380,3687183754.433476,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.901088,4.373709,4.374780,0.001072,0,0,0,0,0,7,natural,natural,"",10.134784,3658.222576,629.683759,3835924396.198480,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.902432,3.201434,3.202419,0.000986,0,0,0,0,0,7,natural,natural,"",10.131840,4997.760912,660.182959,5240532145.631752,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.912224,2.244403,2.245510,0.001107,0,0,0,0,0,7,natural,natural,"",10.149120,7128.843357,686.525931,7475134052.107406,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.902624,2.494976,2.495987,0.001011,0,0,0,0,0,7,natural,natural,"",10.134016,6412.887226,679.936297,6724399635.962773,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.910144,1.810227,1.811101,0.000874,0,0,0,0,0,7,natural,natural,"",10.131392,8838.669749,700.164811,9268016970.857710,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.902976,1.806541,1.807584,0.001043,0,0,0,0,0,7,natural,natural,"",10.125824,8856.705359,700.668324,9286928678.911018,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.903968,2.131968,2.133008,0.001040,0,0,0,0,0,7,natural,natural,"",10.142432,7504.802999,690.298814,7869356309.124837,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.903360,2.387968,2.388966,0.000998,0,0,0,0,0,7,natural,natural,"",10.131360,6700.257112,683.098356,7025728801.595550,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","17+13","full-scratch","1",8,0,2,10,10.898496,1.306726,1.307667,0.000941,0,0,0,0,0,7,natural,natural,"",10.136032,12244.338813,716.163914,12839119815.403843,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.916320,1.981030,1.982179,0.001148,0,0,0,0,0,7,natural,natural,"",10.135904,8076.604721,694.647815,8468933872.255821,fused,shoup,-1
+1,warp128_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-static-io-radix2-10x10","experimental",0.000000,"128-point warp prefixes reduce the static-IO register live set before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-static-io-radix2+homogeneous-warp128-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","17+13","full-scratch","1",8,0,2,10,10.897472,1.502720,1.503650,0.000930,0,0,0,0,0,7,natural,natural,"",10.137312,10647.359466,709.927762,11164565599.921116,fused,shoup,-1
+1,warp64_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp64-static-io-radix2-10x10","experimental",0.000000,"64-point warp prefixes maximize static-IO residency before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp64-static-io-radix2+homogeneous-warp64-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","17+13","full-scratch","1",8,0,2,10,10.909216,1.670042,1.671159,0.001117,0,0,0,0,0,7,natural,natural,"",10.133824,9580.599208,704.439848,10045986395.156654,fused,shoup,-1
+1,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.643648,1.939456,1.940445,0.000989,0,0,0,0,0,7,natural,natural,"",20.174976,8249.736068,365.646752,8650475247.135347,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.642143,8.640922,8.641989,0.001068,0,0,0,0,0,7,natural,natural,"",20.175455,1851.654344,317.092139,1941600305.012558,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.614271,6.819840,6.820868,0.001027,0,0,0,0,0,7,natural,natural,"",20.164064,2346.095948,329.230463,2460059904.512313,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.609921,5.706138,5.707189,0.001052,0,0,0,0,0,7,natural,natural,"",20.160095,2803.998249,337.011296,2940205268.082146,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.623199,3.611443,3.612560,0.001116,0,0,0,0,0,7,natural,natural,"",20.160959,4430.361701,352.457051,4645570951.497116,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.620096,3.533619,3.534582,0.000962,0,0,0,0,0,7,natural,natural,"",20.162176,4527.935290,353.077020,4747884274.625711,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.617056,2.915635,2.916641,0.001006,0,0,0,0,0,7,natural,natural,"",20.160128,5487.655143,357.999349,5754223478.964369,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.618048,2.969805,2.970979,0.001174,0,0,0,0,0,7,natural,natural,"",20.165888,5387.559544,357.512018,5649265636.764282,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.633888,3.637555,3.638721,0.001166,0,0,0,0,0,7,natural,natural,"",20.167360,4398.558486,352.121945,4612222862.867325,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.652960,3.654349,3.655413,0.001064,0,0,0,0,0,7,natural,natural,"",20.167328,4378.344995,351.844483,4591027481.914082,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.621471,3.175629,3.176553,0.000924,0,0,0,0,0,7,natural,natural,"",20.160992,5038.372084,355.886989,5283116045.836073,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.612608,3.260416,3.261381,0.000965,0,0,0,0,0,7,natural,natural,"",20.160769,4907.349200,355.288753,5145728594.473958,fused,shoup,-1
diff --git a/results/homogeneous_warp_small_tiles/summary.csv b/results/homogeneous_warp_small_tiles/summary.csv
new file mode 100644
index 0000000..ccc7afd
--- /dev/null
+++ b/results/homogeneous_warp_small_tiles/summary.csv
@@ -0,0 +1,27 @@
+word_bits,batch,variant,threads,units,resident,kernel_ms,trials,throughput_vs_v06
+32,16,v06,256,4,4,1.065472,1,1.0
+32,16,warp1024,256,8,1,4.550144,1,0.2341622594801395
+32,16,warp128_static_io_half,128,4,3,1.50272,1,0.7090289608177172
+32,16,warp256,128,4,3,4.373709,1,0.24360834248460517
+32,16,warp256,256,8,1,3.201434,1,0.3328108591337507
+32,16,warp256_static,128,4,2,2.244403,1,0.47472401346816945
+32,16,warp256_static,256,8,1,2.494976,1,0.42704699363841575
+32,16,warp256_static_half,128,4,3,2.131968,1,0.499759846301633
+32,16,warp256_static_half,256,8,1,2.387968,1,0.4461835334476844
+32,16,warp256_static_io,128,4,2,1.810227,1,0.5885847465538852
+32,16,warp256_static_io,256,8,1,1.806541,1,0.5897856732839166
+32,16,warp256_static_io_half,128,4,3,1.306726,1,0.8153752202068375
+32,16,warp256_static_io_half,256,8,1,1.98103,1,0.5378373876215907
+32,16,warp64_static_io_half,128,4,3,1.670042,1,0.6379911403425782
+64,16,v06,256,4,2,1.939456,1,1.0
+64,16,warp1024,256,8,1,8.640922,1,0.22445012233648215
+64,16,warp256,128,4,3,6.81984,1,0.2843843843843844
+64,16,warp256,256,8,1,5.706138,1,0.3398894313456842
+64,16,warp256_static,128,4,2,3.611443,1,0.5370307658185385
+64,16,warp256_static,256,8,1,3.533619,1,0.5488582668363511
+64,16,warp256_static_half,128,4,3,3.637555,1,0.5331757183052903
+64,16,warp256_static_half,256,8,1,3.654349,1,0.5307254452160973
+64,16,warp256_static_io,128,4,2,2.915635,1,0.6651916306396377
+64,16,warp256_static_io,256,8,1,2.969805,1,0.653058365784959
+64,16,warp256_static_io_half,128,4,3,3.175629,1,0.6107312913441716
+64,16,warp256_static_io_half,256,8,1,3.260416,1,0.5948492462311558
diff --git a/results/homogeneous_warp_small_tiles_occupancy4/analysis.md b/results/homogeneous_warp_small_tiles_occupancy4/analysis.md
new file mode 100644
index 0000000..1100195
--- /dev/null
+++ b/results/homogeneous_warp_small_tiles_occupancy4/analysis.md
@@ -0,0 +1,16 @@
+# Warp-Granular 10+10 Physical-Core Screen
+
+Median CUDA-event time across repeated trials; trial count, warmup, and repetitions are controlled by the benchmark environment.
+
+| bits | batch | v0.6 ms | best full packet | full ms | best half packet | half ms | selected mapping | selected ms | selected/v0.6 |
+|---:|---:|---:|---:|---:|---:|---:|---|---:|---:|
+| 32 | 1 | 0.148531 | static_io/t128 | 0.227687 | static_io_half/t128/r4/w11:9 | 0.176691 | static_io_half/t128/r4/w11:9 | 0.176691 | 0.841x |
+| 32 | 4 | 0.350515 | static_io/t128 | 0.593203 | static_io_half/t128/r4/w8:7 | 0.419687 | static_io_half/t128/r4/w8:7 | 0.419687 | 0.835x |
+| 32 | 16 | 1.094196 | static_io/t256 | 1.885440 | static_io_half/t128/r4/w17:13 | 1.361562 | static_io_half/t128/r4/w17:13 | 1.361562 | 0.804x |
+| 64 | 1 | 0.219495 | static_io/t128 | 0.379648 | static_io_half/t128/r2 | 0.421273 | static_io/t128 | 0.379648 | 0.578x |
+| 64 | 4 | 0.592026 | static_io/t128 | 0.954368 | static_io_half/t128/r2 | 1.030861 | static_io/t128 | 0.954368 | 0.620x |
+| 64 | 16 | 1.907354 | static_io/t128 | 2.916403 | static_io_half/t128/r2 | 3.194419 | static_io/t128 | 2.916403 | 0.654x |
+
+## Interpretation
+
+Full packets fill 32-byte sectors; half packets trade transaction packing for one additional resident 128-thread CTA. The selected mapping jointly searches IO mode, shared layout, packet width, CTA width, and producer/consumer role balance.
diff --git a/results/homogeneous_warp_small_tiles_occupancy4/raw.csv b/results/homogeneous_warp_small_tiles_occupancy4/raw.csv
new file mode 100644
index 0000000..315d6c7
--- /dev/null
+++ b/results/homogeneous_warp_small_tiles_occupancy4/raw.csv
@@ -0,0 +1,157 @@
+trial,variant,scan_threads,scan_units,scan_resident,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+1,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.795232,0.149094,0.150127,0.001033,0,0,0,0,0,7,natural,natural,"",0.720640,6707.159902,600.612719,7032966901.356007,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.791936,0.442266,0.443335,0.001070,0,0,0,0,0,7,natural,natural,"",0.759328,2261.084742,501.622853,2370919194.439935,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.791936,0.302080,0.303154,0.001074,0,0,0,0,0,7,natural,natural,"",0.729024,3310.381297,548.534323,3471186378.542565,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.785568,0.357274,0.358240,0.000967,0,0,0,0,0,7,natural,natural,"",0.741664,2798.975285,530.643157,2934938308.375305,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.793760,0.233062,0.233968,0.000906,0,0,0,0,0,7,natural,natural,"",0.731584,4290.696097,568.696737,4499120950.425669,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.783392,0.254157,0.255134,0.000977,0,0,0,0,0,7,natural,natural,"",0.722080,3934.578998,568.301677,4125705106.999026,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.791072,0.228045,0.229016,0.000971,0,0,0,0,0,7,natural,natural,"",0.737216,4385.103412,569.368174,4598114195.727905,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.788320,0.232550,0.233693,0.001142,0,0,0,0,0,7,natural,natural,"",0.725472,4300.142879,572.625394,4509026619.665500,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.790656,0.202957,0.203989,0.001032,0,0,0,0,0,7,natural,natural,"",0.728512,4927.157017,580.678024,5166498596.031189,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.788192,0.249754,0.250675,0.000922,0,0,0,0,0,7,natural,natural,"",0.766272,4003.946379,554.256877,4198442078.582969,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","11+9","full-scratch","1",8,0,2,10,0.783072,0.177152,0.178080,0.000928,0,0,0,0,0,7,natural,natural,"",0.744800,5644.869693,586.502017,5919074883.283047,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.806240,0.229990,0.230952,0.000962,0,0,0,0,0,7,natural,natural,"",0.716896,4348.007421,570.409518,4559216229.574532,fused,shoup,-1
+1,warp128_static_io_half,128,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-static-io-radix2-10x10","experimental",0.000000,"128-point warp prefixes reduce the static-IO register live set before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-static-io-radix2+homogeneous-warp128-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","11+9","full-scratch","1",8,0,2,10,0.784960,0.189440,0.190417,0.000977,0,0,0,0,0,7,natural,natural,"",0.721248,5278.716298,589.745062,5535135220.540887,fused,shoup,-1
+1,warp64_static_io_half,128,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp64-static-io-radix2-10x10","experimental",0.000000,"64-point warp prefixes maximize static-IO residency before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp64-static-io-radix2+homogeneous-warp64-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","11+9","full-scratch","1",8,0,2,10,0.788512,0.198554,0.199532,0.000978,0,0,0,0,0,7,natural,natural,"",0.726048,5036.423618,583.732459,5281072931.565169,fused,shoup,-1
+2,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.785728,0.147968,0.149029,0.001061,0,0,0,0,0,7,natural,natural,"",0.723200,6758.218257,603.538184,7086505467.458291,fused,shoup,-1
+2,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.796448,0.442163,0.443201,0.001038,0,0,0,0,0,7,natural,natural,"",0.734528,2261.608540,506.806624,2371468436.552095,fused,shoup,-1
+2,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.785184,0.303002,0.304079,0.001077,0,0,0,0,0,7,natural,natural,"",0.718880,3300.312795,553.383340,3460628789.210947,fused,shoup,-1
+2,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.785376,0.357888,0.358798,0.000910,0,0,0,0,0,7,natural,natural,"",0.764320,2794.170141,524.223299,2929899749.493223,fused,shoup,-1
+2,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.782720,0.233165,0.234192,0.001027,0,0,0,0,0,7,natural,natural,"",0.718656,4288.811719,576.521447,4497145036.996117,fused,shoup,-1
+2,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.783552,0.253952,0.254870,0.000918,0,0,0,0,0,7,natural,natural,"",0.722976,3937.752069,568.026896,4129032313.916736,fused,shoup,-1
+2,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.782368,0.227328,0.228314,0.000986,0,0,0,0,0,7,natural,natural,"",0.723296,4398.930421,577.036716,4612612865.195835,fused,shoup,-1
+2,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.788896,0.233472,0.234557,0.001085,0,0,0,0,0,7,natural,natural,"",0.720896,4283.169050,573.636574,4491228269.628109,fused,shoup,-1
+2,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.787872,0.203776,0.204729,0.000953,0,0,0,0,0,7,natural,natural,"",0.763392,4907.349200,569.787586,5145728594.473958,fused,shoup,-1
+2,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.787008,0.250266,0.251247,0.000981,0,0,0,0,0,7,natural,natural,"",0.750976,3995.754937,559.206049,4189852728.999990,fused,shoup,-1
+2,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","11+9","full-scratch","1",8,0,2,10,0.786016,0.176230,0.177289,0.001059,0,0,0,0,0,7,natural,natural,"",0.727712,5674.389864,591.730555,5950029025.842206,fused,shoup,-1
+2,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,0.782400,0.229888,0.230924,0.001036,0,0,0,0,0,7,natural,natural,"",0.756384,4349.944187,565.395947,4561247076.258710,fused,shoup,-1
+2,warp128_static_io_half,128,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-static-io-radix2-10x10","experimental",0.000000,"128-point warp prefixes reduce the static-IO register live set before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-static-io-radix2+homogeneous-warp128-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","11+9","full-scratch","1",8,0,2,10,0.791232,0.189133,0.190306,0.001173,0,0,0,0,0,7,natural,natural,"",0.742208,5287.290347,580.526992,5544125763.348350,fused,shoup,-1
+2,warp64_static_io_half,128,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp64-static-io-radix2-10x10","experimental",0.000000,"64-point warp prefixes maximize static-IO residency before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp64-static-io-radix2+homogeneous-warp64-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","11+9","full-scratch","1",8,0,2,10,0.783520,0.198042,0.198934,0.000893,0,0,0,0,0,7,natural,natural,"",0.760256,5049.444081,574.112934,5294725877.184696,fused,shoup,-1
+1,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.820448,0.349798,0.350728,0.000930,0,0,0,0,0,7,natural,natural,"",2.607616,11435.158690,692.297571,11990632958.533003,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.817216,1.257882,1.258939,0.001058,0,0,0,0,0,7,natural,natural,"",2.604256,3179.949423,598.860356,3334418646.393494,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.817664,0.832614,0.833745,0.001130,0,0,0,0,0,7,natural,natural,"",2.596448,4804.144506,640.335405,5037510629.119780,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.819712,0.964813,0.965699,0.000887,0,0,0,0,0,7,natural,natural,"",2.611264,4145.882169,625.411534,4347272541.456064,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.840544,0.700314,0.701328,0.001014,0,0,0,0,0,7,natural,natural,"",2.614560,5711.726635,649.834069,5989179467.570912,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.820288,0.756838,0.757725,0.000887,0,0,0,0,0,7,natural,natural,"",2.612128,5285.143809,646.281400,5541874954.236700,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.822208,0.592998,0.593933,0.000935,0,0,0,0,0,7,natural,natural,"",2.605632,6745.380929,664.359305,7073044553.001540,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.817792,0.613888,0.614914,0.001026,0,0,0,0,0,7,natural,natural,"",2.609248,6515.846903,662.149940,6832360682.229166,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.822336,0.578355,0.579480,0.001125,0,0,0,0,0,7,natural,natural,"",2.599936,6916.165096,666.596989,7252124731.934961,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.820032,0.724275,0.725192,0.000917,0,0,0,0,0,7,natural,natural,"",2.613344,5522.762379,649.598354,5791036084.605774,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","8+7","full-scratch","1",8,0,2,10,2.816640,0.420557,0.421491,0.000934,0,0,0,0,0,7,natural,natural,"",2.600416,9511.200759,685.211619,9973216846.811943,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.822400,0.624128,0.625260,0.001132,0,0,0,0,0,7,natural,natural,"",2.611552,6408.941919,660.275194,6720262682.028015,fused,shoup,-1
+1,warp128_static_io_half,128,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-static-io-radix2-10x10","experimental",0.000000,"128-point warp prefixes reduce the static-IO register live set before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-static-io-radix2+homogeneous-warp128-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","8+7","full-scratch","1",8,0,2,10,2.819712,0.467046,0.468148,0.001102,0,0,0,0,0,7,natural,natural,"",2.604096,8564.459368,679.018665,8980486546.056124,fused,shoup,-1
+1,warp64_static_io_half,128,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp64-static-io-radix2-10x10","experimental",0.000000,"64-point warp prefixes maximize static-IO residency before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp64-static-io-radix2+homogeneous-warp64-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","8+7","full-scratch","1",8,0,2,10,2.815872,0.485786,0.486711,0.000925,0,0,0,0,0,7,natural,natural,"",2.597952,8234.085606,678.010986,8634064548.012888,fused,shoup,-1
+2,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.825120,0.351232,0.352176,0.000944,0,0,0,0,0,7,natural,natural,"",2.615360,11388.484216,690.642078,11941691225.774286,fused,shoup,-1
+2,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.837504,1.262080,1.263151,0.001071,0,0,0,0,0,7,natural,natural,"",2.616672,3169.371312,595.569921,3323326692.747982,fused,shoup,-1
+2,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.831584,0.830566,0.831481,0.000914,0,0,0,0,0,7,natural,natural,"",2.609952,4815.990594,637.744694,5049932152.851264,fused,shoup,-1
+2,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.821888,0.967885,0.968760,0.000876,0,0,0,0,0,7,natural,natural,"",2.609984,4132.723068,625.023758,4333474224.215384,fused,shoup,-1
+2,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.836448,0.701030,0.702047,0.001017,0,0,0,0,0,7,natural,natural,"",2.617088,5705.886864,649.923932,5983056024.549588,fused,shoup,-1
+2,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.826528,0.757043,0.758042,0.000998,0,0,0,0,0,7,natural,natural,"",2.613664,5283.714028,645.449116,5540375720.680087,fused,shoup,-1
+2,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.814848,0.593408,0.594530,0.001122,0,0,0,0,0,7,natural,natural,"",2.603296,6740.724893,665.385580,7068162345.203678,fused,shoup,-1
+2,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.817408,0.614400,0.615354,0.000954,0,0,0,0,0,7,natural,natural,"",2.608992,6510.416357,662.163928,6826666342.417414,fused,shoup,-1
+2,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.824224,0.578253,0.579155,0.000902,0,0,0,0,0,7,natural,natural,"",2.601888,6917.389856,666.182049,7253408985.529619,fused,shoup,-1
+2,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.824576,0.722330,0.723144,0.000814,0,0,0,0,0,7,natural,natural,"",2.611360,5537.638093,649.533532,5806634400.583562,fused,shoup,-1
+2,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","8+7","full-scratch","1",8,0,2,10,2.833312,0.418816,0.419828,0.001012,0,0,0,0,0,7,natural,natural,"",2.608736,9550.733491,682.493221,10014669921.314201,fused,shoup,-1
+2,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,2.815872,0.624435,0.625948,0.001513,0,0,0,0,0,7,natural,natural,"",2.606848,6405.788923,661.468063,6716956525.583308,fused,shoup,-1
+2,warp128_static_io_half,128,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-static-io-radix2-10x10","experimental",0.000000,"128-point warp prefixes reduce the static-IO register live set before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-static-io-radix2+homogeneous-warp128-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","8+7","full-scratch","1",8,0,2,10,2.816640,0.467354,0.468494,0.001140,0,0,0,0,0,7,natural,natural,"",2.596256,8558.830296,680.243245,8974584036.824383,fused,shoup,-1
+2,warp64_static_io_half,128,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp64-static-io-radix2-10x10","experimental",0.000000,"64-point warp prefixes maximize static-IO residency before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp64-static-io-radix2+homogeneous-warp64-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","8+7","full-scratch","1",8,0,2,10,2.818816,0.486912,0.487842,0.000930,0,0,0,0,0,7,natural,natural,"",2.603840,8215.036599,676.868419,8614090217.056913,fused,shoup,-1
+1,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.902880,1.113805,1.114899,0.001094,0,0,0,0,0,7,natural,natural,"",10.139904,14365.173999,722.132830,15062976691.177137,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.909344,4.577792,4.578711,0.000919,0,0,0,0,0,7,natural,natural,"",10.151616,3495.134644,624.055337,3664914304.871731,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.898432,4.452557,4.453445,0.000888,0,0,0,0,0,7,natural,natural,"",10.153312,3593.441117,627.345190,3767996113.045542,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.899104,3.220173,3.221262,0.001089,0,0,0,0,0,7,natural,natural,"",10.146048,4968.677331,659.377126,5210035800.674999,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.902368,2.223309,2.224177,0.000868,0,0,0,0,0,7,natural,natural,"",10.134208,7196.481203,687.879609,7546057474.131102,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.898112,2.493133,2.494082,0.000949,0,0,0,0,0,7,natural,natural,"",10.128576,6417.628379,680.277274,6729371095.019708,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.904704,1.933926,1.934867,0.000940,0,0,0,0,0,7,natural,natural,"",10.134880,8273.324395,696.454292,8675209401.208042,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.902688,1.930035,1.930980,0.000945,0,0,0,0,0,7,natural,natural,"",10.129152,8290.004101,696.807191,8692699339.791971,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.904832,2.195046,2.196043,0.000997,0,0,0,0,0,7,natural,natural,"",10.132928,7289.139682,688.681335,7643216931.517206,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.924256,2.567271,2.568093,0.000823,0,0,0,0,0,7,natural,natural,"",10.149632,6232.299982,676.785762,6535040186.307597,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","17+13","full-scratch","1",8,0,2,10,10.905344,1.390592,1.391513,0.000921,0,0,0,0,0,7,natural,natural,"",10.140576,11505.891190,713.123312,12064801360.167152,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.934528,2.122343,2.123218,0.000875,0,0,0,0,0,7,natural,natural,"",10.137440,7538.839442,689.824338,7905046106.401999,fused,shoup,-1
+1,warp128_static_io_half,128,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-static-io-radix2-10x10","experimental",0.000000,"128-point warp prefixes reduce the static-IO register live set before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-static-io-radix2+homogeneous-warp128-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","17+13","full-scratch","1",8,0,2,10,10.903008,1.644134,1.645075,0.000941,0,0,0,0,0,7,natural,natural,"",10.135008,9731.565216,705.400483,10204285728.240971,fused,shoup,-1
+1,warp64_static_io_half,128,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp64-static-io-radix2-10x10","experimental",0.000000,"64-point warp prefixes maximize static-IO residency before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp64-static-io-radix2+homogeneous-warp64-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","17+13","full-scratch","1",8,0,2,10,10.907040,1.695334,1.696352,0.001017,0,0,0,0,0,7,natural,natural,"",10.138048,9437.665911,703.592916,9896109970.099348,fused,shoup,-1
+2,v06,256,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.902496,1.074586,1.075787,0.001201,0,0,0,0,0,7,natural,natural,"",10.142048,14889.459588,723.355759,15612729977.412279,fused,shoup,-1
+2,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.906976,4.593050,4.593987,0.000938,0,0,0,0,0,7,natural,natural,"",10.146624,3483.524379,623.863183,3652740059.571507,fused,shoup,-1
+2,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.897216,4.481843,4.482681,0.000838,0,0,0,0,0,7,natural,natural,"",10.132224,3569.959952,627.173477,3743374326.114845,fused,shoup,-1
+2,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.902816,3.254477,3.255449,0.000972,0,0,0,0,0,7,natural,natural,"",10.141600,4916.304488,658.466224,5155118894.947835,fused,shoup,-1
+2,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.903360,2.262221,2.263187,0.000966,0,0,0,0,0,7,natural,natural,"",10.129088,7072.695812,686.852411,7416259084.227317,fused,shoup,-1
+2,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.906432,2.533990,2.535134,0.001144,0,0,0,0,0,7,natural,natural,"",10.136768,6314.151824,678.621982,6620868063.104576,fused,shoup,-1
+2,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.903584,1.839821,1.840824,0.001003,0,0,0,0,0,7,natural,natural,"",10.130144,8696.498845,699.497937,9118939973.012535,fused,shoup,-1
+2,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.909312,1.840845,1.841765,0.000921,0,0,0,0,0,7,natural,natural,"",10.130400,8691.661802,699.283685,9113867965.408129,fused,shoup,-1
+2,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.904736,2.142925,2.143782,0.000857,0,0,0,0,0,7,natural,natural,"",10.130208,7466.430977,690.313697,7829120327.801339,fused,shoup,-1
+2,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.905312,2.434560,2.435575,0.001015,0,0,0,0,0,7,natural,natural,"",10.137728,6572.029279,681.500682,6891272173.645531,fused,shoup,-1
+2,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","17+13","full-scratch","1",8,0,2,10,10.915840,1.332531,1.333497,0.000966,0,0,0,0,0,7,natural,natural,"",10.131168,12007.223422,714.938743,12590486306.624697,fused,shoup,-1
+2,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","4+4","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,10.902208,2.020250,2.021234,0.000984,0,0,0,0,0,7,natural,natural,"",10.132640,7919.813452,693.989682,8304526310.507497,fused,shoup,-1
+2,warp128_static_io_half,128,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-static-io-radix2-10x10","experimental",0.000000,"128-point warp prefixes reduce the static-IO register live set before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-static-io-radix2+homogeneous-warp128-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","17+13","full-scratch","1",8,0,2,10,10.905248,1.575014,1.575920,0.000906,0,0,0,0,0,7,natural,natural,"",10.134368,10158.637584,707.506601,10652103563.494831,fused,shoup,-1
+2,warp64_static_io_half,128,4,4,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp64-static-io-radix2-10x10","experimental",0.000000,"64-point warp prefixes maximize static-IO residency before shared completion",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp64-static-io-radix2+homogeneous-warp64-static-io-radix2","128+128","4+4","4+4","1+1","0+0","0+0","17+13","full-scratch","1",8,0,2,10,10.901184,1.624166,1.625130,0.000964,0,0,0,0,0,7,natural,natural,"",10.133056,9851.206826,706.139691,10329739049.086880,fused,shoup,-1
+1,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.418368,0.219341,0.220389,0.001048,0,0,0,0,0,7,natural,natural,"",1.346656,4559.115287,335.079685,4780578871.221394,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.418016,0.819507,0.820481,0.000974,0,0,0,0,0,7,natural,natural,"",1.344032,1220.245472,279.208313,1279520115.529146,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.419520,0.462541,0.463355,0.000814,0,0,0,0,0,7,natural,natural,"",1.345440,2161.971416,309.837253,2266991339.779517,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.416992,0.468787,0.469764,0.000977,0,0,0,0,0,7,natural,natural,"",1.343392,2133.164076,309.676989,2236784654.082216,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.426688,0.390861,0.391781,0.000920,0,0,0,0,0,7,natural,natural,"",1.367424,2558.455620,313.974428,2682735159.930926,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.414240,0.417178,0.418194,0.001017,0,0,0,0,0,7,natural,natural,"",1.344256,2397.060699,314.893819,2513500319.280031,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.415520,0.379699,0.380715,0.001016,0,0,0,0,0,7,natural,natural,"",1.352320,2633.663697,317.708523,2761596545.154930,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.414752,0.392806,0.393834,0.001028,0,0,0,0,0,7,natural,natural,"",1.371904,2545.783298,314.518577,2669447267.656601,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.424704,0.424038,0.425063,0.001025,0,0,0,0,0,7,natural,natural,"",1.343744,2358.276930,313.235476,2472832589.713170,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.416960,0.435200,0.436169,0.000969,0,0,0,0,0,7,natural,natural,"",1.343200,2297.793930,312.953783,2409411567.767202,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.417216,0.421376,0.422377,0.001001,0,0,0,0,0,7,natural,natural,"",1.368512,2373.177457,311.807790,2488456924.691308,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.417760,0.437965,0.438902,0.000937,0,0,0,0,0,7,natural,natural,"",1.347808,2283.288380,312.155376,2394201396.509623,fused,shoup,-1
+2,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.414240,0.219648,0.220647,0.000999,0,0,0,0,0,7,natural,natural,"",1.364640,4552.738854,333.496969,4773892696.123451,fused,shoup,-1
+2,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.417312,0.819200,0.820086,0.000886,0,0,0,0,0,7,natural,natural,"",1.347168,1220.703067,279.042769,1279999939.203265,fused,shoup,-1
+2,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.416736,0.462541,0.463641,0.001100,0,0,0,0,0,7,natural,natural,"",1.370592,2161.971416,307.704729,2266991339.779517,fused,shoup,-1
+2,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.415296,0.469197,0.470230,0.001033,0,0,0,0,0,7,natural,natural,"",1.341408,2131.301850,309.990936,2234831968.178118,fused,shoup,-1
+2,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.419136,0.390042,0.391046,0.001004,0,0,0,0,0,7,natural,natural,"",1.363232,2563.829156,315.217803,2688369721.565351,fused,shoup,-1
+2,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.417824,0.417075,0.418130,0.001055,0,0,0,0,0,7,natural,natural,"",1.345216,2397.649057,314.454009,2514117257.122507,fused,shoup,-1
+2,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.415808,0.379597,0.380506,0.000909,0,0,0,0,0,7,natural,natural,"",1.360320,2634.374160,316.884419,2762341518.873877,fused,shoup,-1
+2,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.424832,0.393114,0.394197,0.001084,0,0,0,0,0,7,natural,natural,"",1.364544,2543.794065,314.219408,2667361405.137543,fused,shoup,-1
+2,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.418688,0.424038,0.425126,0.001087,0,0,0,0,0,7,natural,natural,"",1.354336,2358.276930,312.787130,2472832589.713170,fused,shoup,-1
+2,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.431520,0.438886,0.439806,0.000919,0,0,0,0,0,7,natural,natural,"",1.345824,2278.493913,310.922999,2389174033.084115,fused,shoup,-1
+2,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.416128,0.421171,0.422046,0.000874,0,0,0,0,0,7,natural,natural,"",1.342048,2374.331454,314.529969,2489666978.638227,fused,shoup,-1
+2,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,1.435904,0.438886,0.439975,0.001089,0,0,0,0,0,7,natural,natural,"",1.344288,2278.493913,310.647915,2389174033.084115,fused,shoup,-1
+1,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.474336,0.591053,0.592080,0.001027,0,0,0,0,0,7,natural,natural,"",5.107072,6767.584547,358.023183,7096326733.507049,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.469440,2.469171,2.470198,0.001027,0,0,0,0,0,7,natural,natural,"",5.111872,1619.976876,306.502061,1698668872.996105,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.471936,1.305805,1.306846,0.001041,0,0,0,0,0,7,natural,natural,"",5.107232,3063.244867,336.559447,3212045049.663384,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.475488,1.307648,1.308604,0.000956,0,0,0,0,0,7,natural,natural,"",5.107392,3058.927305,336.402220,3207517758.016932,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.484832,1.086362,1.087320,0.000958,0,0,0,0,0,7,natural,natural,"",5.104256,3682.015112,342.599226,3860872678.012286,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.471488,1.135821,1.136777,0.000957,0,0,0,0,0,7,natural,natural,"",5.104608,3521.682460,341.532481,3692751706.828170,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.477504,0.954061,0.954941,0.000880,0,0,0,0,0,7,natural,natural,"",5.104960,4192.604685,346.724871,4396264650.088011,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.475520,0.975974,0.976919,0.000944,0,0,0,0,0,7,natural,natural,"",5.110720,4098.468236,345.954483,4297555429.509703,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.488608,1.100390,1.101500,0.001109,0,0,0,0,0,7,natural,natural,"",5.123008,3635.073403,341.529877,3811650728.135457,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.470784,1.123635,1.124584,0.000949,0,0,0,0,0,7,natural,natural,"",5.108352,3559.874323,341.799375,3732798777.902413,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.468128,1.030758,1.031703,0.000944,0,0,0,0,0,7,natural,natural,"",5.111488,3880.637863,344.519465,4069143727.338796,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.483424,1.070797,1.071736,0.000940,0,0,0,0,0,7,natural,natural,"",5.112032,3735.536255,342.869304,3916993664.435734,fused,shoup,-1
+2,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.470464,0.592998,0.594090,0.001092,0,0,0,0,0,7,natural,natural,"",5.110560,6745.380929,357.973145,7073044553.001540,fused,shoup,-1
+2,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.471424,2.463846,2.464709,0.000863,0,0,0,0,0,7,natural,natural,"",5.110272,1623.477797,306.618142,1702339854.973248,fused,shoup,-1
+2,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.486368,1.321779,1.322827,0.001047,0,0,0,0,0,7,natural,natural,"",5.123232,3026.224203,335.250429,3173226069.929464,fused,shoup,-1
+2,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.502688,1.300992,1.301864,0.000872,0,0,0,0,0,7,natural,natural,"",5.099648,3074.576910,336.040477,3223927557.768022,fused,shoup,-1
+2,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.493152,1.088410,1.089366,0.000956,0,0,0,0,0,7,natural,natural,"",5.114304,3675.086816,342.001186,3853607833.048894,fused,shoup,-1
+2,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.471136,1.137254,1.138245,0.000990,0,0,0,0,0,7,natural,natural,"",5.115264,3517.242695,341.190539,3688096276.159850,fused,shoup,-1
+2,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.476704,0.954675,0.955622,0.000947,0,0,0,0,0,7,natural,natural,"",5.118048,4189.906693,346.337513,4393435600.441337,fused,shoup,-1
+2,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.476640,0.976282,0.977289,0.001007,0,0,0,0,0,7,natural,natural,"",5.108672,4097.178339,345.973055,4296202873.877301,fused,shoup,-1
+2,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.471264,1.095578,1.096517,0.000939,0,0,0,0,0,7,natural,natural,"",5.112992,3651.042161,342.470641,3828395185.442677,fused,shoup,-1
+2,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.480224,1.116672,1.117451,0.000779,0,0,0,0,0,7,natural,natural,"",5.109856,3582.072319,341.683150,3756075063.575467,fused,shoup,-1
+2,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.490368,1.030963,1.031955,0.000992,0,0,0,0,0,7,natural,natural,"",5.117184,3879.866971,343.686451,4068335389.082722,fused,shoup,-1
+2,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,5.499776,1.066598,1.067572,0.000973,0,0,0,0,0,7,natural,natural,"",5.121920,3750.239961,342.222728,3932411617.662404,fused,shoup,-1
+1,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.643488,1.970073,1.970968,0.000894,0,0,0,0,0,7,natural,natural,"",20.174273,8121.524559,365.398298,8516035735.514342,fused,shoup,-1
+1,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.651840,8.758989,8.759967,0.000977,0,0,0,0,0,7,natural,natural,"",20.174273,1826.694769,316.298660,1915428294.297785,fused,shoup,-1
+1,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.615328,6.756352,6.757362,0.001009,0,0,0,0,0,7,natural,natural,"",20.159552,2368.141712,329.684605,2483176564.156166,fused,shoup,-1
+1,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.618849,5.700915,5.701676,0.000760,0,0,0,0,0,7,natural,natural,"",20.166241,2806.566850,336.941380,2942898641.603000,fused,shoup,-1
+1,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.615168,3.625472,3.626392,0.000920,0,0,0,0,0,7,natural,natural,"",20.162399,4413.218678,352.399320,4627595188.981747,fused,shoup,-1
+1,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.612991,3.525734,3.526715,0.000981,0,0,0,0,0,7,natural,natural,"",20.156832,4538.061599,353.235524,4758502479.081623,fused,shoup,-1
+1,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.613152,2.916659,2.917605,0.000946,0,0,0,0,0,7,natural,natural,"",20.158625,5485.728486,358.034464,5752203232.691605,fused,shoup,-1
+1,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.618113,2.967962,2.968937,0.000975,0,0,0,0,0,7,natural,natural,"",20.168512,5390.904985,357.505257,5652773585.842638,fused,shoup,-1
+1,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.617279,3.617280,3.618391,0.001111,0,0,0,0,0,7,natural,natural,"",20.158112,4423.213306,352.479814,4638075315.175859,fused,shoup,-1
+1,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.613983,3.669095,3.670047,0.000953,0,0,0,0,0,7,natural,natural,"",20.161951,4360.748879,352.073713,4572576616.403425,fused,shoup,-1
+1,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.618113,3.191194,3.192216,0.001022,0,0,0,0,0,7,natural,natural,"",20.166271,5013.798002,355.748629,5257348254.223212,fused,shoup,-1
+1,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.623968,3.231232,3.232192,0.000959,0,0,0,0,0,7,natural,natural,"",20.159456,4951.671430,355.439788,5192203820.891522,fused,shoup,-1
+2,v06,256,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.608095,1.844634,1.845620,0.000986,0,0,0,0,0,7,natural,natural,"",20.170080,8673.808796,366.780598,9095147732.568933,fused,shoup,-1
+2,warp1024,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp-radix2-10x10","experimental",0.000000,"eight dependency-closed warp-register subgraphs per persistent CTA role",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp-radix2+homogeneous-warp-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.620928,8.228659,8.229527,0.000868,0,0,0,0,0,7,natural,natural,"",20.164000,1944.423828,319.913073,2038876159.565638,fused,shoup,-1
+2,warp256,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.608032,6.861414,6.862427,0.001013,0,0,0,0,0,7,natural,natural,"",20.170240,2331.880716,328.949485,2445154153.707697,fused,shoup,-1
+2,warp256,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-radix2-10x10","experimental",0.000000,"two independent four-warp subgraphs with an eight-stage register prefix",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-radix2+homogeneous-warp256-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.615265,5.817344,5.818160,0.000816,0,0,0,0,0,7,natural,natural,"",20.158144,2750.396193,336.199768,2883999438.750005,fused,shoup,-1
+2,warp256_static,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.628736,3.631104,3.631892,0.000788,0,0,0,0,0,7,natural,natural,"",20.163679,4406.373388,352.240428,4620417381.277974,fused,shoup,-1
+2,warp256_static,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.623487,3.540275,3.541215,0.000940,0,0,0,0,0,7,natural,natural,"",20.158400,4519.422802,353.028171,4738958284.547568,fused,shoup,-1
+2,warp256_static_io,128,4,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.626911,2.916147,2.917151,0.001004,0,0,0,0,0,7,natural,natural,"",20.171616,5486.691421,357.824369,5753212943.289330,fused,shoup,-1
+2,warp256_static_io,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","0+0","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.624865,2.967040,2.967888,0.000848,0,0,0,0,0,7,natural,natural,"",20.164352,5392.579698,357.491914,5654529648.976091,fused,shoup,-1
+2,warp256_static_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.618656,3.619738,3.620642,0.000904,0,0,0,0,0,7,natural,natural,"",20.162880,4420.209876,352.413020,4634925991.199214,fused,shoup,-1
+2,warp256_static_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10","experimental",0.000000,"warp256 subgraphs with XOR-swizzled full-sector boundary and final writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-radix2+homogeneous-warp256-static-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.618368,3.662746,3.663613,0.000867,0,0,0,0,0,7,natural,natural,"",20.149696,4368.307616,352.183902,4580502527.110621,fused,shoup,-1
+2,warp256_static_io_half,128,4,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,3,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","128+128","4+4","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.620319,3.197645,3.198663,0.001018,0,0,0,0,0,7,natural,natural,"",20.163649,5003.682850,355.700897,5246741748.604932,fused,shoup,-1
+2,warp256_static_io_half,256,8,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10","experimental",0.000000,"warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers",hierarchical-dataflow,0,named-barrier,0,0,0,1,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10","homogeneous-warp256-static-io-radix2+homogeneous-warp256-static-io-radix2","256+256","8+8","2+2","1+1","0+0","0+0","9+11","full-scratch","1",8,0,2,10,21.620001,3.231539,3.232404,0.000865,0,0,0,0,0,7,natural,natural,"",20.163649,4951.200888,355.435587,5191710421.901986,fused,shoup,-1
diff --git a/results/homogeneous_warp_small_tiles_occupancy4/summary.csv b/results/homogeneous_warp_small_tiles_occupancy4/summary.csv
new file mode 100644
index 0000000..7aff434
--- /dev/null
+++ b/results/homogeneous_warp_small_tiles_occupancy4/summary.csv
@@ -0,0 +1,79 @@
+word_bits,batch,variant,threads,units,resident,kernel_ms,trials,throughput_vs_v06
+32,1,v06,256,4,4,0.148531,2,1.0
+32,1,warp1024,256,8,1,0.44221449999999995,2,0.33587998584397394
+32,1,warp128_static_io_half,128,4,4,0.1892865,2,0.7846888182728298
+32,1,warp256,128,4,3,0.302541,2,0.49094502893822656
+32,1,warp256,256,8,1,0.357581,2,0.41537721523235294
+32,1,warp256_static,128,4,2,0.2331135,2,0.6371617259403681
+32,1,warp256_static,256,8,1,0.2540545,2,0.5846422716385656
+32,1,warp256_static_half,128,4,3,0.2033665,2,0.7303611951820973
+32,1,warp256_static_half,256,8,1,0.25001,2,0.5941002359905604
+32,1,warp256_static_io,128,4,2,0.2276865,2,0.6523487338950705
+32,1,warp256_static_io,256,8,1,0.23301100000000002,2,0.6374420091755324
+32,1,warp256_static_io_half,128,4,3,0.176691,2,0.8406257251359719
+32,1,warp256_static_io_half,256,8,1,0.229939,2,0.6459582758905622
+32,1,warp64_static_io_half,128,4,4,0.198298,2,0.7490292388223784
+32,4,v06,256,4,4,0.350515,2,1.0
+32,4,warp1024,256,8,1,1.259981,2,0.2781907028756783
+32,4,warp128_static_io_half,128,4,4,0.4672,2,0.750246147260274
+32,4,warp256,128,4,3,0.83159,2,0.4214997775346024
+32,4,warp256,256,8,1,0.966349,2,0.36272092173738474
+32,4,warp256_static,128,4,2,0.700672,2,0.5002554690354403
+32,4,warp256_static,256,8,1,0.7569405,2,0.46306810112551783
+32,4,warp256_static_half,128,4,3,0.5783039999999999,2,0.6061085519034972
+32,4,warp256_static_half,256,8,1,0.7233025,2,0.48460360637492617
+32,4,warp256_static_io,128,4,2,0.593203,2,0.5908854135936602
+32,4,warp256_static_io,256,8,1,0.614144,2,0.5707374817632347
+32,4,warp256_static_io_half,128,4,3,0.4196865,2,0.8351829282095088
+32,4,warp256_static_io_half,256,8,1,0.6242814999999999,2,0.5614694652973059
+32,4,warp64_static_io_half,128,4,4,0.48634900000000003,2,0.7207067352868002
+32,16,v06,256,4,4,1.0941955,2,1.0
+32,16,warp1024,256,8,1,4.585421,2,0.23862487217640432
+32,16,warp128_static_io_half,128,4,4,1.6095739999999998,2,0.6798044078743818
+32,16,warp256,128,4,3,4.4672,2,0.2449398952363897
+32,16,warp256,256,8,1,3.2373250000000002,2,0.3379937139459276
+32,16,warp256_static,128,4,2,2.242765,2,0.4878779096338672
+32,16,warp256_static,256,8,1,2.5135615,2,0.4353167805920007
+32,16,warp256_static_half,128,4,3,2.1689855,2,0.5044734047323046
+32,16,warp256_static_half,256,8,1,2.5009154999999996,2,0.4375179809153889
+32,16,warp256_static_io,128,4,2,1.8868735,2,0.5798987054511073
+32,16,warp256_static_io,256,8,1,1.88544,2,0.5803396024270198
+32,16,warp256_static_io_half,128,4,3,1.3615615,2,0.803632814235714
+32,16,warp256_static_io_half,256,8,1,2.0712965,2,0.5282659918558257
+32,16,warp64_static_io_half,128,4,4,1.6597499999999998,2,0.6592532007832506
+64,1,v06,256,4,2,0.2194945,2,1.0
+64,1,warp1024,256,8,1,0.8193535000000001,2,0.26788742587906195
+64,1,warp256,128,4,3,0.462541,2,0.474540635316653
+64,1,warp256,256,8,1,0.46899199999999996,2,0.46801331365993454
+64,1,warp256_static,128,4,2,0.3904515,2,0.5621556070344205
+64,1,warp256_static,256,8,1,0.41712649999999996,2,0.5262060789712474
+64,1,warp256_static_half,128,4,3,0.424038,2,0.5176293162405255
+64,1,warp256_static_half,256,8,1,0.43704299999999996,2,0.5022263255560666
+64,1,warp256_static_io,128,4,2,0.379648,2,0.5781526571982468
+64,1,warp256_static_io,256,8,1,0.39296,2,0.5585670297231271
+64,1,warp256_static_io_half,128,4,3,0.42127349999999997,2,0.521026126732396
+64,1,warp256_static_io_half,256,8,1,0.4384255,2,0.5006426405398409
+64,4,v06,256,4,2,0.5920255000000001,2,1.0
+64,4,warp1024,256,8,1,2.4665084999999998,2,0.24002572867679156
+64,4,warp256,128,4,3,1.313792,2,0.4506234624659003
+64,4,warp256,256,8,1,1.30432,2,0.45389589977919537
+64,4,warp256_static,128,4,2,1.087386,2,0.5444483375728583
+64,4,warp256_static,256,8,1,1.1365375,2,0.5209027418804923
+64,4,warp256_static_half,128,4,3,1.0979839999999998,2,0.5391931940720449
+64,4,warp256_static_half,256,8,1,1.1201535,2,0.5285217606336989
+64,4,warp256_static_io,128,4,2,0.9543680000000001,2,0.620332513244367
+64,4,warp256_static_io,256,8,1,0.976128,2,0.6065039625950696
+64,4,warp256_static_io_half,128,4,3,1.0308605000000002,2,0.5743022455511682
+64,4,warp256_static_io_half,256,8,1,1.0686974999999999,2,0.5539692008262396
+64,16,v06,256,4,2,1.9073535000000001,2,1.0
+64,16,warp1024,256,8,1,8.493824,2,0.22455769038774528
+64,16,warp256,128,4,3,6.808883,2,0.2801272249794864
+64,16,warp256,256,8,1,5.7591295,2,0.33118781232476197
+64,16,warp256_static,128,4,2,3.628288,2,0.5256896641060468
+64,16,warp256_static,256,8,1,3.5330044999999997,2,0.5398672716097589
+64,16,warp256_static_half,128,4,3,3.618509,2,0.5271103374345621
+64,16,warp256_static_half,256,8,1,3.6659205,2,0.5202931978475802
+64,16,warp256_static_io,128,4,2,2.916403,2,0.654008893832574
+64,16,warp256_static_io,256,8,1,2.967501,2,0.6427473823934685
+64,16,warp256_static_io_half,128,4,3,3.1944195,2,0.5970892364011677
+64,16,warp256_static_io_half,256,8,1,3.2313855,2,0.5902587295759049
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n10_b1.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n10_b1.csv
new file mode 100644
index 0000000..9f891d2
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n10_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,256,0,3,10,0.008192,0.258253,0.025344,3872.174869,3427.136354,3965107.065399,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n10_b16.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n10_b16.csv
new file mode 100644
index 0000000..14cc56d
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n10_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,256,0,3,10,0.029696,0.258867,0.035136,61807.752164,49428.604673,63291138.216253,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n10_b256.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n10_b256.csv
new file mode 100644
index 0000000..7ccd1d0
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n10_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,256,0,10,50,0.240096,0.298537,0.268128,857515.274370,317318.277088,878095640.954922,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n12_b1.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n12_b1.csv
new file mode 100644
index 0000000..e0799c8
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n12_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,256,0,3,10,0.013312,0.291021,0.025984,3436.180381,3027.396630,14074594.842539,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n12_b16.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n12_b16.csv
new file mode 100644
index 0000000..fad7803
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n12_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n12_b256.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n12_b256.csv
new file mode 100644
index 0000000..28dd325
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n12_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n14_b1.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n14_b1.csv
new file mode 100644
index 0000000..7b164a2
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n14_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,14,16384,1,1073479681,30,0,0,256,0,10,50,0.028672,0.338698,0.033792,2952.480667,2492.757053,48373443.246254,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n14_b16.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n14_b16.csv
new file mode 100644
index 0000000..aa456f2
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n14_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,14,16384,16,1073479681,30,0,0,256,0,10,50,0.245152,0.338862,0.307680,47216.852572,17943.373807,773600912.534067,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n14_b256.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n14_b256.csv
new file mode 100644
index 0000000..480cdbd
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n14_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,14,16384,256,1073479681,30,0,0,256,0,10,50,2.786880,1.450578,2.615360,176481.392638,37356.895221,2891471136.984544,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n6_b1.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n6_b1.csv
new file mode 100644
index 0000000..d6943b3
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n6_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,32,2,hermes-xor,inplace,radix2,32,6,64,1,1073479681,30,0,0,128,0,3,10,0.009216,0.022733,0.033120,43989.302048,15368.348798,2815315.331074,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n6_b16.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n6_b16.csv
new file mode 100644
index 0000000..80dc324
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n6_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,32,2,hermes-xor,inplace,radix2,32,6,64,16,1073479681,30,0,0,128,0,3,10,0.008192,0.022733,0.020736,703828.832768,309712.590188,45045045.297179,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n6_b256.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n6_b256.csv
new file mode 100644
index 0000000..0146d7f
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n6_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,32,2,hermes-xor,inplace,radix2,32,6,64,256,1073479681,30,0,0,128,0,10,50,0.027648,0.025272,0.034560,10129660.006841,2926372.542240,648298240.437831,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n8_b1.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n8_b1.csv
new file mode 100644
index 0000000..c599103
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n8_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,8,256,1,1073479681,30,0,0,256,0,3,10,0.008192,0.013414,0.022880,74546.757401,22478.780634,19083969.894753,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n8_b16.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n8_b16.csv
new file mode 100644
index 0000000..cea0e91
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n8_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,8,256,16,1073479681,30,0,0,256,0,3,10,0.012288,0.013517,0.025600,1183712.079343,311254.978469,303030292.311862,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w32_n8_b256.csv b/results/hybrid_dataflow/raw/dataflow_default_w32_n8_b256.csv
new file mode 100644
index 0000000..7d25811
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w32_n8_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,8,256,256,1073479681,30,0,0,256,0,10,50,0.070528,0.013844,0.084736,18491123.274601,1513821.202190,4733727558.297733,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n10_b1.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n10_b1.csv
new file mode 100644
index 0000000..a4c3fc4
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n10_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,256,0,3,10,0.009216,0.238899,0.019904,4185.865818,3731.075952,4286326.597371,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n10_b16.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n10_b16.csv
new file mode 100644
index 0000000..ad88551
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n10_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,256,0,3,10,0.040832,0.239104,0.047584,66916.487463,48851.977699,68522483.162219,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n10_b256.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n10_b256.csv
new file mode 100644
index 0000000..b1c1d5e
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n10_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,256,0,10,50,0.410912,0.518369,0.422016,493856.390757,189447.574870,505708944.135506,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n12_b1.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n12_b1.csv
new file mode 100644
index 0000000..c8766e5
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n12_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,256,0,3,10,0.018432,0.286822,0.028992,3486.478303,2991.805042,14280615.130128,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n12_b16.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n12_b16.csv
new file mode 100644
index 0000000..76c7806
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n12_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,256,0,3,10,0.123968,0.286925,0.140320,55763.744186,29026.903177,228408296.186858,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n12_b256.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n12_b256.csv
new file mode 100644
index 0000000..41dbb30
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n12_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,256,0,10,50,1.410208,1.154314,1.351424,221776.689879,65373.726801,908397321.744195,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n13_b1.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n13_b1.csv
new file mode 100644
index 0000000..22dabfa
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n13_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,13,8192,1,1152921504606584833,60,0,0,256,0,10,50,0.024576,0.338678,0.034656,2952.659154,2513.132599,24188183.790766,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n13_b16.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n13_b16.csv
new file mode 100644
index 0000000..a1b386a
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n13_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,13,8192,16,1152921504606584833,60,0,0,256,0,10,50,0.243968,0.339292,0.271552,47157.001798,18717.563114,386310158.725770,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n13_b256.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n13_b256.csv
new file mode 100644
index 0000000..cd5d7ec
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n13_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,13,8192,256,1152921504606584833,60,0,0,256,0,10,50,2.751456,1.459077,2.599904,175453.371533,37589.363559,1437314019.596350,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n6_b1.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n6_b1.csv
new file mode 100644
index 0000000..846a179
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n6_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,16,2,hermes-xor,inplace,radix2,64,6,64,1,1152921504606584833,60,0,0,128,0,3,10,0.005120,0.019968,0.016800,50080.129937,23873.186447,3205128.315994,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n6_b16.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n6_b16.csv
new file mode 100644
index 0000000..75897fe
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n6_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,16,2,hermes-xor,inplace,radix2,64,6,64,16,1152921504606584833,60,0,0,128,0,3,10,0.009216,0.020173,0.019680,793147.173965,326072.765912,50761419.133736,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n6_b256.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n6_b256.csv
new file mode 100644
index 0000000..c905c09
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n6_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,16,2,hermes-xor,inplace,radix2,64,6,64,256,1152921504606584833,60,0,0,128,0,10,50,0.037024,0.022446,0.049344,11405109.905883,2352636.772695,729927033.976516,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n8_b1.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n8_b1.csv
new file mode 100644
index 0000000..a1bdb60
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n8_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,8,256,1,1152921504606584833,60,0,0,256,0,3,10,0.007168,0.020173,0.019776,49571.698373,21223.851909,12690354.783434,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n8_b16.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n8_b16.csv
new file mode 100644
index 0000000..5af37a6
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n8_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,8,256,16,1152921504606584833,60,0,0,256,0,3,10,0.017408,0.020378,0.025696,785175.857605,252041.532653,201005019.547006,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_default_w64_n8_b256.csv b/results/hybrid_dataflow/raw/dataflow_default_w64_n8_b256.csv
new file mode 100644
index 0000000..eaad66e
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_default_w64_n8_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,8,256,256,1152921504606584833,60,0,0,256,0,10,50,0.117504,0.043971,0.142432,5822076.983829,842364.158809,1490451707.860321,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b16_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b16_us2.csv
new file mode 100644
index 0000000..16c6152
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,64,0,3,10,0.029696,1.056256,0.037376,15147.842146,14243.390331,15511390.357990,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b16_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b16_us4.csv
new file mode 100644
index 0000000..f56b94e
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,128,0,3,10,0.026624,0.350822,0.033056,45607.123422,38976.630827,46701694.383946,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b1_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b1_us2.csv
new file mode 100644
index 0000000..08c89d9
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,64,0,3,10,0.008192,1.056154,0.018208,946.832033,923.741844,969556.002275,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b1_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b1_us4.csv
new file mode 100644
index 0000000..0d1cf31
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,128,0,3,10,0.010240,0.350925,0.022688,2849.613446,2605.165387,2918004.169143,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b256_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b256_us2.csv
new file mode 100644
index 0000000..abad53c
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b256_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,64,0,10,50,0.247392,0.950886,0.281984,269222.494309,172942.314400,275683834.172725,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b256_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b256_us4.csv
new file mode 100644
index 0000000..3067401
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n10_b256_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,128,0,10,50,0.244992,0.341524,0.271136,749580.231176,298489.200247,767570156.724371,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b16_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b16_us2.csv
new file mode 100644
index 0000000..5c37d02
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,64,0,3,10,0.071872,4.310835,0.084512,3711.577608,3581.646363,15202621.882894,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b16_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b16_us4.csv
new file mode 100644
index 0000000..d5fb289
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,128,0,3,10,0.071456,0.600781,0.077056,26632.007564,21353.467004,109084702.981815,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b1_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b1_us2.csv
new file mode 100644
index 0000000..8ddd0c7
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,64,0,3,10,0.011264,5.050982,0.024800,197.981285,196.577720,810931.342575,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b1_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b1_us4.csv
new file mode 100644
index 0000000..4608bc2
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,128,0,3,10,0.012288,0.606208,0.024192,1649.598908,1555.965027,6756757.126752,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b256_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b256_us2.csv
new file mode 100644
index 0000000..3744cd4
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b256_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,64,0,10,50,0.759136,4.575846,0.738976,55945.936353,42147.145372,229154555.302829,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b256_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b256_us4.csv
new file mode 100644
index 0000000..1960e8d
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n12_b256_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,128,0,10,50,0.761120,0.725197,0.743936,353007.635297,114785.193736,1445919274.175926,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b16_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b16_us2.csv
new file mode 100644
index 0000000..5c9233e
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,14,16384,16,1073479681,30,0,0,64,0,10,50,0.261472,20.123423,0.316480,795.093375,772.895534,13026809.848169,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b16_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b16_us4.csv
new file mode 100644
index 0000000..5997694
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,14,16384,16,1073479681,30,0,0,128,0,10,50,0.253408,5.528760,0.317056,2893.957912,2623.284343,47414606.432570,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b1_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b1_us2.csv
new file mode 100644
index 0000000..6c03eae
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,14,16384,1,1073479681,30,0,0,64,0,10,50,0.028672,20.122522,0.036800,49.695559,49.534391,814212.041198,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b1_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b1_us4.csv
new file mode 100644
index 0000000..de656ea
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,14,16384,1,1073479681,30,0,0,128,0,10,50,0.029696,5.528863,0.035552,180.869016,178.759415,2963357.952390,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b256_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b256_us2.csv
new file mode 100644
index 0000000..553b23a
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b256_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,14,16384,256,1073479681,30,0,0,64,0,10,50,2.785152,80.701874,4.646080,3172.169220,2904.697364,51972820.500681,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b256_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b256_us4.csv
new file mode 100644
index 0000000..acbbec4
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n14_b256_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,14,16384,256,1073479681,30,0,0,128,0,10,50,2.787616,22.264013,2.609760,11498.376176,9254.777363,188389395.267184,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b16_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b16_us2.csv
new file mode 100644
index 0000000..44c4b78
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,6,32,2,hermes-xor,inplace,radix2,32,6,64,16,1073479681,30,0,0,64,0,3,10,0.007168,0.042803,0.018976,373803.811818,232061.631770,23923443.956373,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b16_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b16_us4.csv
new file mode 100644
index 0000000..df80e8d
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,32,2,hermes-xor,inplace,radix2,32,6,64,16,1073479681,30,0,0,128,0,3,10,0.009216,0.022733,0.020032,703828.832768,307805.959151,45045045.297179,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b1_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b1_us2.csv
new file mode 100644
index 0000000..4363301
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,6,32,2,hermes-xor,inplace,radix2,32,6,64,1,1073479681,30,0,0,64,0,3,10,0.008192,0.042803,0.033248,23362.738239,11870.394054,1495215.247273,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b1_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b1_us4.csv
new file mode 100644
index 0000000..301a60a
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,32,2,hermes-xor,inplace,radix2,32,6,64,1,1073479681,30,0,0,128,0,3,10,0.007168,0.022630,0.027488,44188.350187,17456.150187,2828054.411984,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b256_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b256_us2.csv
new file mode 100644
index 0000000..ffd7777
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b256_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,6,32,2,hermes-xor,inplace,radix2,32,6,64,256,1073479681,30,0,0,64,0,10,50,0.026624,0.044872,0.032032,5705157.880239,2472768.678951,365130104.335281,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b256_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b256_us4.csv
new file mode 100644
index 0000000..7089359
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n6_b256_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,32,2,hermes-xor,inplace,radix2,32,6,64,256,1073479681,30,0,0,128,0,10,50,0.027648,0.025293,0.036416,10121457.939366,2864919.048682,647773308.119439,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b16_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b16_us2.csv
new file mode 100644
index 0000000..de933ed
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,8,256,16,1073479681,30,0,0,64,0,3,10,0.012288,0.214426,0.024480,74617.953102,63695.888037,19102195.993998,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b16_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b16_us4.csv
new file mode 100644
index 0000000..bccd4fc
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,8,256,16,1073479681,30,0,0,128,0,3,10,0.011264,0.034202,0.021792,467814.375942,237891.331575,119760480.241091,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b1_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b1_us2.csv
new file mode 100644
index 0000000..e5f3215
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,8,256,1,1073479681,30,0,0,64,0,3,10,0.008192,0.214323,0.020768,4665.850285,4110.435776,1194457.673083,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b1_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b1_us4.csv
new file mode 100644
index 0000000..25eea2a
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,8,256,1,1073479681,30,0,0,128,0,3,10,0.008192,0.034304,0.021120,29151.119031,15719.315637,7462686.472040,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b256_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b256_us2.csv
new file mode 100644
index 0000000..c681f16
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b256_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,8,256,256,1073479681,30,0,0,64,0,10,50,0.065280,0.225178,0.089248,1136880.470468,674206.568851,291041400.439879,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b256_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b256_us4.csv
new file mode 100644
index 0000000..e4e6004
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w32_n8_b256_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,2,hermes-xor,inplace,radix2,32,8,256,256,1073479681,30,0,0,128,0,10,50,0.066304,0.039772,0.079232,6436663.176930,1381482.619079,1647785773.293976,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b16_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b16_us2.csv
new file mode 100644
index 0000000..ec52174
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,64,0,3,10,0.038304,0.934912,0.047168,17113.909712,15680.370872,17524643.544646,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b16_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b16_us4.csv
new file mode 100644
index 0000000..7560c70
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,128,0,3,10,0.038080,0.308634,0.046592,51841.407490,40680.834863,53085601.269599,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b1_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b1_us2.csv
new file mode 100644
index 0000000..6d6f5a8
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,64,0,3,10,0.009216,0.934707,0.019488,1069.853787,1037.978422,1095530.277933,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b1_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b1_us4.csv
new file mode 100644
index 0000000..b473f4c
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,128,0,3,10,0.008192,0.308531,0.020224,3241.163346,2967.824089,3318951.266007,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b256_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b256_us2.csv
new file mode 100644
index 0000000..4b02766
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b256_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,64,0,10,50,0.404992,0.995738,0.426016,257095.842169,140139.927471,263266142.380941,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b256_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b256_us4.csv
new file mode 100644
index 0000000..118a5cf
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n10_b256_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,128,0,10,50,0.412096,0.359178,0.423616,712738.044454,214245.621381,729843757.521186,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b16_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b16_us2.csv
new file mode 100644
index 0000000..55a9fa2
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,64,0,3,10,0.124992,4.475085,0.144064,3575.351257,3372.581203,14644638.749366,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b16_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b16_us4.csv
new file mode 100644
index 0000000..f84dd5c
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,128,0,3,10,0.124032,0.625152,0.145696,25593.775928,17879.492436,104832106.199760,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b1_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b1_us2.csv
new file mode 100644
index 0000000..8aa5a31
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,64,0,3,10,0.017408,4.475187,0.026240,223.454334,221.295961,915268.953883,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b1_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b1_us4.csv
new file mode 100644
index 0000000..f963e29
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,128,0,3,10,0.016384,0.624947,0.030304,1600.135204,1488.903522,6554153.796793,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b256_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b256_us2.csv
new file mode 100644
index 0000000..fe41d88
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b256_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,64,0,10,50,1.413504,9.041409,1.366400,28314.172388,21655.801671,115974850.101956,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b256_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b256_us4.csv
new file mode 100644
index 0000000..d99a6b3
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n12_b256_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,128,0,10,50,1.414048,1.360630,1.358944,188148.181818,61931.163283,770654952.724989,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b16_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b16_us2.csv
new file mode 100644
index 0000000..e705e40
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,13,8192,16,1152921504606584833,60,0,0,64,0,10,50,0.239680,11.418788,0.267264,1401.199502,1341.636726,11478626.322017,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b16_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b16_us4.csv
new file mode 100644
index 0000000..9237330
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,13,8192,16,1152921504606584833,60,0,0,128,0,10,50,0.240448,3.754271,0.309632,4261.813253,3717.169361,34912774.167195,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b1_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b1_us2.csv
new file mode 100644
index 0000000..bd2e965
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,13,8192,1,1152921504606584833,60,0,0,64,0,10,50,0.025600,11.418665,0.031712,87.575912,87.138551,717421.874501,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b1_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b1_us4.csv
new file mode 100644
index 0000000..4ed5602
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,13,8192,1,1152921504606584833,60,0,0,128,0,10,50,0.025600,3.757711,0.035296,266.119425,261.875572,2180050.329853,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b256_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b256_us2.csv
new file mode 100644
index 0000000..0179b7e
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b256_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,13,8192,256,1152921504606584833,60,0,0,64,0,10,50,2.747744,45.945263,4.694944,5571.847538,4795.089448,45644575.027389,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b256_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b256_us4.csv
new file mode 100644
index 0000000..7becd31
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n13_b256_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,13,8192,256,1152921504606584833,60,0,0,128,0,10,50,2.752224,15.230403,2.605312,16808.485035,12434.464650,137695109.405215,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b16_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b16_us2.csv
new file mode 100644
index 0000000..891e486
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,6,16,2,hermes-xor,inplace,radix2,64,6,64,16,1152921504606584833,60,0,0,64,0,3,10,0.008192,0.038093,0.020160,420026.887402,240801.386163,26881720.793729,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b16_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b16_us4.csv
new file mode 100644
index 0000000..8143f44
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,16,2,hermes-xor,inplace,radix2,64,6,64,16,1152921504606584833,60,0,0,128,0,3,10,0.010240,0.020275,0.027904,789141.422477,273882.560751,50505051.038546,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b1_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b1_us2.csv
new file mode 100644
index 0000000..601d476
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,6,16,2,hermes-xor,inplace,radix2,64,6,64,1,1152921504606584833,60,0,0,64,0,3,10,0.009216,0.038093,0.027360,26251.680463,13392.474586,1680107.549608,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b1_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b1_us4.csv
new file mode 100644
index 0000000..0201b9b
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,16,2,hermes-xor,inplace,radix2,64,6,64,1,1152921504606584833,60,0,0,128,0,3,10,0.007168,0.019968,0.019616,50080.129937,21389.459383,3205128.315994,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b256_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b256_us2.csv
new file mode 100644
index 0000000..44ecc93
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b256_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,6,16,2,hermes-xor,inplace,radix2,64,6,64,256,1152921504606584833,60,0,0,64,0,10,50,0.035456,0.040059,0.052768,6390592.880424,1995589.711298,408997944.347109,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b256_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b256_us4.csv
new file mode 100644
index 0000000..50b2d86
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n6_b256_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,16,2,hermes-xor,inplace,radix2,64,6,64,256,1152921504606584833,60,0,0,128,0,10,50,0.036992,0.022446,0.048992,11405109.905883,2360968.507302,729927033.976516,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b16_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b16_us2.csv
new file mode 100644
index 0000000..d1e21fa
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,8,256,16,1152921504606584833,60,0,0,64,0,3,10,0.016384,0.190157,0.025440,84141.086654,68971.224464,21540118.183492,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b16_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b16_us4.csv
new file mode 100644
index 0000000..e6c94e3
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,8,256,16,1152921504606584833,60,0,0,128,0,3,10,0.017408,0.030720,0.026112,520833.314911,215517.238713,133333328.617219,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b1_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b1_us2.csv
new file mode 100644
index 0000000..54add6b
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,8,256,1,1152921504606584833,60,0,0,64,0,3,10,0.008192,0.190157,0.024640,5258.817916,4484.530124,1346257.386468,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b1_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b1_us4.csv
new file mode 100644
index 0000000..f97cb61
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,8,256,1,1152921504606584833,60,0,0,128,0,3,10,0.007168,0.030618,0.019520,32660.952850,17450.301533,8361203.929577,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b256_us2.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b256_us2.csv
new file mode 100644
index 0000000..ef6cff9
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b256_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,8,256,256,1152921504606584833,60,0,0,64,0,10,50,0.119712,0.236012,0.143200,1084692.814866,513104.696182,277681360.605589,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b256_us4.csv b/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b256_us4.csv
new file mode 100644
index 0000000..0a11881
--- /dev/null
+++ b/results/hybrid_dataflow/raw/dataflow_search_w64_n8_b256_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,2,hermes-xor,inplace,radix2,64,8,256,256,1152921504606584833,60,0,0,128,0,10,50,0.119072,0.043090,0.140960,5941064.805303,844544.693001,1520912590.157642,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/hybrid2d_w32_n12_b1.csv b/results/hybrid_dataflow/raw/hybrid2d_w32_n12_b1.csv
new file mode 100644
index 0000000..693ba9d
--- /dev/null
+++ b/results/hybrid_dataflow/raw/hybrid2d_w32_n12_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,6,4,256,0,3,10,0.012288,0.008397,0.023328,119092.992399,22720.662672,487804896.864295,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/hybrid2d_w32_n12_b16.csv b/results/hybrid_dataflow/raw/hybrid2d_w32_n12_b16.csv
new file mode 100644
index 0000000..93b866d
--- /dev/null
+++ b/results/hybrid_dataflow/raw/hybrid2d_w32_n12_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,6,4,256,0,3,10,0.067936,0.008909,0.078080,1795977.041844,103275.910893,7356321963.394614,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/hybrid2d_w32_n12_b256.csv b/results/hybrid_dataflow/raw/hybrid2d_w32_n12_b256.csv
new file mode 100644
index 0000000..b1cc122
--- /dev/null
+++ b/results/hybrid_dataflow/raw/hybrid2d_w32_n12_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,6,4,256,0,10,50,0.775488,0.048271,0.745216,5303351.527291,163163.808168,21722527855.784782,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/hybrid2d_w32_n14_b1.csv b/results/hybrid_dataflow/raw/hybrid2d_w32_n14_b1.csv
new file mode 100644
index 0000000..ee46bf9
--- /dev/null
+++ b/results/hybrid_dataflow/raw/hybrid2d_w32_n14_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,hermes-xor,inplace,radix2,32,14,16384,1,1073479681,30,7,4,256,0,10,50,0.027648,0.008294,0.031584,120563.274109,14809.023230,1975308683.004036,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/hybrid2d_w32_n14_b16.csv b/results/hybrid_dataflow/raw/hybrid2d_w32_n14_b16.csv
new file mode 100644
index 0000000..143bb52
--- /dev/null
+++ b/results/hybrid_dataflow/raw/hybrid2d_w32_n14_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,hermes-xor,inplace,radix2,32,14,16384,16,1073479681,30,7,4,256,0,10,50,0.242880,0.016097,0.302592,993956.788354,28491.586485,16284988020.395361,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/hybrid2d_w32_n14_b256.csv b/results/hybrid_dataflow/raw/hybrid2d_w32_n14_b256.csv
new file mode 100644
index 0000000..10cd1ba
--- /dev/null
+++ b/results/hybrid_dataflow/raw/hybrid2d_w32_n14_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,hermes-xor,inplace,radix2,32,14,16384,256,1073479681,30,7,4,256,0,10,50,2.796512,0.164352,2.613952,1557632.401032,45920.799671,25520249258.501129,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n10_b1.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n10_b1.csv
new file mode 100644
index 0000000..f5c3f86
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n10_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,4,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,5,20,0.008192,0.045568,0.019136,21945.224466,13718.173662,22471909.853339,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n10_b16.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n10_b16.csv
new file mode 100644
index 0000000..bfcfe66
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n10_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,4,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,5,20,0.028672,0.045773,0.034720,349552.585236,146567.393523,357941847.281388,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n12_b1.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n12_b1.csv
new file mode 100644
index 0000000..3d2c8b3
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n12_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,4,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,5,20,0.011264,0.084992,0.021472,11765.813396,8494.156118,48192771.668087,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n12_b16.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n12_b16.csv
new file mode 100644
index 0000000..2a9070b
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n12_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,4,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,5,20,0.069952,0.077414,0.083072,206679.891842,69432.871159,846560836.986117,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n6_b1.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n6_b1.csv
new file mode 100644
index 0000000..4997b3e
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n6_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,4,2,hermes-xor,inplace,radix2,32,6,64,1,1073479681,30,0,0,192,0,5,20,0.007168,0.006656,0.033408,150240.386309,21172.086233,9615384.723749,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n6_b16.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n6_b16.csv
new file mode 100644
index 0000000..df273c8
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n6_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,4,2,hermes-xor,inplace,radix2,32,6,64,16,1073479681,30,0,0,192,0,5,20,0.008192,0.006758,0.019520,2367424.158686,464166.359354,151515146.155931,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n8_b1.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n8_b1.csv
new file mode 100644
index 0000000..7b9f702
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n8_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,8,256,1,1073479681,30,0,0,256,0,5,20,0.008192,0.013363,0.018752,74832.374136,24809.463579,19157087.778782,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n8_b16.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n8_b16.csv
new file mode 100644
index 0000000..55e3712
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w32_n8_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,8,256,16,1073479681,30,0,0,256,0,5,20,0.010240,0.013363,0.019680,1197317.986174,369658.428579,306513404.460510,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n10_b1.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n10_b1.csv
new file mode 100644
index 0000000..f8ada29
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n10_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,4,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,5,20,0.009216,0.045414,0.020064,22019.447889,13387.884550,22547914.637841,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n10_b16.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n10_b16.csv
new file mode 100644
index 0000000..847b4d6
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n10_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,4,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,5,20,0.038432,0.045466,0.046816,351914.416384,122405.016575,360360362.377432,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n12_b1.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n12_b1.csv
new file mode 100644
index 0000000..1dc7a79
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n12_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,4,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,5,20,0.015360,0.125491,0.023776,7968.686131,6074.330297,32639738.393735,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n12_b16.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n12_b16.csv
new file mode 100644
index 0000000..78b0941
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n12_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,4,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,5,20,0.122720,0.124416,0.132352,128600.814165,42162.070308,526748934.818323,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n6_b1.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n6_b1.csv
new file mode 100644
index 0000000..2d4511d
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n6_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,4,2,hermes-xor,inplace,radix2,64,6,64,1,1152921504606584833,60,0,0,192,0,5,20,0.006144,0.007680,0.018048,130208.328728,31375.501930,8333333.038576,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n6_b16.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n6_b16.csv
new file mode 100644
index 0000000..1f5de4f
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n6_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,4,2,hermes-xor,inplace,radix2,64,6,64,16,1152921504606584833,60,0,0,192,0,5,20,0.007168,0.007834,0.019136,2042483.648593,468691.405786,130718953.509960,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n8_b1.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n8_b1.csv
new file mode 100644
index 0000000..ee618ab
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n8_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,2,hermes-xor,inplace,radix2,64,8,256,1,1152921504606584833,60,0,0,256,0,5,20,0.008192,0.021555,0.019744,46392.517343,20205.612448,11876484.439820,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n8_b16.csv b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n8_b16.csv
new file mode 100644
index 0000000..77bb966
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_default_w64_n8_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,8,named-barrier,8,16,2,2,hermes-xor,inplace,radix2,64,8,256,16,1152921504606584833,60,0,0,256,0,5,20,0.016384,0.021555,0.024672,742280.277489,255545.334087,190023751.037126,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n10_b16_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n10_b16_us2.csv
new file mode 100644
index 0000000..b9ac7fe
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n10_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,64,0,5,20,0.028672,0.539597,0.032288,29651.769835,26641.943103,30363412.311503,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n10_b16_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n10_b16_us4.csv
new file mode 100644
index 0000000..7a0cdc4
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n10_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,128,0,5,20,0.028672,0.183603,0.033056,87144.451906,65217.959450,89235918.751454,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n10_b1_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n10_b1_us2.csv
new file mode 100644
index 0000000..a9e8ea9
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n10_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,64,0,5,20,0.007168,0.539546,0.018560,1853.411478,1769.054858,1897893.353710,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n10_b1_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n10_b1_us4.csv
new file mode 100644
index 0000000..0be934c
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n10_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,128,0,5,20,0.007168,0.183552,0.018688,5448.047510,4775.366799,5578800.650692,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n12_b16_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n12_b16_us2.csv
new file mode 100644
index 0000000..e5b93ec
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n12_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,64,0,5,20,0.069600,2.303488,0.078816,6945.987949,6525.540931,28450766.637869,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n12_b16_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n12_b16_us4.csv
new file mode 100644
index 0000000..2b29881
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n12_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,128,0,5,20,0.070912,0.312576,0.075744,51187.551855,34840.777457,209664212.399519,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n12_b1_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n12_b1_us2.csv
new file mode 100644
index 0000000..8167561
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n12_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,64,0,5,20,0.011264,2.540800,0.022656,393.576812,388.391733,1612090.620076,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n12_b1_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n12_b1_us4.csv
new file mode 100644
index 0000000..325a91a
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n12_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,128,0,5,20,0.011264,0.336845,0.021888,2968.726233,2702.726057,12159902.652089,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n6_b16_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n6_b16_us2.csv
new file mode 100644
index 0000000..a627061
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n6_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,6,32,4,2,hermes-xor,inplace,radix2,32,6,64,16,1073479681,30,0,0,64,0,5,20,0.007168,0.027392,0.019456,584112.150387,296208.535224,37383177.624758,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n6_b16_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n6_b16_us4.csv
new file mode 100644
index 0000000..181521e
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n6_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,32,4,2,hermes-xor,inplace,radix2,32,6,64,16,1073479681,30,0,0,128,0,5,20,0.008192,0.017254,0.049120,927299.649610,214573.849206,59347177.575025,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n6_b1_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n6_b1_us2.csv
new file mode 100644
index 0000000..ddb513c
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n6_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,6,32,4,2,hermes-xor,inplace,radix2,32,6,64,1,1073479681,30,0,0,64,0,5,20,0.007168,0.027290,0.032288,36643.997348,14982.261168,2345215.830300,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n6_b1_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n6_b1_us4.csv
new file mode 100644
index 0000000..8c60d83
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n6_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,32,4,2,hermes-xor,inplace,radix2,32,6,64,1,1073479681,30,0,0,128,0,5,20,0.007168,0.017152,0.031520,58302.238063,17908.308844,3731343.236020,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n8_b16_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n8_b16_us2.csv
new file mode 100644
index 0000000..5950f9b
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n8_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,8,256,16,1073479681,30,0,0,64,0,5,20,0.011264,0.115302,0.022432,138765.543184,107383.704650,35523979.055064,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n8_b16_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n8_b16_us4.csv
new file mode 100644
index 0000000..a5fa8e1
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n8_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,8,256,16,1073479681,30,0,0,128,0,5,20,0.011264,0.026112,0.021920,612745.109148,269832.708792,156862747.941778,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n8_b1_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n8_b1_us2.csv
new file mode 100644
index 0000000..47595e2
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n8_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,8,256,1,1073479681,30,0,0,64,0,5,20,0.007168,0.115149,0.020256,8684.415474,7013.960717,2223210.361430,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n8_b1_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n8_b1_us4.csv
new file mode 100644
index 0000000..c0b1da0
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w32_n8_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,32,4,2,hermes-xor,inplace,radix2,32,8,256,1,1073479681,30,0,0,128,0,5,20,0.007168,0.026163,0.017056,38221.624388,19846.310370,9784735.843368,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n10_b16_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n10_b16_us2.csv
new file mode 100644
index 0000000..aed5d26
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n10_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,4,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,64,0,5,20,0.038880,0.565862,0.047968,28275.424402,24513.167755,28954034.587526,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n10_b16_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n10_b16_us4.csv
new file mode 100644
index 0000000..e786ac5
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n10_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,4,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,128,0,5,20,0.039488,0.180838,0.046560,88476.788005,59950.602784,90600230.916987,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n10_b1_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n10_b1_us2.csv
new file mode 100644
index 0000000..3f206b6
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n10_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,4,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,64,0,5,20,0.008192,0.567091,0.020064,1763.384899,1679.692212,1805706.136221,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n10_b1_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n10_b1_us4.csv
new file mode 100644
index 0000000..bf95e51
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n10_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,4,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,128,0,5,20,0.009216,0.180787,0.019840,5531.364878,4765.462833,5664117.635190,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n12_b16_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n12_b16_us2.csv
new file mode 100644
index 0000000..28ab857
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n12_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,4,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,64,0,5,20,0.125120,2.649600,0.132416,6038.647277,5503.698442,24734299.246268,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n12_b16_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n12_b16_us4.csv
new file mode 100644
index 0000000..9944be1
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n12_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,4,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,128,0,5,20,0.123424,0.352307,0.140160,45414.910568,25978.614580,186019473.685671,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n12_b1_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n12_b1_us2.csv
new file mode 100644
index 0000000..7dbc2f6
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n12_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,4,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,64,0,5,20,0.017408,2.681344,0.026048,372.947294,366.999408,1527592.114506,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n12_b1_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n12_b1_us4.csv
new file mode 100644
index 0000000..dc88fc8
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n12_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,4,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,128,0,5,20,0.015360,0.354867,0.023296,2817.955640,2541.146303,11542346.303091,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n6_b16_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n6_b16_us2.csv
new file mode 100644
index 0000000..a1ca2b3
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n6_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,6,16,4,2,hermes-xor,inplace,radix2,64,6,64,16,1152921504606584833,60,0,0,64,0,5,20,0.008192,0.028467,0.019744,562050.382737,283671.857059,35971224.495167,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n6_b16_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n6_b16_us4.csv
new file mode 100644
index 0000000..7d2e387
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n6_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,16,4,2,hermes-xor,inplace,radix2,64,6,64,16,1152921504606584833,60,0,0,128,0,5,20,0.009216,0.017459,0.020160,916422.250902,341623.381296,58651024.057708,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n6_b1_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n6_b1_us2.csv
new file mode 100644
index 0000000..3362dcf
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n6_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,6,16,4,2,hermes-xor,inplace,radix2,64,6,64,1,1152921504606584833,60,0,0,64,0,5,20,0.005120,0.028262,0.016000,35382.698024,20250.128932,2264492.673526,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n6_b1_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n6_b1_us4.csv
new file mode 100644
index 0000000..8e3b17d
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n6_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,6,16,4,2,hermes-xor,inplace,radix2,64,6,64,1,1152921504606584833,60,0,0,128,0,5,20,0.006144,0.017254,0.017760,57956.228101,24296.376643,3709198.598439,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n8_b16_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n8_b16_us2.csv
new file mode 100644
index 0000000..15b494b
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n8_b16_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,4,2,hermes-xor,inplace,radix2,64,8,256,16,1152921504606584833,60,0,0,64,0,5,20,0.017408,0.120832,0.025568,132415.250234,97675.325383,33898304.059916,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n8_b16_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n8_b16_us4.csv
new file mode 100644
index 0000000..6780dff
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n8_b16_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,4,2,hermes-xor,inplace,radix2,64,8,256,16,1152921504606584833,60,0,0,128,0,5,20,0.017408,0.026470,0.026112,604448.776306,228602.785159,154738886.734233,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n8_b1_us2.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n8_b1_us2.csv
new file mode 100644
index 0000000..43f48e5
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n8_b1_us2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,2,named-barrier,8,16,4,2,hermes-xor,inplace,radix2,64,8,256,1,1152921504606584833,60,0,0,64,0,5,20,0.006144,0.120832,0.018048,8275.953140,6895.410250,2118644.003745,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n8_b1_us4.csv b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n8_b1_us4.csv
new file mode 100644
index 0000000..b7bfa65
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/dataflow_search_w64_n8_b1_us4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,4,named-barrier,8,16,4,2,hermes-xor,inplace,radix2,64,8,256,1,1152921504606584833,60,0,0,128,0,5,20,0.006144,0.026470,0.018240,37778.048519,19663.982675,9671180.420890,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/hybrid2d_w32_n12_b1.csv b/results/hybrid_dataflow/raw/quick/hybrid2d_w32_n12_b1.csv
new file mode 100644
index 0000000..9ae5368
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/hybrid2d_w32_n12_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,6,4,256,0,5,20,0.010240,0.008090,0.019808,123615.504329,26220.842543,506329105.730024,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/hybrid2d_w32_n12_b16.csv b/results/hybrid_dataflow/raw/quick/hybrid2d_w32_n12_b16.csv
new file mode 100644
index 0000000..91e3a50
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/hybrid2d_w32_n12_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/raw/quick/stage_pipeline_w64_n8_b1.csv b/results/hybrid_dataflow/raw/quick/stage_pipeline_w64_n8_b1.csv
new file mode 100644
index 0000000..4a28c76
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/stage_pipeline_w64_n8_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/raw/quick/stage_pipeline_w64_n8_b16.csv b/results/hybrid_dataflow/raw/quick/stage_pipeline_w64_n8_b16.csv
new file mode 100644
index 0000000..ab93c5e
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/stage_pipeline_w64_n8_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",stage-pipeline,8,named-barrier,0,0,0,0,hermes-xor,inplace,radix2,64,8,256,16,1152921504606584833,60,0,0,256,0,5,20,0.016384,0.010240,0.025920,1562500.039472,304506.701308,400000010.104850,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/tile256_w64_n10_b1.csv b/results/hybrid_dataflow/raw/quick/tile256_w64_n10_b1.csv
new file mode 100644
index 0000000..05e5bd8
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/tile256_w64_n10_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,0,hermes-xor,inplace,auto,64,10,1024,1,1152921504606584833,60,0,0,0,0,5,20,0.009216,0.011264,0.020448,88778.408398,24433.151106,90909090.199054,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/tile256_w64_n10_b16.csv b/results/hybrid_dataflow/raw/quick/tile256_w64_n10_b16.csv
new file mode 100644
index 0000000..1c83bee
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/tile256_w64_n10_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/raw/quick/tile256_w64_n12_b1.csv b/results/hybrid_dataflow/raw/quick/tile256_w64_n12_b1.csv
new file mode 100644
index 0000000..7ebc483
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/tile256_w64_n12_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,0,hermes-xor,inplace,auto,64,12,4096,1,1152921504606584833,60,0,0,0,0,5,20,0.016384,0.016077,0.025568,62201.435125,17232.822753,254777078.271001,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/tile256_w64_n12_b16.csv b/results/hybrid_dataflow/raw/quick/tile256_w64_n12_b16.csv
new file mode 100644
index 0000000..7171aca
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/tile256_w64_n12_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/raw/quick/tile256_w64_n6_b1.csv b/results/hybrid_dataflow/raw/quick/tile256_w64_n6_b1.csv
new file mode 100644
index 0000000..5186cbe
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/tile256_w64_n6_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,0,hermes-xor,inplace,auto,64,6,64,1,1152921504606584833,60,0,0,0,0,5,20,0.007168,0.005427,0.018304,184257.079494,32363.297791,11792453.087619,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/tile256_w64_n6_b16.csv b/results/hybrid_dataflow/raw/quick/tile256_w64_n6_b16.csv
new file mode 100644
index 0000000..6d6970a
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/tile256_w64_n6_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,0,hermes-xor,inplace,auto,64,6,64,16,1152921504606584833,60,0,0,0,0,5,20,0.008192,0.005632,0.020416,2840909.068720,467289.707599,181818180.398107,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/tile256_w64_n8_b1.csv b/results/hybrid_dataflow/raw/quick/tile256_w64_n8_b1.csv
new file mode 100644
index 0000000..f8c5880
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/tile256_w64_n8_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,0,hermes-xor,inplace,auto,64,8,256,1,1152921504606584833,60,0,0,0,0,5,20,0.006144,0.006656,0.018944,150240.386309,31502.015169,38461538.894996,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/quick/tile256_w64_n8_b16.csv b/results/hybrid_dataflow/raw/quick/tile256_w64_n8_b16.csv
new file mode 100644
index 0000000..8fbad49
--- /dev/null
+++ b/results/hybrid_dataflow/raw/quick/tile256_w64_n8_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,0,hermes-xor,inplace,auto,64,8,256,16,1152921504606584833,60,0,0,0,0,5,20,0.017408,0.006707,0.025248,2385496.236844,324128.091794,610687036.632087,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/stage_pipeline_w64_n8_b1.csv b/results/hybrid_dataflow/raw/stage_pipeline_w64_n8_b1.csv
new file mode 100644
index 0000000..5600ee3
--- /dev/null
+++ b/results/hybrid_dataflow/raw/stage_pipeline_w64_n8_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",stage-pipeline,8,named-barrier,0,0,0,hermes-xor,inplace,radix2,64,8,256,1,1152921504606584833,60,0,0,256,0,3,10,0.008192,0.010035,0.021632,99649.234252,25088.310333,25510203.968478,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/stage_pipeline_w64_n8_b16.csv b/results/hybrid_dataflow/raw/stage_pipeline_w64_n8_b16.csv
new file mode 100644
index 0000000..bf9f65f
--- /dev/null
+++ b/results/hybrid_dataflow/raw/stage_pipeline_w64_n8_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",stage-pipeline,8,named-barrier,0,0,0,hermes-xor,inplace,radix2,64,8,256,16,1152921504606584833,60,0,0,256,0,3,10,0.016384,0.010240,0.025152,1562500.039472,309023.489562,400000010.104850,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/stage_pipeline_w64_n8_b256.csv b/results/hybrid_dataflow/raw/stage_pipeline_w64_n8_b256.csv
new file mode 100644
index 0000000..9374086
--- /dev/null
+++ b/results/hybrid_dataflow/raw/stage_pipeline_w64_n8_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",stage-pipeline,8,named-barrier,0,0,0,hermes-xor,inplace,radix2,64,8,256,256,1152921504606584833,60,0,0,256,0,10,50,0.120192,0.012227,0.161504,20938023.188458,870977.717937,5360133936.245337,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/tile256_w64_n10_b1.csv b/results/hybrid_dataflow/raw/tile256_w64_n10_b1.csv
new file mode 100644
index 0000000..7aac0fa
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n10_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,hermes-xor,inplace,auto,64,10,1024,1,1152921504606584833,60,0,0,0,0,3,10,0.009216,0.011571,0.020256,86421.455961,24364.571649,88495570.903962,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/tile256_w64_n10_b16.csv b/results/hybrid_dataflow/raw/tile256_w64_n10_b16.csv
new file mode 100644
index 0000000..1fdd4a9
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n10_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,hermes-xor,inplace,auto,64,10,1024,16,1152921504606584833,60,0,0,0,0,3,10,0.039136,0.012698,0.046496,1260080.662206,162718.042265,1290322598.098980,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/tile256_w64_n10_b256.csv b/results/hybrid_dataflow/raw/tile256_w64_n10_b256.csv
new file mode 100644
index 0000000..60a25c5
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n10_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,hermes-xor,inplace,auto,64,10,1024,256,1152921504606584833,60,0,0,0,0,10,50,0.410688,0.030515,0.429824,8389261.362884,293905.858961,8590603635.593691,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/tile256_w64_n12_b1.csv b/results/hybrid_dataflow/raw/tile256_w64_n12_b1.csv
new file mode 100644
index 0000000..eff225b
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n12_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,hermes-xor,inplace,auto,64,12,4096,1,1152921504606584833,60,0,0,0,0,3,10,0.016384,0.016077,0.025024,62201.435125,17395.902918,254777078.271001,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/tile256_w64_n12_b16.csv b/results/hybrid_dataflow/raw/tile256_w64_n12_b16.csv
new file mode 100644
index 0000000..910ff62
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n12_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,hermes-xor,inplace,auto,64,12,4096,16,1152921504606584833,60,0,0,0,0,3,10,0.125504,0.022426,0.135648,713470.338844,56421.946152,2922374507.903717,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/tile256_w64_n12_b256.csv b/results/hybrid_dataflow/raw/tile256_w64_n12_b256.csv
new file mode 100644
index 0000000..81e31a8
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n12_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,hermes-xor,inplace,auto,64,12,4096,256,1152921504606584833,60,0,0,0,0,10,50,1.412544,0.168407,1.356576,1520126.493892,87148.134680,6226438118.980800,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/tile256_w64_n13_b1.csv b/results/hybrid_dataflow/raw/tile256_w64_n13_b1.csv
new file mode 100644
index 0000000..2addba6
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n13_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/raw/tile256_w64_n13_b16.csv b/results/hybrid_dataflow/raw/tile256_w64_n13_b16.csv
new file mode 100644
index 0000000..9b97844
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n13_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/raw/tile256_w64_n13_b256.csv b/results/hybrid_dataflow/raw/tile256_w64_n13_b256.csv
new file mode 100644
index 0000000..abea72b
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n13_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/raw/tile256_w64_n6_b1.csv b/results/hybrid_dataflow/raw/tile256_w64_n6_b1.csv
new file mode 100644
index 0000000..c394468
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n6_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/raw/tile256_w64_n6_b16.csv b/results/hybrid_dataflow/raw/tile256_w64_n6_b16.csv
new file mode 100644
index 0000000..51f6e8a
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n6_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/raw/tile256_w64_n6_b256.csv b/results/hybrid_dataflow/raw/tile256_w64_n6_b256.csv
new file mode 100644
index 0000000..61aa624
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n6_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,hermes-xor,inplace,auto,64,6,64,256,1152921504606584833,60,0,0,0,0,10,50,0.037472,0.006390,0.051584,40064102.898832,2682151.620342,2564102585.525260,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow/raw/tile256_w64_n8_b1.csv b/results/hybrid_dataflow/raw/tile256_w64_n8_b1.csv
new file mode 100644
index 0000000..29f2fa3
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n8_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/raw/tile256_w64_n8_b16.csv b/results/hybrid_dataflow/raw/tile256_w64_n8_b16.csv
new file mode 100644
index 0000000..eea0f1f
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n8_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/raw/tile256_w64_n8_b256.csv b/results/hybrid_dataflow/raw/tile256_w64_n8_b256.csv
new file mode 100644
index 0000000..0cf8d3c
--- /dev/null
+++ b/results/hybrid_dataflow/raw/tile256_w64_n8_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow/summary.csv b/results/hybrid_dataflow/summary.csv
new file mode 100644
index 0000000..06ce114
--- /dev/null
+++ b/results/hybrid_dataflow/summary.csv
@@ -0,0 +1,115 @@
+case,backend,word_bits,logN,batch,stage_space,data_space,pipeline_buffers,dataflow_layout,dataflow_state,kernel_ms,kernel_ntt_s,correct
+dataflow_default_w32_n6_b1,hybrid-dataflow,32,6,1,4,32,2,hermes-xor,inplace,0.022733,43989.302048,1
+dataflow_search_w32_n6_b1_us2,hybrid-dataflow,32,6,1,2,32,2,hermes-xor,inplace,0.042803,23362.738239,1
+dataflow_search_w32_n6_b1_us4,hybrid-dataflow,32,6,1,4,32,2,hermes-xor,inplace,0.022630,44188.350187,1
+dataflow_default_w32_n6_b16,hybrid-dataflow,32,6,16,4,32,2,hermes-xor,inplace,0.022733,703828.832768,1
+dataflow_search_w32_n6_b16_us2,hybrid-dataflow,32,6,16,2,32,2,hermes-xor,inplace,0.042803,373803.811818,1
+dataflow_search_w32_n6_b16_us4,hybrid-dataflow,32,6,16,4,32,2,hermes-xor,inplace,0.022733,703828.832768,1
+dataflow_default_w32_n6_b256,hybrid-dataflow,32,6,256,4,32,2,hermes-xor,inplace,0.025272,10129660.006841,1
+dataflow_search_w32_n6_b256_us2,hybrid-dataflow,32,6,256,2,32,2,hermes-xor,inplace,0.044872,5705157.880239,1
+dataflow_search_w32_n6_b256_us4,hybrid-dataflow,32,6,256,4,32,2,hermes-xor,inplace,0.025293,10121457.939366,1
+dataflow_default_w32_n8_b1,hybrid-dataflow,32,8,1,8,32,2,hermes-xor,inplace,0.013414,74546.757401,1
+dataflow_search_w32_n8_b1_us2,hybrid-dataflow,32,8,1,2,32,2,hermes-xor,inplace,0.214323,4665.850285,1
+dataflow_search_w32_n8_b1_us4,hybrid-dataflow,32,8,1,4,32,2,hermes-xor,inplace,0.034304,29151.119031,1
+dataflow_default_w32_n8_b16,hybrid-dataflow,32,8,16,8,32,2,hermes-xor,inplace,0.013517,1183712.079343,1
+dataflow_search_w32_n8_b16_us2,hybrid-dataflow,32,8,16,2,32,2,hermes-xor,inplace,0.214426,74617.953102,1
+dataflow_search_w32_n8_b16_us4,hybrid-dataflow,32,8,16,4,32,2,hermes-xor,inplace,0.034202,467814.375942,1
+dataflow_default_w32_n8_b256,hybrid-dataflow,32,8,256,8,32,2,hermes-xor,inplace,0.013844,18491123.274601,1
+dataflow_search_w32_n8_b256_us2,hybrid-dataflow,32,8,256,2,32,2,hermes-xor,inplace,0.225178,1136880.470468,1
+dataflow_search_w32_n8_b256_us4,hybrid-dataflow,32,8,256,4,32,2,hermes-xor,inplace,0.039772,6436663.176930,1
+dataflow_default_w32_n10_b1,hybrid-dataflow,32,10,1,8,32,2,hermes-xor,inplace,0.258253,3872.174869,1
+dataflow_search_w32_n10_b1_us2,hybrid-dataflow,32,10,1,2,32,2,hermes-xor,inplace,1.056154,946.832033,1
+dataflow_search_w32_n10_b1_us4,hybrid-dataflow,32,10,1,4,32,2,hermes-xor,inplace,0.350925,2849.613446,1
+dataflow_default_w32_n10_b16,hybrid-dataflow,32,10,16,8,32,2,hermes-xor,inplace,0.258867,61807.752164,1
+dataflow_search_w32_n10_b16_us2,hybrid-dataflow,32,10,16,2,32,2,hermes-xor,inplace,1.056256,15147.842146,1
+dataflow_search_w32_n10_b16_us4,hybrid-dataflow,32,10,16,4,32,2,hermes-xor,inplace,0.350822,45607.123422,1
+dataflow_default_w32_n10_b256,hybrid-dataflow,32,10,256,8,32,2,hermes-xor,inplace,0.298537,857515.274370,1
+dataflow_search_w32_n10_b256_us2,hybrid-dataflow,32,10,256,2,32,2,hermes-xor,inplace,0.950886,269222.494309,1
+dataflow_search_w32_n10_b256_us4,hybrid-dataflow,32,10,256,4,32,2,hermes-xor,inplace,0.341524,749580.231176,1
+dataflow_default_w32_n12_b1,hybrid-dataflow,32,12,1,8,32,2,hermes-xor,inplace,0.291021,3436.180381,1
+dataflow_search_w32_n12_b1_us2,hybrid-dataflow,32,12,1,2,32,2,hermes-xor,inplace,5.050982,197.981285,1
+dataflow_search_w32_n12_b1_us4,hybrid-dataflow,32,12,1,4,32,2,hermes-xor,inplace,0.606208,1649.598908,1
+hybrid2d_w32_n12_b1,hybrid2d,32,12,1,0,0,0,hermes-xor,inplace,0.008397,119092.992399,1
+dataflow_default_w32_n12_b16,hybrid-dataflow,32,12,16,8,32,2,hermes-xor,inplace,0.248832,64300.407082,1
+dataflow_search_w32_n12_b16_us2,hybrid-dataflow,32,12,16,2,32,2,hermes-xor,inplace,4.310835,3711.577608,1
+dataflow_search_w32_n12_b16_us4,hybrid-dataflow,32,12,16,4,32,2,hermes-xor,inplace,0.600781,26632.007564,1
+hybrid2d_w32_n12_b16,hybrid2d,32,12,16,0,0,0,hermes-xor,inplace,0.008909,1795977.041844,1
+dataflow_default_w32_n12_b256,hybrid-dataflow,32,12,256,8,32,2,hermes-xor,inplace,0.566968,451524.344759,1
+dataflow_search_w32_n12_b256_us2,hybrid-dataflow,32,12,256,2,32,2,hermes-xor,inplace,4.575846,55945.936353,1
+dataflow_search_w32_n12_b256_us4,hybrid-dataflow,32,12,256,4,32,2,hermes-xor,inplace,0.725197,353007.635297,1
+hybrid2d_w32_n12_b256,hybrid2d,32,12,256,0,0,0,hermes-xor,inplace,0.048271,5303351.527291,1
+dataflow_default_w32_n14_b1,hybrid-dataflow,32,14,1,8,32,2,hermes-xor,inplace,0.338698,2952.480667,1
+dataflow_search_w32_n14_b1_us2,hybrid-dataflow,32,14,1,2,32,2,hermes-xor,inplace,20.122522,49.695559,1
+dataflow_search_w32_n14_b1_us4,hybrid-dataflow,32,14,1,4,32,2,hermes-xor,inplace,5.528863,180.869016,1
+hybrid2d_w32_n14_b1,hybrid2d,32,14,1,0,0,0,hermes-xor,inplace,0.008294,120563.274109,1
+dataflow_default_w32_n14_b16,hybrid-dataflow,32,14,16,8,32,2,hermes-xor,inplace,0.338862,47216.852572,1
+dataflow_search_w32_n14_b16_us2,hybrid-dataflow,32,14,16,2,32,2,hermes-xor,inplace,20.123423,795.093375,1
+dataflow_search_w32_n14_b16_us4,hybrid-dataflow,32,14,16,4,32,2,hermes-xor,inplace,5.528760,2893.957912,1
+hybrid2d_w32_n14_b16,hybrid2d,32,14,16,0,0,0,hermes-xor,inplace,0.016097,993956.788354,1
+dataflow_default_w32_n14_b256,hybrid-dataflow,32,14,256,8,32,2,hermes-xor,inplace,1.450578,176481.392638,1
+dataflow_search_w32_n14_b256_us2,hybrid-dataflow,32,14,256,2,32,2,hermes-xor,inplace,80.701874,3172.169220,1
+dataflow_search_w32_n14_b256_us4,hybrid-dataflow,32,14,256,4,32,2,hermes-xor,inplace,22.264013,11498.376176,1
+hybrid2d_w32_n14_b256,hybrid2d,32,14,256,0,0,0,hermes-xor,inplace,0.164352,1557632.401032,1
+dataflow_default_w64_n6_b1,hybrid-dataflow,64,6,1,4,16,2,hermes-xor,inplace,0.019968,50080.129937,1
+dataflow_search_w64_n6_b1_us2,hybrid-dataflow,64,6,1,2,16,2,hermes-xor,inplace,0.038093,26251.680463,1
+dataflow_search_w64_n6_b1_us4,hybrid-dataflow,64,6,1,4,16,2,hermes-xor,inplace,0.019968,50080.129937,1
+tile256_w64_n6_b1,tile256,64,6,1,0,0,0,hermes-xor,inplace,0.005734,174386.163987,1
+dataflow_default_w64_n6_b16,hybrid-dataflow,64,6,16,4,16,2,hermes-xor,inplace,0.020173,793147.173965,1
+dataflow_search_w64_n6_b16_us2,hybrid-dataflow,64,6,16,2,16,2,hermes-xor,inplace,0.038093,420026.887402,1
+dataflow_search_w64_n6_b16_us4,hybrid-dataflow,64,6,16,4,16,2,hermes-xor,inplace,0.020275,789141.422477,1
+tile256_w64_n6_b16,tile256,64,6,16,0,0,0,hermes-xor,inplace,0.005837,2741227.973216,1
+dataflow_default_w64_n6_b256,hybrid-dataflow,64,6,256,4,16,2,hermes-xor,inplace,0.022446,11405109.905883,1
+dataflow_search_w64_n6_b256_us2,hybrid-dataflow,64,6,256,2,16,2,hermes-xor,inplace,0.040059,6390592.880424,1
+dataflow_search_w64_n6_b256_us4,hybrid-dataflow,64,6,256,4,16,2,hermes-xor,inplace,0.022446,11405109.905883,1
+tile256_w64_n6_b256,tile256,64,6,256,0,0,0,hermes-xor,inplace,0.006390,40064102.898832,1
+dataflow_default_w64_n8_b1,hybrid-dataflow,64,8,1,8,16,2,hermes-xor,inplace,0.020173,49571.698373,1
+dataflow_search_w64_n8_b1_us2,hybrid-dataflow,64,8,1,2,16,2,hermes-xor,inplace,0.190157,5258.817916,1
+dataflow_search_w64_n8_b1_us4,hybrid-dataflow,64,8,1,4,16,2,hermes-xor,inplace,0.030618,32660.952850,1
+stage_pipeline_w64_n8_b1,stage-pipeline,64,8,1,8,0,0,hermes-xor,inplace,0.010035,99649.234252,1
+tile256_w64_n8_b1,tile256,64,8,1,0,0,0,hermes-xor,inplace,0.006861,145755.595157,1
+dataflow_default_w64_n8_b16,hybrid-dataflow,64,8,16,8,16,2,hermes-xor,inplace,0.020378,785175.857605,1
+dataflow_search_w64_n8_b16_us2,hybrid-dataflow,64,8,16,2,16,2,hermes-xor,inplace,0.190157,84141.086654,1
+dataflow_search_w64_n8_b16_us4,hybrid-dataflow,64,8,16,4,16,2,hermes-xor,inplace,0.030720,520833.314911,1
+stage_pipeline_w64_n8_b16,stage-pipeline,64,8,16,8,0,0,hermes-xor,inplace,0.010240,1562500.039472,1
+tile256_w64_n8_b16,tile256,64,8,16,0,0,0,hermes-xor,inplace,0.007066,2264492.673526,1
+dataflow_default_w64_n8_b256,hybrid-dataflow,64,8,256,8,16,2,hermes-xor,inplace,0.043971,5822076.983829,1
+dataflow_search_w64_n8_b256_us2,hybrid-dataflow,64,8,256,2,16,2,hermes-xor,inplace,0.236012,1084692.814866,1
+dataflow_search_w64_n8_b256_us4,hybrid-dataflow,64,8,256,4,16,2,hermes-xor,inplace,0.043090,5941064.805303,1
+stage_pipeline_w64_n8_b256,stage-pipeline,64,8,256,8,0,0,hermes-xor,inplace,0.012227,20938023.188458,1
+tile256_w64_n8_b256,tile256,64,8,256,0,0,0,hermes-xor,inplace,0.011551,22163120.855641,1
+dataflow_default_w64_n10_b1,hybrid-dataflow,64,10,1,8,16,2,hermes-xor,inplace,0.238899,4185.865818,1
+dataflow_search_w64_n10_b1_us2,hybrid-dataflow,64,10,1,2,16,2,hermes-xor,inplace,0.934707,1069.853787,1
+dataflow_search_w64_n10_b1_us4,hybrid-dataflow,64,10,1,4,16,2,hermes-xor,inplace,0.308531,3241.163346,1
+tile256_w64_n10_b1,tile256,64,10,1,0,0,0,hermes-xor,inplace,0.011571,86421.455961,1
+dataflow_default_w64_n10_b16,hybrid-dataflow,64,10,16,8,16,2,hermes-xor,inplace,0.239104,66916.487463,1
+dataflow_search_w64_n10_b16_us2,hybrid-dataflow,64,10,16,2,16,2,hermes-xor,inplace,0.934912,17113.909712,1
+dataflow_search_w64_n10_b16_us4,hybrid-dataflow,64,10,16,4,16,2,hermes-xor,inplace,0.308634,51841.407490,1
+tile256_w64_n10_b16,tile256,64,10,16,0,0,0,hermes-xor,inplace,0.012698,1260080.662206,1
+dataflow_default_w64_n10_b256,hybrid-dataflow,64,10,256,8,16,2,hermes-xor,inplace,0.518369,493856.390757,1
+dataflow_search_w64_n10_b256_us2,hybrid-dataflow,64,10,256,2,16,2,hermes-xor,inplace,0.995738,257095.842169,1
+dataflow_search_w64_n10_b256_us4,hybrid-dataflow,64,10,256,4,16,2,hermes-xor,inplace,0.359178,712738.044454,1
+tile256_w64_n10_b256,tile256,64,10,256,0,0,0,hermes-xor,inplace,0.030515,8389261.362884,1
+dataflow_default_w64_n12_b1,hybrid-dataflow,64,12,1,8,16,2,hermes-xor,inplace,0.286822,3486.478303,1
+dataflow_search_w64_n12_b1_us2,hybrid-dataflow,64,12,1,2,16,2,hermes-xor,inplace,4.475187,223.454334,1
+dataflow_search_w64_n12_b1_us4,hybrid-dataflow,64,12,1,4,16,2,hermes-xor,inplace,0.624947,1600.135204,1
+tile256_w64_n12_b1,tile256,64,12,1,0,0,0,hermes-xor,inplace,0.016077,62201.435125,1
+dataflow_default_w64_n12_b16,hybrid-dataflow,64,12,16,8,16,2,hermes-xor,inplace,0.286925,55763.744186,1
+dataflow_search_w64_n12_b16_us2,hybrid-dataflow,64,12,16,2,16,2,hermes-xor,inplace,4.475085,3575.351257,1
+dataflow_search_w64_n12_b16_us4,hybrid-dataflow,64,12,16,4,16,2,hermes-xor,inplace,0.625152,25593.775928,1
+tile256_w64_n12_b16,tile256,64,12,16,0,0,0,hermes-xor,inplace,0.022426,713470.338844,1
+dataflow_default_w64_n12_b256,hybrid-dataflow,64,12,256,8,16,2,hermes-xor,inplace,1.154314,221776.689879,1
+dataflow_search_w64_n12_b256_us2,hybrid-dataflow,64,12,256,2,16,2,hermes-xor,inplace,9.041409,28314.172388,1
+dataflow_search_w64_n12_b256_us4,hybrid-dataflow,64,12,256,4,16,2,hermes-xor,inplace,1.360630,188148.181818,1
+tile256_w64_n12_b256,tile256,64,12,256,0,0,0,hermes-xor,inplace,0.168407,1520126.493892,1
+dataflow_default_w64_n13_b1,hybrid-dataflow,64,13,1,8,16,2,hermes-xor,inplace,0.338678,2952.659154,1
+dataflow_search_w64_n13_b1_us2,hybrid-dataflow,64,13,1,2,16,2,hermes-xor,inplace,11.418665,87.575912,1
+dataflow_search_w64_n13_b1_us4,hybrid-dataflow,64,13,1,4,16,2,hermes-xor,inplace,3.757711,266.119425,1
+tile256_w64_n13_b1,tile256,64,13,1,0,0,0,hermes-xor,inplace,0.018330,54556.564626,1
+dataflow_default_w64_n13_b16,hybrid-dataflow,64,13,16,8,16,2,hermes-xor,inplace,0.339292,47157.001798,1
+dataflow_search_w64_n13_b16_us2,hybrid-dataflow,64,13,16,2,16,2,hermes-xor,inplace,11.418788,1401.199502,1
+dataflow_search_w64_n13_b16_us4,hybrid-dataflow,64,13,16,4,16,2,hermes-xor,inplace,3.754271,4261.813253,1
+tile256_w64_n13_b16,tile256,64,13,16,0,0,0,hermes-xor,inplace,0.030700,521180.796689,1
+dataflow_default_w64_n13_b256,hybrid-dataflow,64,13,256,8,16,2,hermes-xor,inplace,1.459077,175453.371533,1
+dataflow_search_w64_n13_b256_us2,hybrid-dataflow,64,13,256,2,16,2,hermes-xor,inplace,45.945263,5571.847538,1
+dataflow_search_w64_n13_b256_us4,hybrid-dataflow,64,13,256,4,16,2,hermes-xor,inplace,15.230403,16808.485035,1
+tile256_w64_n13_b256,tile256,64,13,256,0,0,0,hermes-xor,inplace,0.358687,713714.751716,1
diff --git a/results/hybrid_dataflow/summary.md b/results/hybrid_dataflow/summary.md
new file mode 100644
index 0000000..eef5bab
--- /dev/null
+++ b/results/hybrid_dataflow/summary.md
@@ -0,0 +1,118 @@
+# HybridDataflow benchmark
+
+| case | bits | logN | batch | backend | Us | Ud | kernel ms | correct |
+|---|---:|---:|---:|---|---:|---:|---:|---:|
+| dataflow_default_w32_n6_b1 | 32 | 6 | 1 | hybrid-dataflow | 4 | 32 | 0.022733 | 1 |
+| dataflow_search_w32_n6_b1_us2 | 32 | 6 | 1 | hybrid-dataflow | 2 | 32 | 0.042803 | 1 |
+| dataflow_search_w32_n6_b1_us4 | 32 | 6 | 1 | hybrid-dataflow | 4 | 32 | 0.022630 | 1 |
+| dataflow_default_w32_n6_b16 | 32 | 6 | 16 | hybrid-dataflow | 4 | 32 | 0.022733 | 1 |
+| dataflow_search_w32_n6_b16_us2 | 32 | 6 | 16 | hybrid-dataflow | 2 | 32 | 0.042803 | 1 |
+| dataflow_search_w32_n6_b16_us4 | 32 | 6 | 16 | hybrid-dataflow | 4 | 32 | 0.022733 | 1 |
+| dataflow_default_w32_n6_b256 | 32 | 6 | 256 | hybrid-dataflow | 4 | 32 | 0.025272 | 1 |
+| dataflow_search_w32_n6_b256_us2 | 32 | 6 | 256 | hybrid-dataflow | 2 | 32 | 0.044872 | 1 |
+| dataflow_search_w32_n6_b256_us4 | 32 | 6 | 256 | hybrid-dataflow | 4 | 32 | 0.025293 | 1 |
+| dataflow_default_w32_n8_b1 | 32 | 8 | 1 | hybrid-dataflow | 8 | 32 | 0.013414 | 1 |
+| dataflow_search_w32_n8_b1_us2 | 32 | 8 | 1 | hybrid-dataflow | 2 | 32 | 0.214323 | 1 |
+| dataflow_search_w32_n8_b1_us4 | 32 | 8 | 1 | hybrid-dataflow | 4 | 32 | 0.034304 | 1 |
+| dataflow_default_w32_n8_b16 | 32 | 8 | 16 | hybrid-dataflow | 8 | 32 | 0.013517 | 1 |
+| dataflow_search_w32_n8_b16_us2 | 32 | 8 | 16 | hybrid-dataflow | 2 | 32 | 0.214426 | 1 |
+| dataflow_search_w32_n8_b16_us4 | 32 | 8 | 16 | hybrid-dataflow | 4 | 32 | 0.034202 | 1 |
+| dataflow_default_w32_n8_b256 | 32 | 8 | 256 | hybrid-dataflow | 8 | 32 | 0.013844 | 1 |
+| dataflow_search_w32_n8_b256_us2 | 32 | 8 | 256 | hybrid-dataflow | 2 | 32 | 0.225178 | 1 |
+| dataflow_search_w32_n8_b256_us4 | 32 | 8 | 256 | hybrid-dataflow | 4 | 32 | 0.039772 | 1 |
+| dataflow_default_w32_n10_b1 | 32 | 10 | 1 | hybrid-dataflow | 8 | 32 | 0.258253 | 1 |
+| dataflow_search_w32_n10_b1_us2 | 32 | 10 | 1 | hybrid-dataflow | 2 | 32 | 1.056154 | 1 |
+| dataflow_search_w32_n10_b1_us4 | 32 | 10 | 1 | hybrid-dataflow | 4 | 32 | 0.350925 | 1 |
+| dataflow_default_w32_n10_b16 | 32 | 10 | 16 | hybrid-dataflow | 8 | 32 | 0.258867 | 1 |
+| dataflow_search_w32_n10_b16_us2 | 32 | 10 | 16 | hybrid-dataflow | 2 | 32 | 1.056256 | 1 |
+| dataflow_search_w32_n10_b16_us4 | 32 | 10 | 16 | hybrid-dataflow | 4 | 32 | 0.350822 | 1 |
+| dataflow_default_w32_n10_b256 | 32 | 10 | 256 | hybrid-dataflow | 8 | 32 | 0.298537 | 1 |
+| dataflow_search_w32_n10_b256_us2 | 32 | 10 | 256 | hybrid-dataflow | 2 | 32 | 0.950886 | 1 |
+| dataflow_search_w32_n10_b256_us4 | 32 | 10 | 256 | hybrid-dataflow | 4 | 32 | 0.341524 | 1 |
+| dataflow_default_w32_n12_b1 | 32 | 12 | 1 | hybrid-dataflow | 8 | 32 | 0.291021 | 1 |
+| dataflow_search_w32_n12_b1_us2 | 32 | 12 | 1 | hybrid-dataflow | 2 | 32 | 5.050982 | 1 |
+| dataflow_search_w32_n12_b1_us4 | 32 | 12 | 1 | hybrid-dataflow | 4 | 32 | 0.606208 | 1 |
+| hybrid2d_w32_n12_b1 | 32 | 12 | 1 | hybrid2d | 0 | 0 | 0.008397 | 1 |
+| dataflow_default_w32_n12_b16 | 32 | 12 | 16 | hybrid-dataflow | 8 | 32 | 0.248832 | 1 |
+| dataflow_search_w32_n12_b16_us2 | 32 | 12 | 16 | hybrid-dataflow | 2 | 32 | 4.310835 | 1 |
+| dataflow_search_w32_n12_b16_us4 | 32 | 12 | 16 | hybrid-dataflow | 4 | 32 | 0.600781 | 1 |
+| hybrid2d_w32_n12_b16 | 32 | 12 | 16 | hybrid2d | 0 | 0 | 0.008909 | 1 |
+| dataflow_default_w32_n12_b256 | 32 | 12 | 256 | hybrid-dataflow | 8 | 32 | 0.566968 | 1 |
+| dataflow_search_w32_n12_b256_us2 | 32 | 12 | 256 | hybrid-dataflow | 2 | 32 | 4.575846 | 1 |
+| dataflow_search_w32_n12_b256_us4 | 32 | 12 | 256 | hybrid-dataflow | 4 | 32 | 0.725197 | 1 |
+| hybrid2d_w32_n12_b256 | 32 | 12 | 256 | hybrid2d | 0 | 0 | 0.048271 | 1 |
+| dataflow_default_w32_n14_b1 | 32 | 14 | 1 | hybrid-dataflow | 8 | 32 | 0.338698 | 1 |
+| dataflow_search_w32_n14_b1_us2 | 32 | 14 | 1 | hybrid-dataflow | 2 | 32 | 20.122522 | 1 |
+| dataflow_search_w32_n14_b1_us4 | 32 | 14 | 1 | hybrid-dataflow | 4 | 32 | 5.528863 | 1 |
+| hybrid2d_w32_n14_b1 | 32 | 14 | 1 | hybrid2d | 0 | 0 | 0.008294 | 1 |
+| dataflow_default_w32_n14_b16 | 32 | 14 | 16 | hybrid-dataflow | 8 | 32 | 0.338862 | 1 |
+| dataflow_search_w32_n14_b16_us2 | 32 | 14 | 16 | hybrid-dataflow | 2 | 32 | 20.123423 | 1 |
+| dataflow_search_w32_n14_b16_us4 | 32 | 14 | 16 | hybrid-dataflow | 4 | 32 | 5.528760 | 1 |
+| hybrid2d_w32_n14_b16 | 32 | 14 | 16 | hybrid2d | 0 | 0 | 0.016097 | 1 |
+| dataflow_default_w32_n14_b256 | 32 | 14 | 256 | hybrid-dataflow | 8 | 32 | 1.450578 | 1 |
+| dataflow_search_w32_n14_b256_us2 | 32 | 14 | 256 | hybrid-dataflow | 2 | 32 | 80.701874 | 1 |
+| dataflow_search_w32_n14_b256_us4 | 32 | 14 | 256 | hybrid-dataflow | 4 | 32 | 22.264013 | 1 |
+| hybrid2d_w32_n14_b256 | 32 | 14 | 256 | hybrid2d | 0 | 0 | 0.164352 | 1 |
+| dataflow_default_w64_n6_b1 | 64 | 6 | 1 | hybrid-dataflow | 4 | 16 | 0.019968 | 1 |
+| dataflow_search_w64_n6_b1_us2 | 64 | 6 | 1 | hybrid-dataflow | 2 | 16 | 0.038093 | 1 |
+| dataflow_search_w64_n6_b1_us4 | 64 | 6 | 1 | hybrid-dataflow | 4 | 16 | 0.019968 | 1 |
+| tile256_w64_n6_b1 | 64 | 6 | 1 | tile256 | 0 | 0 | 0.005734 | 1 |
+| dataflow_default_w64_n6_b16 | 64 | 6 | 16 | hybrid-dataflow | 4 | 16 | 0.020173 | 1 |
+| dataflow_search_w64_n6_b16_us2 | 64 | 6 | 16 | hybrid-dataflow | 2 | 16 | 0.038093 | 1 |
+| dataflow_search_w64_n6_b16_us4 | 64 | 6 | 16 | hybrid-dataflow | 4 | 16 | 0.020275 | 1 |
+| tile256_w64_n6_b16 | 64 | 6 | 16 | tile256 | 0 | 0 | 0.005837 | 1 |
+| dataflow_default_w64_n6_b256 | 64 | 6 | 256 | hybrid-dataflow | 4 | 16 | 0.022446 | 1 |
+| dataflow_search_w64_n6_b256_us2 | 64 | 6 | 256 | hybrid-dataflow | 2 | 16 | 0.040059 | 1 |
+| dataflow_search_w64_n6_b256_us4 | 64 | 6 | 256 | hybrid-dataflow | 4 | 16 | 0.022446 | 1 |
+| tile256_w64_n6_b256 | 64 | 6 | 256 | tile256 | 0 | 0 | 0.006390 | 1 |
+| dataflow_default_w64_n8_b1 | 64 | 8 | 1 | hybrid-dataflow | 8 | 16 | 0.020173 | 1 |
+| dataflow_search_w64_n8_b1_us2 | 64 | 8 | 1 | hybrid-dataflow | 2 | 16 | 0.190157 | 1 |
+| dataflow_search_w64_n8_b1_us4 | 64 | 8 | 1 | hybrid-dataflow | 4 | 16 | 0.030618 | 1 |
+| stage_pipeline_w64_n8_b1 | 64 | 8 | 1 | stage-pipeline | 8 | 0 | 0.010035 | 1 |
+| tile256_w64_n8_b1 | 64 | 8 | 1 | tile256 | 0 | 0 | 0.006861 | 1 |
+| dataflow_default_w64_n8_b16 | 64 | 8 | 16 | hybrid-dataflow | 8 | 16 | 0.020378 | 1 |
+| dataflow_search_w64_n8_b16_us2 | 64 | 8 | 16 | hybrid-dataflow | 2 | 16 | 0.190157 | 1 |
+| dataflow_search_w64_n8_b16_us4 | 64 | 8 | 16 | hybrid-dataflow | 4 | 16 | 0.030720 | 1 |
+| stage_pipeline_w64_n8_b16 | 64 | 8 | 16 | stage-pipeline | 8 | 0 | 0.010240 | 1 |
+| tile256_w64_n8_b16 | 64 | 8 | 16 | tile256 | 0 | 0 | 0.007066 | 1 |
+| dataflow_default_w64_n8_b256 | 64 | 8 | 256 | hybrid-dataflow | 8 | 16 | 0.043971 | 1 |
+| dataflow_search_w64_n8_b256_us2 | 64 | 8 | 256 | hybrid-dataflow | 2 | 16 | 0.236012 | 1 |
+| dataflow_search_w64_n8_b256_us4 | 64 | 8 | 256 | hybrid-dataflow | 4 | 16 | 0.043090 | 1 |
+| stage_pipeline_w64_n8_b256 | 64 | 8 | 256 | stage-pipeline | 8 | 0 | 0.012227 | 1 |
+| tile256_w64_n8_b256 | 64 | 8 | 256 | tile256 | 0 | 0 | 0.011551 | 1 |
+| dataflow_default_w64_n10_b1 | 64 | 10 | 1 | hybrid-dataflow | 8 | 16 | 0.238899 | 1 |
+| dataflow_search_w64_n10_b1_us2 | 64 | 10 | 1 | hybrid-dataflow | 2 | 16 | 0.934707 | 1 |
+| dataflow_search_w64_n10_b1_us4 | 64 | 10 | 1 | hybrid-dataflow | 4 | 16 | 0.308531 | 1 |
+| tile256_w64_n10_b1 | 64 | 10 | 1 | tile256 | 0 | 0 | 0.011571 | 1 |
+| dataflow_default_w64_n10_b16 | 64 | 10 | 16 | hybrid-dataflow | 8 | 16 | 0.239104 | 1 |
+| dataflow_search_w64_n10_b16_us2 | 64 | 10 | 16 | hybrid-dataflow | 2 | 16 | 0.934912 | 1 |
+| dataflow_search_w64_n10_b16_us4 | 64 | 10 | 16 | hybrid-dataflow | 4 | 16 | 0.308634 | 1 |
+| tile256_w64_n10_b16 | 64 | 10 | 16 | tile256 | 0 | 0 | 0.012698 | 1 |
+| dataflow_default_w64_n10_b256 | 64 | 10 | 256 | hybrid-dataflow | 8 | 16 | 0.518369 | 1 |
+| dataflow_search_w64_n10_b256_us2 | 64 | 10 | 256 | hybrid-dataflow | 2 | 16 | 0.995738 | 1 |
+| dataflow_search_w64_n10_b256_us4 | 64 | 10 | 256 | hybrid-dataflow | 4 | 16 | 0.359178 | 1 |
+| tile256_w64_n10_b256 | 64 | 10 | 256 | tile256 | 0 | 0 | 0.030515 | 1 |
+| dataflow_default_w64_n12_b1 | 64 | 12 | 1 | hybrid-dataflow | 8 | 16 | 0.286822 | 1 |
+| dataflow_search_w64_n12_b1_us2 | 64 | 12 | 1 | hybrid-dataflow | 2 | 16 | 4.475187 | 1 |
+| dataflow_search_w64_n12_b1_us4 | 64 | 12 | 1 | hybrid-dataflow | 4 | 16 | 0.624947 | 1 |
+| tile256_w64_n12_b1 | 64 | 12 | 1 | tile256 | 0 | 0 | 0.016077 | 1 |
+| dataflow_default_w64_n12_b16 | 64 | 12 | 16 | hybrid-dataflow | 8 | 16 | 0.286925 | 1 |
+| dataflow_search_w64_n12_b16_us2 | 64 | 12 | 16 | hybrid-dataflow | 2 | 16 | 4.475085 | 1 |
+| dataflow_search_w64_n12_b16_us4 | 64 | 12 | 16 | hybrid-dataflow | 4 | 16 | 0.625152 | 1 |
+| tile256_w64_n12_b16 | 64 | 12 | 16 | tile256 | 0 | 0 | 0.022426 | 1 |
+| dataflow_default_w64_n12_b256 | 64 | 12 | 256 | hybrid-dataflow | 8 | 16 | 1.154314 | 1 |
+| dataflow_search_w64_n12_b256_us2 | 64 | 12 | 256 | hybrid-dataflow | 2 | 16 | 9.041409 | 1 |
+| dataflow_search_w64_n12_b256_us4 | 64 | 12 | 256 | hybrid-dataflow | 4 | 16 | 1.360630 | 1 |
+| tile256_w64_n12_b256 | 64 | 12 | 256 | tile256 | 0 | 0 | 0.168407 | 1 |
+| dataflow_default_w64_n13_b1 | 64 | 13 | 1 | hybrid-dataflow | 8 | 16 | 0.338678 | 1 |
+| dataflow_search_w64_n13_b1_us2 | 64 | 13 | 1 | hybrid-dataflow | 2 | 16 | 11.418665 | 1 |
+| dataflow_search_w64_n13_b1_us4 | 64 | 13 | 1 | hybrid-dataflow | 4 | 16 | 3.757711 | 1 |
+| tile256_w64_n13_b1 | 64 | 13 | 1 | tile256 | 0 | 0 | 0.018330 | 1 |
+| dataflow_default_w64_n13_b16 | 64 | 13 | 16 | hybrid-dataflow | 8 | 16 | 0.339292 | 1 |
+| dataflow_search_w64_n13_b16_us2 | 64 | 13 | 16 | hybrid-dataflow | 2 | 16 | 11.418788 | 1 |
+| dataflow_search_w64_n13_b16_us4 | 64 | 13 | 16 | hybrid-dataflow | 4 | 16 | 3.754271 | 1 |
+| tile256_w64_n13_b16 | 64 | 13 | 16 | tile256 | 0 | 0 | 0.030700 | 1 |
+| dataflow_default_w64_n13_b256 | 64 | 13 | 256 | hybrid-dataflow | 8 | 16 | 1.459077 | 1 |
+| dataflow_search_w64_n13_b256_us2 | 64 | 13 | 256 | hybrid-dataflow | 2 | 16 | 45.945263 | 1 |
+| dataflow_search_w64_n13_b256_us4 | 64 | 13 | 256 | hybrid-dataflow | 4 | 16 | 15.230403 | 1 |
+| tile256_w64_n13_b256 | 64 | 13 | 256 | tile256 | 0 | 0 | 0.358687 | 1 |
diff --git a/results/hybrid_dataflow/summary_quick.csv b/results/hybrid_dataflow/summary_quick.csv
new file mode 100644
index 0000000..3676f92
--- /dev/null
+++ b/results/hybrid_dataflow/summary_quick.csv
@@ -0,0 +1,61 @@
+case,backend,word_bits,logN,batch,stage_space,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,kernel_ms,kernel_ntt_s,correct
+dataflow_default_w32_n6_b1,hybrid-dataflow,32,6,1,6,32,4,2,hermes-xor,inplace,0.006656,150240.386309,1
+dataflow_search_w32_n6_b1_us2,hybrid-dataflow,32,6,1,2,32,4,2,hermes-xor,inplace,0.027290,36643.997348,1
+dataflow_search_w32_n6_b1_us4,hybrid-dataflow,32,6,1,4,32,4,2,hermes-xor,inplace,0.017152,58302.238063,1
+dataflow_default_w32_n6_b16,hybrid-dataflow,32,6,16,6,32,4,2,hermes-xor,inplace,0.006758,2367424.158686,1
+dataflow_search_w32_n6_b16_us2,hybrid-dataflow,32,6,16,2,32,4,2,hermes-xor,inplace,0.027392,584112.150387,1
+dataflow_search_w32_n6_b16_us4,hybrid-dataflow,32,6,16,4,32,4,2,hermes-xor,inplace,0.017254,927299.649610,1
+dataflow_default_w32_n8_b1,hybrid-dataflow,32,8,1,8,32,4,2,hermes-xor,inplace,0.013363,74832.374136,1
+dataflow_search_w32_n8_b1_us2,hybrid-dataflow,32,8,1,2,32,4,2,hermes-xor,inplace,0.115149,8684.415474,1
+dataflow_search_w32_n8_b1_us4,hybrid-dataflow,32,8,1,4,32,4,2,hermes-xor,inplace,0.026163,38221.624388,1
+dataflow_default_w32_n8_b16,hybrid-dataflow,32,8,16,8,32,4,2,hermes-xor,inplace,0.013363,1197317.986174,1
+dataflow_search_w32_n8_b16_us2,hybrid-dataflow,32,8,16,2,32,4,2,hermes-xor,inplace,0.115302,138765.543184,1
+dataflow_search_w32_n8_b16_us4,hybrid-dataflow,32,8,16,4,32,4,2,hermes-xor,inplace,0.026112,612745.109148,1
+dataflow_default_w32_n10_b1,hybrid-dataflow,32,10,1,5,32,4,2,hermes-xor,inplace,0.045568,21945.224466,1
+dataflow_search_w32_n10_b1_us2,hybrid-dataflow,32,10,1,2,32,4,2,hermes-xor,inplace,0.539546,1853.411478,1
+dataflow_search_w32_n10_b1_us4,hybrid-dataflow,32,10,1,4,32,4,2,hermes-xor,inplace,0.183552,5448.047510,1
+dataflow_default_w32_n10_b16,hybrid-dataflow,32,10,16,5,32,4,2,hermes-xor,inplace,0.045773,349552.585236,1
+dataflow_search_w32_n10_b16_us2,hybrid-dataflow,32,10,16,2,32,4,2,hermes-xor,inplace,0.539597,29651.769835,1
+dataflow_search_w32_n10_b16_us4,hybrid-dataflow,32,10,16,4,32,4,2,hermes-xor,inplace,0.183603,87144.451906,1
+dataflow_default_w32_n12_b1,hybrid-dataflow,32,12,1,6,32,4,2,hermes-xor,inplace,0.084992,11765.813396,1
+dataflow_search_w32_n12_b1_us2,hybrid-dataflow,32,12,1,2,32,4,2,hermes-xor,inplace,2.540800,393.576812,1
+dataflow_search_w32_n12_b1_us4,hybrid-dataflow,32,12,1,4,32,4,2,hermes-xor,inplace,0.336845,2968.726233,1
+hybrid2d_w32_n12_b1,hybrid2d,32,12,1,0,0,0,0,hermes-xor,inplace,0.008090,123615.504329,1
+dataflow_default_w32_n12_b16,hybrid-dataflow,32,12,16,6,32,4,2,hermes-xor,inplace,0.077414,206679.891842,1
+dataflow_search_w32_n12_b16_us2,hybrid-dataflow,32,12,16,2,32,4,2,hermes-xor,inplace,2.303488,6945.987949,1
+dataflow_search_w32_n12_b16_us4,hybrid-dataflow,32,12,16,4,32,4,2,hermes-xor,inplace,0.312576,51187.551855,1
+hybrid2d_w32_n12_b16,hybrid2d,32,12,16,0,0,0,0,hermes-xor,inplace,0.009114,1755617.885529,1
+dataflow_default_w64_n6_b1,hybrid-dataflow,64,6,1,6,16,4,2,hermes-xor,inplace,0.007680,130208.328728,1
+dataflow_search_w64_n6_b1_us2,hybrid-dataflow,64,6,1,2,16,4,2,hermes-xor,inplace,0.028262,35382.698024,1
+dataflow_search_w64_n6_b1_us4,hybrid-dataflow,64,6,1,4,16,4,2,hermes-xor,inplace,0.017254,57956.228101,1
+tile256_w64_n6_b1,tile256,64,6,1,0,0,0,0,hermes-xor,inplace,0.005427,184257.079494,1
+dataflow_default_w64_n6_b16,hybrid-dataflow,64,6,16,6,16,4,2,hermes-xor,inplace,0.007834,2042483.648593,1
+dataflow_search_w64_n6_b16_us2,hybrid-dataflow,64,6,16,2,16,4,2,hermes-xor,inplace,0.028467,562050.382737,1
+dataflow_search_w64_n6_b16_us4,hybrid-dataflow,64,6,16,4,16,4,2,hermes-xor,inplace,0.017459,916422.250902,1
+tile256_w64_n6_b16,tile256,64,6,16,0,0,0,0,hermes-xor,inplace,0.005632,2840909.068720,1
+dataflow_default_w64_n8_b1,hybrid-dataflow,64,8,1,8,16,2,2,hermes-xor,inplace,0.021555,46392.517343,1
+dataflow_search_w64_n8_b1_us2,hybrid-dataflow,64,8,1,2,16,4,2,hermes-xor,inplace,0.120832,8275.953140,1
+dataflow_search_w64_n8_b1_us4,hybrid-dataflow,64,8,1,4,16,4,2,hermes-xor,inplace,0.026470,37778.048519,1
+stage_pipeline_w64_n8_b1,stage-pipeline,64,8,1,8,0,0,0,hermes-xor,inplace,0.009882,101198.188513,1
+tile256_w64_n8_b1,tile256,64,8,1,0,0,0,0,hermes-xor,inplace,0.006656,150240.386309,1
+dataflow_default_w64_n8_b16,hybrid-dataflow,64,8,16,8,16,2,2,hermes-xor,inplace,0.021555,742280.277489,1
+dataflow_search_w64_n8_b16_us2,hybrid-dataflow,64,8,16,2,16,4,2,hermes-xor,inplace,0.120832,132415.250234,1
+dataflow_search_w64_n8_b16_us4,hybrid-dataflow,64,8,16,4,16,4,2,hermes-xor,inplace,0.026470,604448.776306,1
+stage_pipeline_w64_n8_b16,stage-pipeline,64,8,16,8,0,0,0,hermes-xor,inplace,0.010240,1562500.039472,1
+tile256_w64_n8_b16,tile256,64,8,16,0,0,0,0,hermes-xor,inplace,0.006707,2385496.236844,1
+dataflow_default_w64_n10_b1,hybrid-dataflow,64,10,1,5,16,4,2,hermes-xor,inplace,0.045414,22019.447889,1
+dataflow_search_w64_n10_b1_us2,hybrid-dataflow,64,10,1,2,16,4,2,hermes-xor,inplace,0.567091,1763.384899,1
+dataflow_search_w64_n10_b1_us4,hybrid-dataflow,64,10,1,4,16,4,2,hermes-xor,inplace,0.180787,5531.364878,1
+tile256_w64_n10_b1,tile256,64,10,1,0,0,0,0,hermes-xor,inplace,0.011264,88778.408398,1
+dataflow_default_w64_n10_b16,hybrid-dataflow,64,10,16,5,16,4,2,hermes-xor,inplace,0.045466,351914.416384,1
+dataflow_search_w64_n10_b16_us2,hybrid-dataflow,64,10,16,2,16,4,2,hermes-xor,inplace,0.565862,28275.424402,1
+dataflow_search_w64_n10_b16_us4,hybrid-dataflow,64,10,16,4,16,4,2,hermes-xor,inplace,0.180838,88476.788005,1
+tile256_w64_n10_b16,tile256,64,10,16,0,0,0,0,hermes-xor,inplace,0.012698,1260080.662206,1
+dataflow_default_w64_n12_b1,hybrid-dataflow,64,12,1,6,16,4,2,hermes-xor,inplace,0.125491,7968.686131,1
+dataflow_search_w64_n12_b1_us2,hybrid-dataflow,64,12,1,2,16,4,2,hermes-xor,inplace,2.681344,372.947294,1
+dataflow_search_w64_n12_b1_us4,hybrid-dataflow,64,12,1,4,16,4,2,hermes-xor,inplace,0.354867,2817.955640,1
+tile256_w64_n12_b1,tile256,64,12,1,0,0,0,0,hermes-xor,inplace,0.016077,62201.435125,1
+dataflow_default_w64_n12_b16,hybrid-dataflow,64,12,16,6,16,4,2,hermes-xor,inplace,0.124416,128600.814165,1
+dataflow_search_w64_n12_b16_us2,hybrid-dataflow,64,12,16,2,16,4,2,hermes-xor,inplace,2.649600,6038.647277,1
+dataflow_search_w64_n12_b16_us4,hybrid-dataflow,64,12,16,4,16,4,2,hermes-xor,inplace,0.352307,45414.910568,1
+tile256_w64_n12_b16,tile256,64,12,16,0,0,0,0,hermes-xor,inplace,0.022170,721708.968768,1
diff --git a/results/hybrid_dataflow/summary_quick.md b/results/hybrid_dataflow/summary_quick.md
new file mode 100644
index 0000000..b7865bf
--- /dev/null
+++ b/results/hybrid_dataflow/summary_quick.md
@@ -0,0 +1,79 @@
+# HybridDataflow benchmark
+
+| case | bits | logN | batch | backend | Us | Ud | Td | kernel ms | correct |
+|---|---:|---:|---:|---|---:|---:|---:|---:|---:|
+| dataflow_default_w32_n6_b1 | 32 | 6 | 1 | hybrid-dataflow | 6 | 32 | 4 | 0.006656 | 1 |
+| dataflow_search_w32_n6_b1_us2 | 32 | 6 | 1 | hybrid-dataflow | 2 | 32 | 4 | 0.027290 | 1 |
+| dataflow_search_w32_n6_b1_us4 | 32 | 6 | 1 | hybrid-dataflow | 4 | 32 | 4 | 0.017152 | 1 |
+| dataflow_default_w32_n6_b16 | 32 | 6 | 16 | hybrid-dataflow | 6 | 32 | 4 | 0.006758 | 1 |
+| dataflow_search_w32_n6_b16_us2 | 32 | 6 | 16 | hybrid-dataflow | 2 | 32 | 4 | 0.027392 | 1 |
+| dataflow_search_w32_n6_b16_us4 | 32 | 6 | 16 | hybrid-dataflow | 4 | 32 | 4 | 0.017254 | 1 |
+| dataflow_default_w32_n8_b1 | 32 | 8 | 1 | hybrid-dataflow | 8 | 32 | 4 | 0.013363 | 1 |
+| dataflow_search_w32_n8_b1_us2 | 32 | 8 | 1 | hybrid-dataflow | 2 | 32 | 4 | 0.115149 | 1 |
+| dataflow_search_w32_n8_b1_us4 | 32 | 8 | 1 | hybrid-dataflow | 4 | 32 | 4 | 0.026163 | 1 |
+| dataflow_default_w32_n8_b16 | 32 | 8 | 16 | hybrid-dataflow | 8 | 32 | 4 | 0.013363 | 1 |
+| dataflow_search_w32_n8_b16_us2 | 32 | 8 | 16 | hybrid-dataflow | 2 | 32 | 4 | 0.115302 | 1 |
+| dataflow_search_w32_n8_b16_us4 | 32 | 8 | 16 | hybrid-dataflow | 4 | 32 | 4 | 0.026112 | 1 |
+| dataflow_default_w32_n10_b1 | 32 | 10 | 1 | hybrid-dataflow | 5 | 32 | 4 | 0.045568 | 1 |
+| dataflow_search_w32_n10_b1_us2 | 32 | 10 | 1 | hybrid-dataflow | 2 | 32 | 4 | 0.539546 | 1 |
+| dataflow_search_w32_n10_b1_us4 | 32 | 10 | 1 | hybrid-dataflow | 4 | 32 | 4 | 0.183552 | 1 |
+| dataflow_default_w32_n10_b16 | 32 | 10 | 16 | hybrid-dataflow | 5 | 32 | 4 | 0.045773 | 1 |
+| dataflow_search_w32_n10_b16_us2 | 32 | 10 | 16 | hybrid-dataflow | 2 | 32 | 4 | 0.539597 | 1 |
+| dataflow_search_w32_n10_b16_us4 | 32 | 10 | 16 | hybrid-dataflow | 4 | 32 | 4 | 0.183603 | 1 |
+| dataflow_default_w32_n12_b1 | 32 | 12 | 1 | hybrid-dataflow | 6 | 32 | 4 | 0.084992 | 1 |
+| dataflow_search_w32_n12_b1_us2 | 32 | 12 | 1 | hybrid-dataflow | 2 | 32 | 4 | 2.540800 | 1 |
+| dataflow_search_w32_n12_b1_us4 | 32 | 12 | 1 | hybrid-dataflow | 4 | 32 | 4 | 0.336845 | 1 |
+| hybrid2d_w32_n12_b1 | 32 | 12 | 1 | hybrid2d | 0 | 0 | 0 | 0.008090 | 1 |
+| dataflow_default_w32_n12_b16 | 32 | 12 | 16 | hybrid-dataflow | 6 | 32 | 4 | 0.077414 | 1 |
+| dataflow_search_w32_n12_b16_us2 | 32 | 12 | 16 | hybrid-dataflow | 2 | 32 | 4 | 2.303488 | 1 |
+| dataflow_search_w32_n12_b16_us4 | 32 | 12 | 16 | hybrid-dataflow | 4 | 32 | 4 | 0.312576 | 1 |
+| hybrid2d_w32_n12_b16 | 32 | 12 | 16 | hybrid2d | 0 | 0 | 0 | 0.009114 | 1 |
+| dataflow_default_w64_n6_b1 | 64 | 6 | 1 | hybrid-dataflow | 6 | 16 | 4 | 0.007680 | 1 |
+| dataflow_search_w64_n6_b1_us2 | 64 | 6 | 1 | hybrid-dataflow | 2 | 16 | 4 | 0.028262 | 1 |
+| dataflow_search_w64_n6_b1_us4 | 64 | 6 | 1 | hybrid-dataflow | 4 | 16 | 4 | 0.017254 | 1 |
+| tile256_w64_n6_b1 | 64 | 6 | 1 | tile256 | 0 | 0 | 0 | 0.005427 | 1 |
+| dataflow_default_w64_n6_b16 | 64 | 6 | 16 | hybrid-dataflow | 6 | 16 | 4 | 0.007834 | 1 |
+| dataflow_search_w64_n6_b16_us2 | 64 | 6 | 16 | hybrid-dataflow | 2 | 16 | 4 | 0.028467 | 1 |
+| dataflow_search_w64_n6_b16_us4 | 64 | 6 | 16 | hybrid-dataflow | 4 | 16 | 4 | 0.017459 | 1 |
+| tile256_w64_n6_b16 | 64 | 6 | 16 | tile256 | 0 | 0 | 0 | 0.005632 | 1 |
+| dataflow_default_w64_n8_b1 | 64 | 8 | 1 | hybrid-dataflow | 8 | 16 | 2 | 0.021555 | 1 |
+| dataflow_search_w64_n8_b1_us2 | 64 | 8 | 1 | hybrid-dataflow | 2 | 16 | 4 | 0.120832 | 1 |
+| dataflow_search_w64_n8_b1_us4 | 64 | 8 | 1 | hybrid-dataflow | 4 | 16 | 4 | 0.026470 | 1 |
+| stage_pipeline_w64_n8_b1 | 64 | 8 | 1 | stage-pipeline | 8 | 0 | 0 | 0.009882 | 1 |
+| tile256_w64_n8_b1 | 64 | 8 | 1 | tile256 | 0 | 0 | 0 | 0.006656 | 1 |
+| dataflow_default_w64_n8_b16 | 64 | 8 | 16 | hybrid-dataflow | 8 | 16 | 2 | 0.021555 | 1 |
+| dataflow_search_w64_n8_b16_us2 | 64 | 8 | 16 | hybrid-dataflow | 2 | 16 | 4 | 0.120832 | 1 |
+| dataflow_search_w64_n8_b16_us4 | 64 | 8 | 16 | hybrid-dataflow | 4 | 16 | 4 | 0.026470 | 1 |
+| stage_pipeline_w64_n8_b16 | 64 | 8 | 16 | stage-pipeline | 8 | 0 | 0 | 0.010240 | 1 |
+| tile256_w64_n8_b16 | 64 | 8 | 16 | tile256 | 0 | 0 | 0 | 0.006707 | 1 |
+| dataflow_default_w64_n10_b1 | 64 | 10 | 1 | hybrid-dataflow | 5 | 16 | 4 | 0.045414 | 1 |
+| dataflow_search_w64_n10_b1_us2 | 64 | 10 | 1 | hybrid-dataflow | 2 | 16 | 4 | 0.567091 | 1 |
+| dataflow_search_w64_n10_b1_us4 | 64 | 10 | 1 | hybrid-dataflow | 4 | 16 | 4 | 0.180787 | 1 |
+| tile256_w64_n10_b1 | 64 | 10 | 1 | tile256 | 0 | 0 | 0 | 0.011264 | 1 |
+| dataflow_default_w64_n10_b16 | 64 | 10 | 16 | hybrid-dataflow | 5 | 16 | 4 | 0.045466 | 1 |
+| dataflow_search_w64_n10_b16_us2 | 64 | 10 | 16 | hybrid-dataflow | 2 | 16 | 4 | 0.565862 | 1 |
+| dataflow_search_w64_n10_b16_us4 | 64 | 10 | 16 | hybrid-dataflow | 4 | 16 | 4 | 0.180838 | 1 |
+| tile256_w64_n10_b16 | 64 | 10 | 16 | tile256 | 0 | 0 | 0 | 0.012698 | 1 |
+| dataflow_default_w64_n12_b1 | 64 | 12 | 1 | hybrid-dataflow | 6 | 16 | 4 | 0.125491 | 1 |
+| dataflow_search_w64_n12_b1_us2 | 64 | 12 | 1 | hybrid-dataflow | 2 | 16 | 4 | 2.681344 | 1 |
+| dataflow_search_w64_n12_b1_us4 | 64 | 12 | 1 | hybrid-dataflow | 4 | 16 | 4 | 0.354867 | 1 |
+| tile256_w64_n12_b1 | 64 | 12 | 1 | tile256 | 0 | 0 | 0 | 0.016077 | 1 |
+| dataflow_default_w64_n12_b16 | 64 | 12 | 16 | hybrid-dataflow | 6 | 16 | 4 | 0.124416 | 1 |
+| dataflow_search_w64_n12_b16_us2 | 64 | 12 | 16 | hybrid-dataflow | 2 | 16 | 4 | 2.649600 | 1 |
+| dataflow_search_w64_n12_b16_us4 | 64 | 12 | 16 | hybrid-dataflow | 4 | 16 | 4 | 0.352307 | 1 |
+| tile256_w64_n12_b16 | 64 | 12 | 16 | tile256 | 0 | 0 | 0 | 0.022170 | 1 |
+
+## Best generated point versus baseline
+
+| bits | logN | batch | baseline | baseline ms | best Us | best Td | dataflow ms | baseline/dataflow |
+|---:|---:|---:|---|---:|---:|---:|---:|---:|
+| 32 | 12 | 1 | hybrid2d | 0.008090 | 6 | 4 | 0.084992 | 0.095x |
+| 32 | 12 | 16 | hybrid2d | 0.009114 | 6 | 4 | 0.077414 | 0.118x |
+| 64 | 6 | 1 | tile256 | 0.005427 | 6 | 4 | 0.007680 | 0.707x |
+| 64 | 6 | 16 | tile256 | 0.005632 | 6 | 4 | 0.007834 | 0.719x |
+| 64 | 8 | 1 | tile256 | 0.006656 | 8 | 2 | 0.021555 | 0.309x |
+| 64 | 8 | 16 | tile256 | 0.006707 | 8 | 2 | 0.021555 | 0.311x |
+| 64 | 10 | 1 | tile256 | 0.011264 | 5 | 4 | 0.045414 | 0.248x |
+| 64 | 10 | 16 | tile256 | 0.012698 | 5 | 4 | 0.045466 | 0.279x |
+| 64 | 12 | 1 | tile256 | 0.016077 | 6 | 4 | 0.125491 | 0.128x |
+| 64 | 12 | 16 | tile256 | 0.022170 | 6 | 4 | 0.124416 | 0.178x |
diff --git a/results/hybrid_dataflow_interleave/analysis.md b/results/hybrid_dataflow_interleave/analysis.md
new file mode 100644
index 0000000..0b21dfb
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/analysis.md
@@ -0,0 +1,72 @@
+# HybridDataflow packet-depth and token-interleave study
+
+## Scope
+
+The V100 scan covers uint32/uint64, `logN=10/12`, and batch
+`1,16,80,160,256,512`. Every row in `summary.csv` passed exact reference
+verification. Each case uses 20 warmups and 200 timed repetitions.
+
+Three effects are separated:
+
+- the previous full-fusion point (`Td=4` for `logN=10`, `Td=8` for `logN=12`);
+- a deeper packet (`Td=10/12,Ti=1`);
+- the same deeper packet with two register states alternated at every fused
+  stage (`Td=10/12,Ti=2`).
+
+## Findings
+
+Relative to the previous packet depth, `Ti=2` appears 1.08x--1.37x faster over
+the screened matrix. The matched-depth control changes the attribution:
+`Ti=1` is normally 1.03x--1.08x faster than `Ti=2`. The main improvement is
+therefore packet-boundary amortization, not explicit instruction interleaving.
+
+The deeper `Ti=1` point beats `Ur=1` by 1.35x--1.82x for `logN=10`. For
+uint64 `logN=12`, it wins by 1.13x--1.78x and removes the former 160-transform
+crossover. uint32 `logN=12` remains non-monotonic: `Ur=1` wins at low batch and
+batch 512, while deep full fusion is competitive near batch 160 and wins at
+batch 256. No default is inferred for that region.
+
+Cubin resource inspection shows `LOCAL=0` for all new points. For uint64,
+`logN=10` grows from 68 to 88 registers/thread under `Ti=2`; `logN=12` grows
+from 106 to 112 registers/thread and its stack frame grows from 16 to 32 bytes.
+The matched-depth slowdown is therefore consistent with longer register live
+ranges rather than local-memory spilling.
+
+## NCU attribution
+
+The matched batch-256 NCU capture confirms the CUDA-event result:
+
+| logN | point | time (us) | active-cycle IPC | active warps | long scoreboard | integer inst. | registers |
+|---:|---|---:|---:|---:|---:|---:|---:|
+| 10 | old `Td4,Ti1` | 65.696 | 0.36 | 24.89% | 30.69% | 146,604,032 | 68 |
+| 10 | deep `Td10,Ti1` | 55.264 | 0.38 | 24.88% | 30.00% | 112,459,776 | 88 |
+| 10 | deep `Td10,Ti2` | 58.464 | 0.39 | 24.82% | 27.08% | 128,049,152 | 88 |
+| 12 | old `Td8,Ti1` | 369.696 | 0.27 | 18.27% | 28.62% | 449,658,880 | 106 |
+| 12 | deep `Td12,Ti1` | 308.928 | 0.32 | 18.51% | 33.70% | 443,301,888 | 106 |
+| 12 | deep `Td12,Ti2` | 322.560 | 0.32 | 18.39% | 33.64% | 480,116,736 | 112 |
+
+Deep `Ti=1` is 1.189x and 1.197x faster than the old packet at `logN=10`
+and `logN=12`. At `logN=10`, it removes 23.3% of integer instructions while
+occupancy remains effectively unchanged. At `logN=12`, register count,
+shared-memory residency, and active warps are also unchanged; IPC rises from
+0.27 to 0.32. This rules out occupancy as the source of the improvement and is
+consistent with less packet-boundary control and idle issue time.
+
+The software pipeline has the intended narrow effect at `logN=10`: `Ti=2`
+reduces long-scoreboard stall from 30.00% to 27.08%. It simultaneously executes
+13.9% more integer instructions and is 5.8% slower. At `logN=12`, scoreboard
+stall is unchanged, integer instructions rise 8.3%, registers rise from 106 to
+112, and time regresses 4.4%. `Ti=2` is therefore retained as a physical-unit
+ablation but is rejected as the V100 default.
+
+## Reproduction
+
+```bash
+./scripts/benchmark_hybrid_dataflow_interleave.sh
+sudo -E ./scripts/profile_hybrid_dataflow_interleave_ncu.sh
+```
+
+The NCU script profiles the old point, matched-depth `Ti=1`, and `Ti=2` at
+batch 256, then writes `summary.csv`. Its output is intentionally separate from
+the CUDA-event results so counter collection does not contaminate the timing
+table.
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b160_td10_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b160_td10_ti1.csv
new file mode 100644
index 0000000..bbbb72c
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b160_td10_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.164064,0.026583,0.190144,6018875.162464,420177.945394,6163328166.362696,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b160_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b160_ti1.csv
new file mode 100644
index 0000000..2470f5f
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b160_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.164320,0.031145,0.170624,5137267.819891,437052.228480,5260562247.568795,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b160_ti2.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b160_ti2.csv
new file mode 100644
index 0000000..3a5b7ff
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b160_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,2,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.172224,0.028564,0.171360,5601362.407777,429935.922042,5735795105.563989,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b160_ur1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b160_ur1.csv
new file mode 100644
index 0000000..731071f
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b160_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,1,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.171584,0.044928,0.171904,3561253.315328,411929.481931,3646723394.896084,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b16_td10_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b16_td10_ti1.csv
new file mode 100644
index 0000000..092eeae
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b16_td10_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.027648,0.023834,0.035776,671321.189856,183365.117759,687432898.412466,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b16_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b16_ti1.csv
new file mode 100644
index 0000000..4a14825
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b16_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.027648,0.028088,0.032064,569631.789065,182231.685444,583302952.002155,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b16_ti2.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b16_ti2.csv
new file mode 100644
index 0000000..e31458d
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b16_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,2,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.028672,0.025738,0.034592,621643.144302,179770.759186,636562579.765456,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b16_ur1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b16_ur1.csv
new file mode 100644
index 0000000..d32dcc5
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b16_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,1,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.030720,0.040950,0.034048,390722.698396,151346.383308,400100043.157584,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b1_td10_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b1_td10_ti1.csv
new file mode 100644
index 0000000..3973e31
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b1_td10_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.008192,0.023619,0.022496,42339.583275,18413.981596,43355733.273776,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b1_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b1_ti1.csv
new file mode 100644
index 0000000..3e01714
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b1_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.008192,0.027837,0.021984,35922.843000,17237.384960,36784991.232451,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b1_ti2.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b1_ti2.csv
new file mode 100644
index 0000000..5f8f843
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b1_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,2,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.007168,0.025523,0.021376,39180.039152,18495.501399,40120360.091147,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b1_ur1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b1_ur1.csv
new file mode 100644
index 0000000..78c62db
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b1_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,1,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.008192,0.040678,0.019968,24583.070784,14526.775788,25173064.482567,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b256_td10_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b256_td10_ti1.csv
new file mode 100644
index 0000000..68c7983
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b256_td10_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.251424,0.032870,0.258400,7788161.828627,471720.356826,7975077712.514227,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b256_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b256_ti1.csv
new file mode 100644
index 0000000..9eb2aff
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b256_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.254336,0.038088,0.267648,6721333.347418,457084.340658,6882645347.755750,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b256_ti2.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b256_ti2.csv
new file mode 100644
index 0000000..5ce7b3c
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b256_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,2,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.261888,0.034883,0.267136,7338910.827283,453975.916843,7515044687.137457,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b256_ur1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b256_ur1.csv
new file mode 100644
index 0000000..d55067b
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b256_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,1,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.278656,0.059955,0.261152,4269854.679435,426835.119183,4372331191.741173,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b512_td10_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b512_td10_ti1.csv
new file mode 100644
index 0000000..0a49b7f
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b512_td10_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.418112,0.058143,0.462560,8805917.890469,545368.522638,9017259919.840677,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b512_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b512_ti1.csv
new file mode 100644
index 0000000..da3d677
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b512_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.414144,0.067210,0.425504,7617886.554261,564586.581992,7800715831.563609,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b512_ti2.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b512_ti2.csv
new file mode 100644
index 0000000..2be28e6
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b512_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,2,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.416608,0.062541,0.456544,8186655.832370,547188.127036,8383135572.346428,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b512_ur1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b512_ur1.csv
new file mode 100644
index 0000000..3ee556e
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b512_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,1,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.432768,0.104975,0.451008,4877335.133248,517824.837121,4994391176.446323,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b80_td10_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b80_td10_ti1.csv
new file mode 100644
index 0000000..506e569
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b80_td10_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.089280,0.024125,0.097088,3316001.691444,380059.343688,3395585732.038619,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b80_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b80_ti1.csv
new file mode 100644
index 0000000..846194e
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b80_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.092512,0.028585,0.100288,2798674.647066,361361.495626,2865842838.595783,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b80_ti2.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b80_ti2.csv
new file mode 100644
index 0000000..70887c0
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b80_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,2,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.091360,0.026025,0.098816,3073972.065934,370026.104485,3147747395.516361,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n10_b80_ur1.csv b/results/hybrid_dataflow_interleave/raw/w32_n10_b80_ur1.csv
new file mode 100644
index 0000000..1e8f309
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n10_b80_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,1,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.082144,0.041114,0.093984,1945828.138076,368253.593891,1992528013.389937,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b160_td12_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b160_td12_ti1.csv
new file mode 100644
index 0000000..e57012c
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b160_td12_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.538336,0.090020,0.460800,1777386.021719,146902.765253,7280173144.960155,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b160_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b160_ti1.csv
new file mode 100644
index 0000000..9804ee3
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b160_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.534688,0.118298,0.462976,1352521.107835,143374.108439,5539926457.692219,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b160_ti2.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b160_ti2.csv
new file mode 100644
index 0000000..5aa995d
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b160_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,2,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.545760,0.097347,0.462368,1643612.153562,144734.222439,6732235380.988371,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b160_ur1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b160_ur1.csv
new file mode 100644
index 0000000..aabb2c5
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b160_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,1,1,4,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.535808,0.090542,0.466304,1767134.171229,146432.433358,7238181565.352945,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b16_td12_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b16_td12_ti1.csv
new file mode 100644
index 0000000..470bfd4
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b16_td12_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.072416,0.079877,0.083040,200307.683152,67988.731672,820460270.191984,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b16_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b16_ti1.csv
new file mode 100644
index 0000000..92031d3
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b16_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.072608,0.109716,0.080480,145830.413455,60881.761389,597321373.510082,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b16_ti2.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b16_ti2.csv
new file mode 100644
index 0000000..c0733a1
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b16_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,2,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.076512,0.086472,0.083008,185031.668271,65042.849041,757889713.238623,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b16_ur1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b16_ur1.csv
new file mode 100644
index 0000000..7f7294e
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b16_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,1,1,4,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.070144,0.077164,0.081440,207351.874610,69946.114471,849313278.404189,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b1_td12_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b1_td12_ti1.csv
new file mode 100644
index 0000000..00d2a30
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b1_td12_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.011264,0.079800,0.023200,12531.277654,8751.638119,51328113.269281,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b1_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b1_ti1.csv
new file mode 100644
index 0000000..fa5ed79
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b1_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.011264,0.109527,0.024160,9130.165149,6898.880993,37397156.450838,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b1_ti2.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b1_ti2.csv
new file mode 100644
index 0000000..9bf9970
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b1_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,2,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.011264,0.086441,0.021696,11568.588965,8375.141688,47384940.401020,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b1_ur1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b1_ur1.csv
new file mode 100644
index 0000000..e851164
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b1_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,1,1,4,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.012288,0.076657,0.022912,13045.184416,8940.014696,53433075.369046,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b256_td12_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b256_td12_ti1.csv
new file mode 100644
index 0000000..5f9a4ff
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b256_td12_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.774400,0.179886,0.725408,1423122.957269,152408.704708,5829111632.972634,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b256_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b256_ti1.csv
new file mode 100644
index 0000000..96ff70d
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b256_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.771168,0.230661,0.732832,1109853.258193,147579.256411,4545958945.560573,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b256_ti2.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b256_ti2.csv
new file mode 100644
index 0000000..563bc4f
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b256_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,2,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.777344,0.191795,0.731936,1334757.073451,150493.055831,5467164972.853569,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b256_ur1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b256_ur1.csv
new file mode 100644
index 0000000..ac60ada
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b256_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,1,1,4,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.776608,0.194319,0.732032,1317418.862637,150326.546957,5396147661.361574,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b512_td12_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b512_td12_ti1.csv
new file mode 100644
index 0000000..e43f018
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b512_td12_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.468288,0.314865,1.356672,1626095.605306,163066.432214,6660487599.333050,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b512_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b512_ti1.csv
new file mode 100644
index 0000000..110a426
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b512_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.455712,0.446408,1.353696,1146933.683763,157257.062113,4697840368.692183,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b512_ti2.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b512_ti2.csv
new file mode 100644
index 0000000..12cfa1c
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b512_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,2,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.454176,0.337608,1.360704,1516553.170070,162411.425154,6211801784.608616,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b512_ur1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b512_ur1.csv
new file mode 100644
index 0000000..0efd26f
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b512_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,1,1,4,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.455712,0.285445,1.354976,1793689.774711,165367.565412,7346953317.214781,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b80_td12_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b80_td12_ti1.csv
new file mode 100644
index 0000000..e1c8604
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b80_td12_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.319360,0.080015,0.328768,999808.020500,109868.478117,4095213651.968252,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b80_ti1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b80_ti1.csv
new file mode 100644
index 0000000..4d52618
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b80_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.321216,0.110300,0.288448,725293.592638,111116.643167,2970802555.446795,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b80_ti2.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b80_ti2.csv
new file mode 100644
index 0000000..eb83349
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b80_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,2,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.328160,0.086687,0.303936,922863.434768,111299.282946,3780048628.809166,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w32_n12_b80_ur1.csv b/results/hybrid_dataflow_interleave/raw/w32_n12_b80_ur1.csv
new file mode 100644
index 0000000..df280ca
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w32_n12_b80_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,1,1,4,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.303392,0.077292,0.334624,1035042.416096,111840.012246,4239533736.329625,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b160_td10_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b160_td10_ti1.csv
new file mode 100644
index 0000000..c6aa5f7
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b160_td10_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.299424,0.036060,0.262528,4437029.900850,267553.090989,4543518618.470891,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b160_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b160_ti1.csv
new file mode 100644
index 0000000..c5511a5
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b160_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.308096,0.047785,0.267488,3348334.006773,256669.825114,3428694022.935834,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b160_ti2.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b160_ti2.csv
new file mode 100644
index 0000000..0570430
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b160_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,2,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.294624,0.038072,0.258816,4202528.479564,270493.096989,4303389163.073046,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b160_ur1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b160_ur1.csv
new file mode 100644
index 0000000..c442754
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b160_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,1,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.298944,0.048814,0.266528,3277742.771168,260464.958051,3356408597.675570,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b16_td10_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b16_td10_ti1.csv
new file mode 100644
index 0000000..46c3c4d
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b16_td10_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037280,0.032968,0.046720,485323.819784,136789.921407,496971591.458869,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b16_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b16_ti1.csv
new file mode 100644
index 0000000..5898d92
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b16_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.039200,0.044631,0.048672,358494.912213,120751.946398,367098790.106266,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b16_ti2.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b16_ti2.csv
new file mode 100644
index 0000000..4bf2de3
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b16_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,2,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.038880,0.035067,0.048672,456270.984748,130485.611171,467221488.381521,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b16_ur1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b16_ur1.csv
new file mode 100644
index 0000000..899f906
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b16_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,1,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037792,0.044401,0.045952,360355.167415,124858.908969,369003691.432946,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b1_td10_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b1_td10_ti1.csv
new file mode 100644
index 0000000..17a343b
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b1_td10_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.008192,0.032758,0.019776,30527.118693,16467.476406,31259769.542054,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b1_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b1_ti1.csv
new file mode 100644
index 0000000..b36dd6f
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b1_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.008192,0.044114,0.020416,22668.580237,13751.011375,23212626.162319,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b1_ti2.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b1_ti2.csv
new file mode 100644
index 0000000..e91bddb
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b1_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,2,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.008192,0.034714,0.020576,28807.153533,15752.596022,29498525.217471,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b1_ur1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b1_ur1.csv
new file mode 100644
index 0000000..ca6b908
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b1_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,1,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.009216,0.044268,0.021312,22589.925820,13369.784560,23132084.039582,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b256_td10_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b256_td10_ti1.csv
new file mode 100644
index 0000000..d162897
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b256_td10_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.423776,0.042900,0.424032,5967299.154481,287411.655630,6110514334.189012,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b256_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b256_ti1.csv
new file mode 100644
index 0000000..f68aaa6
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b256_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.423104,0.053069,0.410752,4823926.516270,288637.777815,4939700752.660690,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b256_ti2.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b256_ti2.csv
new file mode 100644
index 0000000..20981fb
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b256_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,2,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.427936,0.045972,0.395936,5568548.670231,294305.482749,5702193838.317028,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b256_ur1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b256_ur1.csv
new file mode 100644
index 0000000..2f44339
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b256_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,1,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.422848,0.066289,0.403072,3861898.792754,286928.408896,3954584363.780149,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b512_td10_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b512_td10_ti1.csv
new file mode 100644
index 0000000..eae0b70
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b512_td10_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.756256,0.085652,0.726240,5977643.749727,326499.702715,6121107199.719975,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b512_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b512_ti1.csv
new file mode 100644
index 0000000..701b5df
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b512_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.743840,0.101304,0.720032,5054078.517679,327119.703436,5175376402.102960,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b512_ti2.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b512_ti2.csv
new file mode 100644
index 0000000..0510f18
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b512_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,2,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.747680,0.086897,0.722464,5892057.805368,328828.918978,6033467192.697223,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b512_ur1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b512_ur1.csv
new file mode 100644
index 0000000..b022e29
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b512_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,1,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.745312,0.115436,0.737152,4435376.341579,320420.655916,4541825373.777148,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b80_td10_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b80_td10_ti1.csv
new file mode 100644
index 0000000..2d6949d
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b80_td10_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.168128,0.033147,0.158080,2413500.113174,222621.161829,2471424115.890246,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b80_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b80_ti1.csv
new file mode 100644
index 0000000..c9664d6
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b80_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.160960,0.044826,0.161024,1784694.367827,218096.793973,1827527032.655211,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b80_ti2.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b80_ti2.csv
new file mode 100644
index 0000000..32b3dd2
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b80_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,2,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.160576,0.035246,0.158912,2269756.089466,225521.042691,2324230235.613574,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n10_b80_ur1.csv b/results/hybrid_dataflow_interleave/raw/w64_n10_b80_ur1.csv
new file mode 100644
index 0000000..cc26fc8
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n10_b80_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,1,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.167072,0.044652,0.163936,1791652.353223,212958.797489,1834652009.700276,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b160_td12_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b160_td12_ti1.csv
new file mode 100644
index 0000000..e530619
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b160_td12_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.915008,0.144328,0.877984,1108588.416265,82588.331479,4540778153.021367,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b160_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b160_ti1.csv
new file mode 100644
index 0000000..3135237
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b160_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.921024,0.173583,0.879520,921747.345820,81048.468025,3775477128.476978,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b160_ti2.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b160_ti2.csv
new file mode 100644
index 0000000..ff7b1fa
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b160_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,2,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.909216,0.147092,0.860736,1087751.078921,83461.809066,4455428419.258471,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b160_ur1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b160_ur1.csv
new file mode 100644
index 0000000..b973f24
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b160_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,1,1,4,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.920032,0.247619,0.874720,646155.128961,78340.338089,2646651408.225113,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b16_td12_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b16_td12_ti1.csv
new file mode 100644
index 0000000..7d470a3
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b16_td12_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.126304,0.103020,0.129824,155310.371282,44549.938839,636151280.773059,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b16_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b16_ti1.csv
new file mode 100644
index 0000000..8be969e
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b16_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.123232,0.135654,0.129184,117946.778274,41229.632872,483110003.808818,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b16_ti2.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b16_ti2.csv
new file mode 100644
index 0000000..effe782
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b16_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,2,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.134016,0.107617,0.129632,148675.006423,43095.868800,608972826.308677,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b16_ur1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b16_ur1.csv
new file mode 100644
index 0000000..3768ecd
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b16_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,1,1,4,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.125824,0.120934,0.129056,132303.136240,42574.205929,541913646.037776,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b1_td12_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b1_td12_ti1.csv
new file mode 100644
index 0000000..751ba65
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b1_td12_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.102451,0.023552,9760.744837,7073.976923,39980010.852340,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b1_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b1_ti1.csv
new file mode 100644
index 0000000..10d74d0
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b1_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.016384,0.135168,0.025536,7398.200700,5646.909955,30303030.066351,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b1_ti2.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b1_ti2.csv
new file mode 100644
index 0000000..3688908
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b1_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,2,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.107392,0.029184,9311.680731,6581.718690,38140644.272651,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b1_ur1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b1_ur1.csv
new file mode 100644
index 0000000..f108541
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b1_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,1,1,4,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.016384,0.120904,0.024224,8271.046447,6191.502464,33878206.248708,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b256_td12_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b256_td12_ti1.csv
new file mode 100644
index 0000000..ee939b1
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b256_td12_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.420512,0.256722,1.345568,997187.954064,84689.640785,4084481859.844224,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b256_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b256_ti1.csv
new file mode 100644
index 0000000..ceb3692
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b256_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.414528,0.328330,1.344960,779702.827665,82906.435216,3193662782.116331,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b256_ti2.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b256_ti2.csv
new file mode 100644
index 0000000..eded327
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b256_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,2,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.414848,0.266189,1.334944,961723.407138,84881.177522,3939219075.635923,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b256_ur1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b256_ur1.csv
new file mode 100644
index 0000000..55dec9e
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b256_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,1,1,4,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.423264,0.456166,1.360096,561198.736947,79023.897045,2298670026.534776,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b512_td12_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b512_td12_ti1.csv
new file mode 100644
index 0000000..5fb6f15
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b512_td12_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.756416,0.512717,2.584896,998602.015355,87461.132364,4090273854.892606,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b512_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b512_ti1.csv
new file mode 100644
index 0000000..d23bde6
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b512_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.761472,0.617068,2.602272,829730.923843,85607.111492,3398577864.062380,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b512_ti2.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b512_ti2.csv
new file mode 100644
index 0000000..c45d0c5
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b512_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,2,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.755808,0.533094,2.589920,960430.261722,87092.269639,3933922352.013453,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b512_ur1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b512_ur1.csv
new file mode 100644
index 0000000..2d3e987
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b512_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,1,1,4,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.756224,0.803052,2.594464,637568.051407,83201.441823,2611478738.564009,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b80_td12_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b80_td12_ti1.csv
new file mode 100644
index 0000000..88ea720
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b80_td12_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.508704,0.107448,0.441760,744544.001724,75620.633139,3049652231.061898,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b80_ti1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b80_ti1.csv
new file mode 100644
index 0000000..bc4fdeb
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b80_ti1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.507936,0.136760,0.442400,584964.977560,73590.534283,2396016548.085986,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b80_ti2.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b80_ti2.csv
new file mode 100644
index 0000000..7282c29
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b80_ti2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,2,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.516160,0.110520,0.442112,723848.754199,74850.836153,2964884497.198187,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/raw/w64_n12_b80_ur1.csv b/results/hybrid_dataflow_interleave/raw/w64_n12_b80_ur1.csv
new file mode 100644
index 0000000..98ae810
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/raw/w64_n12_b80_ur1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,1,1,4,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.512864,0.121805,0.441024,656788.547160,74370.675161,2690205889.166647,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_interleave/summary.csv b/results/hybrid_dataflow_interleave/summary.csv
new file mode 100644
index 0000000..be2a8b3
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/summary.csv
@@ -0,0 +1,97 @@
+case,backend,word_bits,logN,batch,stage_space,role_stages,target_ctas_per_sm,data_space,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,kernel_ms,kernel_ntt_s,correct
+w32_n10_b1_td10_ti1,hybrid-dataflow,32,10,1,5,5,1,32,10,1,2,hermes-xor,inplace,0.023619,42339.583275,1
+w32_n10_b1_ti1,hybrid-dataflow,32,10,1,5,5,1,32,4,1,2,hermes-xor,inplace,0.027837,35922.843000,1
+w32_n10_b1_ti2,hybrid-dataflow,32,10,1,5,5,1,32,10,2,2,hermes-xor,inplace,0.025523,39180.039152,1
+w32_n10_b1_ur1,hybrid-dataflow,32,10,1,5,1,1,32,4,1,2,hermes-xor,inplace,0.040678,24583.070784,1
+w32_n10_b16_td10_ti1,hybrid-dataflow,32,10,16,5,5,1,32,10,1,2,hermes-xor,inplace,0.023834,671321.189856,1
+w32_n10_b16_ti1,hybrid-dataflow,32,10,16,5,5,1,32,4,1,2,hermes-xor,inplace,0.028088,569631.789065,1
+w32_n10_b16_ti2,hybrid-dataflow,32,10,16,5,5,1,32,10,2,2,hermes-xor,inplace,0.025738,621643.144302,1
+w32_n10_b16_ur1,hybrid-dataflow,32,10,16,5,1,1,32,4,1,2,hermes-xor,inplace,0.040950,390722.698396,1
+w32_n10_b80_td10_ti1,hybrid-dataflow,32,10,80,5,5,1,32,10,1,2,hermes-xor,inplace,0.024125,3316001.691444,1
+w32_n10_b80_ti1,hybrid-dataflow,32,10,80,5,5,1,32,4,1,2,hermes-xor,inplace,0.028585,2798674.647066,1
+w32_n10_b80_ti2,hybrid-dataflow,32,10,80,5,5,1,32,10,2,2,hermes-xor,inplace,0.026025,3073972.065934,1
+w32_n10_b80_ur1,hybrid-dataflow,32,10,80,5,1,1,32,4,1,2,hermes-xor,inplace,0.041114,1945828.138076,1
+w32_n10_b160_td10_ti1,hybrid-dataflow,32,10,160,5,5,1,32,10,1,2,hermes-xor,inplace,0.026583,6018875.162464,1
+w32_n10_b160_ti1,hybrid-dataflow,32,10,160,5,5,1,32,4,1,2,hermes-xor,inplace,0.031145,5137267.819891,1
+w32_n10_b160_ti2,hybrid-dataflow,32,10,160,5,5,1,32,10,2,2,hermes-xor,inplace,0.028564,5601362.407777,1
+w32_n10_b160_ur1,hybrid-dataflow,32,10,160,5,1,1,32,4,1,2,hermes-xor,inplace,0.044928,3561253.315328,1
+w32_n10_b256_td10_ti1,hybrid-dataflow,32,10,256,5,5,1,32,10,1,2,hermes-xor,inplace,0.032870,7788161.828627,1
+w32_n10_b256_ti1,hybrid-dataflow,32,10,256,5,5,1,32,4,1,2,hermes-xor,inplace,0.038088,6721333.347418,1
+w32_n10_b256_ti2,hybrid-dataflow,32,10,256,5,5,1,32,10,2,2,hermes-xor,inplace,0.034883,7338910.827283,1
+w32_n10_b256_ur1,hybrid-dataflow,32,10,256,5,1,1,32,4,1,2,hermes-xor,inplace,0.059955,4269854.679435,1
+w32_n10_b512_td10_ti1,hybrid-dataflow,32,10,512,5,5,1,32,10,1,2,hermes-xor,inplace,0.058143,8805917.890469,1
+w32_n10_b512_ti1,hybrid-dataflow,32,10,512,5,5,1,32,4,1,2,hermes-xor,inplace,0.067210,7617886.554261,1
+w32_n10_b512_ti2,hybrid-dataflow,32,10,512,5,5,1,32,10,2,2,hermes-xor,inplace,0.062541,8186655.832370,1
+w32_n10_b512_ur1,hybrid-dataflow,32,10,512,5,1,1,32,4,1,2,hermes-xor,inplace,0.104975,4877335.133248,1
+w32_n12_b1_td12_ti1,hybrid-dataflow,32,12,1,6,6,1,32,12,1,2,hermes-xor,inplace,0.079800,12531.277654,1
+w32_n12_b1_ti1,hybrid-dataflow,32,12,1,6,6,1,32,8,1,2,hermes-xor,inplace,0.109527,9130.165149,1
+w32_n12_b1_ti2,hybrid-dataflow,32,12,1,6,6,1,32,12,2,2,hermes-xor,inplace,0.086441,11568.588965,1
+w32_n12_b1_ur1,hybrid-dataflow,32,12,1,6,1,1,32,4,1,2,hermes-xor,inplace,0.076657,13045.184416,1
+w32_n12_b16_td12_ti1,hybrid-dataflow,32,12,16,6,6,1,32,12,1,2,hermes-xor,inplace,0.079877,200307.683152,1
+w32_n12_b16_ti1,hybrid-dataflow,32,12,16,6,6,1,32,8,1,2,hermes-xor,inplace,0.109716,145830.413455,1
+w32_n12_b16_ti2,hybrid-dataflow,32,12,16,6,6,1,32,12,2,2,hermes-xor,inplace,0.086472,185031.668271,1
+w32_n12_b16_ur1,hybrid-dataflow,32,12,16,6,1,1,32,4,1,2,hermes-xor,inplace,0.077164,207351.874610,1
+w32_n12_b80_td12_ti1,hybrid-dataflow,32,12,80,6,6,1,32,12,1,2,hermes-xor,inplace,0.080015,999808.020500,1
+w32_n12_b80_ti1,hybrid-dataflow,32,12,80,6,6,1,32,8,1,2,hermes-xor,inplace,0.110300,725293.592638,1
+w32_n12_b80_ti2,hybrid-dataflow,32,12,80,6,6,1,32,12,2,2,hermes-xor,inplace,0.086687,922863.434768,1
+w32_n12_b80_ur1,hybrid-dataflow,32,12,80,6,1,1,32,4,1,2,hermes-xor,inplace,0.077292,1035042.416096,1
+w32_n12_b160_td12_ti1,hybrid-dataflow,32,12,160,6,6,1,32,12,1,2,hermes-xor,inplace,0.090020,1777386.021719,1
+w32_n12_b160_ti1,hybrid-dataflow,32,12,160,6,6,1,32,8,1,2,hermes-xor,inplace,0.118298,1352521.107835,1
+w32_n12_b160_ti2,hybrid-dataflow,32,12,160,6,6,1,32,12,2,2,hermes-xor,inplace,0.097347,1643612.153562,1
+w32_n12_b160_ur1,hybrid-dataflow,32,12,160,6,1,1,32,4,1,2,hermes-xor,inplace,0.090542,1767134.171229,1
+w32_n12_b256_td12_ti1,hybrid-dataflow,32,12,256,6,6,1,32,12,1,2,hermes-xor,inplace,0.179886,1423122.957269,1
+w32_n12_b256_ti1,hybrid-dataflow,32,12,256,6,6,1,32,8,1,2,hermes-xor,inplace,0.230661,1109853.258193,1
+w32_n12_b256_ti2,hybrid-dataflow,32,12,256,6,6,1,32,12,2,2,hermes-xor,inplace,0.191795,1334757.073451,1
+w32_n12_b256_ur1,hybrid-dataflow,32,12,256,6,1,1,32,4,1,2,hermes-xor,inplace,0.194319,1317418.862637,1
+w32_n12_b512_td12_ti1,hybrid-dataflow,32,12,512,6,6,1,32,12,1,2,hermes-xor,inplace,0.314865,1626095.605306,1
+w32_n12_b512_ti1,hybrid-dataflow,32,12,512,6,6,1,32,8,1,2,hermes-xor,inplace,0.446408,1146933.683763,1
+w32_n12_b512_ti2,hybrid-dataflow,32,12,512,6,6,1,32,12,2,2,hermes-xor,inplace,0.337608,1516553.170070,1
+w32_n12_b512_ur1,hybrid-dataflow,32,12,512,6,1,1,32,4,1,2,hermes-xor,inplace,0.285445,1793689.774711,1
+w64_n10_b1_td10_ti1,hybrid-dataflow,64,10,1,5,5,1,16,10,1,2,hermes-xor,inplace,0.032758,30527.118693,1
+w64_n10_b1_ti1,hybrid-dataflow,64,10,1,5,5,1,16,4,1,2,hermes-xor,inplace,0.044114,22668.580237,1
+w64_n10_b1_ti2,hybrid-dataflow,64,10,1,5,5,1,16,10,2,2,hermes-xor,inplace,0.034714,28807.153533,1
+w64_n10_b1_ur1,hybrid-dataflow,64,10,1,5,1,1,16,4,1,2,hermes-xor,inplace,0.044268,22589.925820,1
+w64_n10_b16_td10_ti1,hybrid-dataflow,64,10,16,5,5,1,16,10,1,2,hermes-xor,inplace,0.032968,485323.819784,1
+w64_n10_b16_ti1,hybrid-dataflow,64,10,16,5,5,1,16,4,1,2,hermes-xor,inplace,0.044631,358494.912213,1
+w64_n10_b16_ti2,hybrid-dataflow,64,10,16,5,5,1,16,10,2,2,hermes-xor,inplace,0.035067,456270.984748,1
+w64_n10_b16_ur1,hybrid-dataflow,64,10,16,5,1,1,16,4,1,2,hermes-xor,inplace,0.044401,360355.167415,1
+w64_n10_b80_td10_ti1,hybrid-dataflow,64,10,80,5,5,1,16,10,1,2,hermes-xor,inplace,0.033147,2413500.113174,1
+w64_n10_b80_ti1,hybrid-dataflow,64,10,80,5,5,1,16,4,1,2,hermes-xor,inplace,0.044826,1784694.367827,1
+w64_n10_b80_ti2,hybrid-dataflow,64,10,80,5,5,1,16,10,2,2,hermes-xor,inplace,0.035246,2269756.089466,1
+w64_n10_b80_ur1,hybrid-dataflow,64,10,80,5,1,1,16,4,1,2,hermes-xor,inplace,0.044652,1791652.353223,1
+w64_n10_b160_td10_ti1,hybrid-dataflow,64,10,160,5,5,1,16,10,1,2,hermes-xor,inplace,0.036060,4437029.900850,1
+w64_n10_b160_ti1,hybrid-dataflow,64,10,160,5,5,1,16,4,1,2,hermes-xor,inplace,0.047785,3348334.006773,1
+w64_n10_b160_ti2,hybrid-dataflow,64,10,160,5,5,1,16,10,2,2,hermes-xor,inplace,0.038072,4202528.479564,1
+w64_n10_b160_ur1,hybrid-dataflow,64,10,160,5,1,1,16,4,1,2,hermes-xor,inplace,0.048814,3277742.771168,1
+w64_n10_b256_td10_ti1,hybrid-dataflow,64,10,256,5,5,1,16,10,1,2,hermes-xor,inplace,0.042900,5967299.154481,1
+w64_n10_b256_ti1,hybrid-dataflow,64,10,256,5,5,1,16,4,1,2,hermes-xor,inplace,0.053069,4823926.516270,1
+w64_n10_b256_ti2,hybrid-dataflow,64,10,256,5,5,1,16,10,2,2,hermes-xor,inplace,0.045972,5568548.670231,1
+w64_n10_b256_ur1,hybrid-dataflow,64,10,256,5,1,1,16,4,1,2,hermes-xor,inplace,0.066289,3861898.792754,1
+w64_n10_b512_td10_ti1,hybrid-dataflow,64,10,512,5,5,1,16,10,1,2,hermes-xor,inplace,0.085652,5977643.749727,1
+w64_n10_b512_ti1,hybrid-dataflow,64,10,512,5,5,1,16,4,1,2,hermes-xor,inplace,0.101304,5054078.517679,1
+w64_n10_b512_ti2,hybrid-dataflow,64,10,512,5,5,1,16,10,2,2,hermes-xor,inplace,0.086897,5892057.805368,1
+w64_n10_b512_ur1,hybrid-dataflow,64,10,512,5,1,1,16,4,1,2,hermes-xor,inplace,0.115436,4435376.341579,1
+w64_n12_b1_td12_ti1,hybrid-dataflow,64,12,1,6,6,1,16,12,1,2,hermes-xor,inplace,0.102451,9760.744837,1
+w64_n12_b1_ti1,hybrid-dataflow,64,12,1,6,6,1,16,8,1,2,hermes-xor,inplace,0.135168,7398.200700,1
+w64_n12_b1_ti2,hybrid-dataflow,64,12,1,6,6,1,16,12,2,2,hermes-xor,inplace,0.107392,9311.680731,1
+w64_n12_b1_ur1,hybrid-dataflow,64,12,1,6,1,1,16,4,1,2,hermes-xor,inplace,0.120904,8271.046447,1
+w64_n12_b16_td12_ti1,hybrid-dataflow,64,12,16,6,6,1,16,12,1,2,hermes-xor,inplace,0.103020,155310.371282,1
+w64_n12_b16_ti1,hybrid-dataflow,64,12,16,6,6,1,16,8,1,2,hermes-xor,inplace,0.135654,117946.778274,1
+w64_n12_b16_ti2,hybrid-dataflow,64,12,16,6,6,1,16,12,2,2,hermes-xor,inplace,0.107617,148675.006423,1
+w64_n12_b16_ur1,hybrid-dataflow,64,12,16,6,1,1,16,4,1,2,hermes-xor,inplace,0.120934,132303.136240,1
+w64_n12_b80_td12_ti1,hybrid-dataflow,64,12,80,6,6,1,16,12,1,2,hermes-xor,inplace,0.107448,744544.001724,1
+w64_n12_b80_ti1,hybrid-dataflow,64,12,80,6,6,1,16,8,1,2,hermes-xor,inplace,0.136760,584964.977560,1
+w64_n12_b80_ti2,hybrid-dataflow,64,12,80,6,6,1,16,12,2,2,hermes-xor,inplace,0.110520,723848.754199,1
+w64_n12_b80_ur1,hybrid-dataflow,64,12,80,6,1,1,16,4,1,2,hermes-xor,inplace,0.121805,656788.547160,1
+w64_n12_b160_td12_ti1,hybrid-dataflow,64,12,160,6,6,1,16,12,1,2,hermes-xor,inplace,0.144328,1108588.416265,1
+w64_n12_b160_ti1,hybrid-dataflow,64,12,160,6,6,1,16,8,1,2,hermes-xor,inplace,0.173583,921747.345820,1
+w64_n12_b160_ti2,hybrid-dataflow,64,12,160,6,6,1,16,12,2,2,hermes-xor,inplace,0.147092,1087751.078921,1
+w64_n12_b160_ur1,hybrid-dataflow,64,12,160,6,1,1,16,4,1,2,hermes-xor,inplace,0.247619,646155.128961,1
+w64_n12_b256_td12_ti1,hybrid-dataflow,64,12,256,6,6,1,16,12,1,2,hermes-xor,inplace,0.256722,997187.954064,1
+w64_n12_b256_ti1,hybrid-dataflow,64,12,256,6,6,1,16,8,1,2,hermes-xor,inplace,0.328330,779702.827665,1
+w64_n12_b256_ti2,hybrid-dataflow,64,12,256,6,6,1,16,12,2,2,hermes-xor,inplace,0.266189,961723.407138,1
+w64_n12_b256_ur1,hybrid-dataflow,64,12,256,6,1,1,16,4,1,2,hermes-xor,inplace,0.456166,561198.736947,1
+w64_n12_b512_td12_ti1,hybrid-dataflow,64,12,512,6,6,1,16,12,1,2,hermes-xor,inplace,0.512717,998602.015355,1
+w64_n12_b512_ti1,hybrid-dataflow,64,12,512,6,6,1,16,8,1,2,hermes-xor,inplace,0.617068,829730.923843,1
+w64_n12_b512_ti2,hybrid-dataflow,64,12,512,6,6,1,16,12,2,2,hermes-xor,inplace,0.533094,960430.261722,1
+w64_n12_b512_ur1,hybrid-dataflow,64,12,512,6,1,1,16,4,1,2,hermes-xor,inplace,0.803052,637568.051407,1
diff --git a/results/hybrid_dataflow_interleave/summary.md b/results/hybrid_dataflow_interleave/summary.md
new file mode 100644
index 0000000..6023294
--- /dev/null
+++ b/results/hybrid_dataflow_interleave/summary.md
@@ -0,0 +1,105 @@
+# HybridDataflow benchmark
+
+| case | bits | logN | batch | backend | Us | Ur | Rb | Ud | Td | Ti | kernel ms | correct |
+|---|---:|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|
+| w32_n10_b1_td10_ti1 | 32 | 10 | 1 | hybrid-dataflow | 5 | 5 | 1 | 32 | 10 | 1 | 0.023619 | 1 |
+| w32_n10_b1_ti1 | 32 | 10 | 1 | hybrid-dataflow | 5 | 5 | 1 | 32 | 4 | 1 | 0.027837 | 1 |
+| w32_n10_b1_ti2 | 32 | 10 | 1 | hybrid-dataflow | 5 | 5 | 1 | 32 | 10 | 2 | 0.025523 | 1 |
+| w32_n10_b1_ur1 | 32 | 10 | 1 | hybrid-dataflow | 5 | 1 | 1 | 32 | 4 | 1 | 0.040678 | 1 |
+| w32_n10_b16_td10_ti1 | 32 | 10 | 16 | hybrid-dataflow | 5 | 5 | 1 | 32 | 10 | 1 | 0.023834 | 1 |
+| w32_n10_b16_ti1 | 32 | 10 | 16 | hybrid-dataflow | 5 | 5 | 1 | 32 | 4 | 1 | 0.028088 | 1 |
+| w32_n10_b16_ti2 | 32 | 10 | 16 | hybrid-dataflow | 5 | 5 | 1 | 32 | 10 | 2 | 0.025738 | 1 |
+| w32_n10_b16_ur1 | 32 | 10 | 16 | hybrid-dataflow | 5 | 1 | 1 | 32 | 4 | 1 | 0.040950 | 1 |
+| w32_n10_b80_td10_ti1 | 32 | 10 | 80 | hybrid-dataflow | 5 | 5 | 1 | 32 | 10 | 1 | 0.024125 | 1 |
+| w32_n10_b80_ti1 | 32 | 10 | 80 | hybrid-dataflow | 5 | 5 | 1 | 32 | 4 | 1 | 0.028585 | 1 |
+| w32_n10_b80_ti2 | 32 | 10 | 80 | hybrid-dataflow | 5 | 5 | 1 | 32 | 10 | 2 | 0.026025 | 1 |
+| w32_n10_b80_ur1 | 32 | 10 | 80 | hybrid-dataflow | 5 | 1 | 1 | 32 | 4 | 1 | 0.041114 | 1 |
+| w32_n10_b160_td10_ti1 | 32 | 10 | 160 | hybrid-dataflow | 5 | 5 | 1 | 32 | 10 | 1 | 0.026583 | 1 |
+| w32_n10_b160_ti1 | 32 | 10 | 160 | hybrid-dataflow | 5 | 5 | 1 | 32 | 4 | 1 | 0.031145 | 1 |
+| w32_n10_b160_ti2 | 32 | 10 | 160 | hybrid-dataflow | 5 | 5 | 1 | 32 | 10 | 2 | 0.028564 | 1 |
+| w32_n10_b160_ur1 | 32 | 10 | 160 | hybrid-dataflow | 5 | 1 | 1 | 32 | 4 | 1 | 0.044928 | 1 |
+| w32_n10_b256_td10_ti1 | 32 | 10 | 256 | hybrid-dataflow | 5 | 5 | 1 | 32 | 10 | 1 | 0.032870 | 1 |
+| w32_n10_b256_ti1 | 32 | 10 | 256 | hybrid-dataflow | 5 | 5 | 1 | 32 | 4 | 1 | 0.038088 | 1 |
+| w32_n10_b256_ti2 | 32 | 10 | 256 | hybrid-dataflow | 5 | 5 | 1 | 32 | 10 | 2 | 0.034883 | 1 |
+| w32_n10_b256_ur1 | 32 | 10 | 256 | hybrid-dataflow | 5 | 1 | 1 | 32 | 4 | 1 | 0.059955 | 1 |
+| w32_n10_b512_td10_ti1 | 32 | 10 | 512 | hybrid-dataflow | 5 | 5 | 1 | 32 | 10 | 1 | 0.058143 | 1 |
+| w32_n10_b512_ti1 | 32 | 10 | 512 | hybrid-dataflow | 5 | 5 | 1 | 32 | 4 | 1 | 0.067210 | 1 |
+| w32_n10_b512_ti2 | 32 | 10 | 512 | hybrid-dataflow | 5 | 5 | 1 | 32 | 10 | 2 | 0.062541 | 1 |
+| w32_n10_b512_ur1 | 32 | 10 | 512 | hybrid-dataflow | 5 | 1 | 1 | 32 | 4 | 1 | 0.104975 | 1 |
+| w32_n12_b1_td12_ti1 | 32 | 12 | 1 | hybrid-dataflow | 6 | 6 | 1 | 32 | 12 | 1 | 0.079800 | 1 |
+| w32_n12_b1_ti1 | 32 | 12 | 1 | hybrid-dataflow | 6 | 6 | 1 | 32 | 8 | 1 | 0.109527 | 1 |
+| w32_n12_b1_ti2 | 32 | 12 | 1 | hybrid-dataflow | 6 | 6 | 1 | 32 | 12 | 2 | 0.086441 | 1 |
+| w32_n12_b1_ur1 | 32 | 12 | 1 | hybrid-dataflow | 6 | 1 | 1 | 32 | 4 | 1 | 0.076657 | 1 |
+| w32_n12_b16_td12_ti1 | 32 | 12 | 16 | hybrid-dataflow | 6 | 6 | 1 | 32 | 12 | 1 | 0.079877 | 1 |
+| w32_n12_b16_ti1 | 32 | 12 | 16 | hybrid-dataflow | 6 | 6 | 1 | 32 | 8 | 1 | 0.109716 | 1 |
+| w32_n12_b16_ti2 | 32 | 12 | 16 | hybrid-dataflow | 6 | 6 | 1 | 32 | 12 | 2 | 0.086472 | 1 |
+| w32_n12_b16_ur1 | 32 | 12 | 16 | hybrid-dataflow | 6 | 1 | 1 | 32 | 4 | 1 | 0.077164 | 1 |
+| w32_n12_b80_td12_ti1 | 32 | 12 | 80 | hybrid-dataflow | 6 | 6 | 1 | 32 | 12 | 1 | 0.080015 | 1 |
+| w32_n12_b80_ti1 | 32 | 12 | 80 | hybrid-dataflow | 6 | 6 | 1 | 32 | 8 | 1 | 0.110300 | 1 |
+| w32_n12_b80_ti2 | 32 | 12 | 80 | hybrid-dataflow | 6 | 6 | 1 | 32 | 12 | 2 | 0.086687 | 1 |
+| w32_n12_b80_ur1 | 32 | 12 | 80 | hybrid-dataflow | 6 | 1 | 1 | 32 | 4 | 1 | 0.077292 | 1 |
+| w32_n12_b160_td12_ti1 | 32 | 12 | 160 | hybrid-dataflow | 6 | 6 | 1 | 32 | 12 | 1 | 0.090020 | 1 |
+| w32_n12_b160_ti1 | 32 | 12 | 160 | hybrid-dataflow | 6 | 6 | 1 | 32 | 8 | 1 | 0.118298 | 1 |
+| w32_n12_b160_ti2 | 32 | 12 | 160 | hybrid-dataflow | 6 | 6 | 1 | 32 | 12 | 2 | 0.097347 | 1 |
+| w32_n12_b160_ur1 | 32 | 12 | 160 | hybrid-dataflow | 6 | 1 | 1 | 32 | 4 | 1 | 0.090542 | 1 |
+| w32_n12_b256_td12_ti1 | 32 | 12 | 256 | hybrid-dataflow | 6 | 6 | 1 | 32 | 12 | 1 | 0.179886 | 1 |
+| w32_n12_b256_ti1 | 32 | 12 | 256 | hybrid-dataflow | 6 | 6 | 1 | 32 | 8 | 1 | 0.230661 | 1 |
+| w32_n12_b256_ti2 | 32 | 12 | 256 | hybrid-dataflow | 6 | 6 | 1 | 32 | 12 | 2 | 0.191795 | 1 |
+| w32_n12_b256_ur1 | 32 | 12 | 256 | hybrid-dataflow | 6 | 1 | 1 | 32 | 4 | 1 | 0.194319 | 1 |
+| w32_n12_b512_td12_ti1 | 32 | 12 | 512 | hybrid-dataflow | 6 | 6 | 1 | 32 | 12 | 1 | 0.314865 | 1 |
+| w32_n12_b512_ti1 | 32 | 12 | 512 | hybrid-dataflow | 6 | 6 | 1 | 32 | 8 | 1 | 0.446408 | 1 |
+| w32_n12_b512_ti2 | 32 | 12 | 512 | hybrid-dataflow | 6 | 6 | 1 | 32 | 12 | 2 | 0.337608 | 1 |
+| w32_n12_b512_ur1 | 32 | 12 | 512 | hybrid-dataflow | 6 | 1 | 1 | 32 | 4 | 1 | 0.285445 | 1 |
+| w64_n10_b1_td10_ti1 | 64 | 10 | 1 | hybrid-dataflow | 5 | 5 | 1 | 16 | 10 | 1 | 0.032758 | 1 |
+| w64_n10_b1_ti1 | 64 | 10 | 1 | hybrid-dataflow | 5 | 5 | 1 | 16 | 4 | 1 | 0.044114 | 1 |
+| w64_n10_b1_ti2 | 64 | 10 | 1 | hybrid-dataflow | 5 | 5 | 1 | 16 | 10 | 2 | 0.034714 | 1 |
+| w64_n10_b1_ur1 | 64 | 10 | 1 | hybrid-dataflow | 5 | 1 | 1 | 16 | 4 | 1 | 0.044268 | 1 |
+| w64_n10_b16_td10_ti1 | 64 | 10 | 16 | hybrid-dataflow | 5 | 5 | 1 | 16 | 10 | 1 | 0.032968 | 1 |
+| w64_n10_b16_ti1 | 64 | 10 | 16 | hybrid-dataflow | 5 | 5 | 1 | 16 | 4 | 1 | 0.044631 | 1 |
+| w64_n10_b16_ti2 | 64 | 10 | 16 | hybrid-dataflow | 5 | 5 | 1 | 16 | 10 | 2 | 0.035067 | 1 |
+| w64_n10_b16_ur1 | 64 | 10 | 16 | hybrid-dataflow | 5 | 1 | 1 | 16 | 4 | 1 | 0.044401 | 1 |
+| w64_n10_b80_td10_ti1 | 64 | 10 | 80 | hybrid-dataflow | 5 | 5 | 1 | 16 | 10 | 1 | 0.033147 | 1 |
+| w64_n10_b80_ti1 | 64 | 10 | 80 | hybrid-dataflow | 5 | 5 | 1 | 16 | 4 | 1 | 0.044826 | 1 |
+| w64_n10_b80_ti2 | 64 | 10 | 80 | hybrid-dataflow | 5 | 5 | 1 | 16 | 10 | 2 | 0.035246 | 1 |
+| w64_n10_b80_ur1 | 64 | 10 | 80 | hybrid-dataflow | 5 | 1 | 1 | 16 | 4 | 1 | 0.044652 | 1 |
+| w64_n10_b160_td10_ti1 | 64 | 10 | 160 | hybrid-dataflow | 5 | 5 | 1 | 16 | 10 | 1 | 0.036060 | 1 |
+| w64_n10_b160_ti1 | 64 | 10 | 160 | hybrid-dataflow | 5 | 5 | 1 | 16 | 4 | 1 | 0.047785 | 1 |
+| w64_n10_b160_ti2 | 64 | 10 | 160 | hybrid-dataflow | 5 | 5 | 1 | 16 | 10 | 2 | 0.038072 | 1 |
+| w64_n10_b160_ur1 | 64 | 10 | 160 | hybrid-dataflow | 5 | 1 | 1 | 16 | 4 | 1 | 0.048814 | 1 |
+| w64_n10_b256_td10_ti1 | 64 | 10 | 256 | hybrid-dataflow | 5 | 5 | 1 | 16 | 10 | 1 | 0.042900 | 1 |
+| w64_n10_b256_ti1 | 64 | 10 | 256 | hybrid-dataflow | 5 | 5 | 1 | 16 | 4 | 1 | 0.053069 | 1 |
+| w64_n10_b256_ti2 | 64 | 10 | 256 | hybrid-dataflow | 5 | 5 | 1 | 16 | 10 | 2 | 0.045972 | 1 |
+| w64_n10_b256_ur1 | 64 | 10 | 256 | hybrid-dataflow | 5 | 1 | 1 | 16 | 4 | 1 | 0.066289 | 1 |
+| w64_n10_b512_td10_ti1 | 64 | 10 | 512 | hybrid-dataflow | 5 | 5 | 1 | 16 | 10 | 1 | 0.085652 | 1 |
+| w64_n10_b512_ti1 | 64 | 10 | 512 | hybrid-dataflow | 5 | 5 | 1 | 16 | 4 | 1 | 0.101304 | 1 |
+| w64_n10_b512_ti2 | 64 | 10 | 512 | hybrid-dataflow | 5 | 5 | 1 | 16 | 10 | 2 | 0.086897 | 1 |
+| w64_n10_b512_ur1 | 64 | 10 | 512 | hybrid-dataflow | 5 | 1 | 1 | 16 | 4 | 1 | 0.115436 | 1 |
+| w64_n12_b1_td12_ti1 | 64 | 12 | 1 | hybrid-dataflow | 6 | 6 | 1 | 16 | 12 | 1 | 0.102451 | 1 |
+| w64_n12_b1_ti1 | 64 | 12 | 1 | hybrid-dataflow | 6 | 6 | 1 | 16 | 8 | 1 | 0.135168 | 1 |
+| w64_n12_b1_ti2 | 64 | 12 | 1 | hybrid-dataflow | 6 | 6 | 1 | 16 | 12 | 2 | 0.107392 | 1 |
+| w64_n12_b1_ur1 | 64 | 12 | 1 | hybrid-dataflow | 6 | 1 | 1 | 16 | 4 | 1 | 0.120904 | 1 |
+| w64_n12_b16_td12_ti1 | 64 | 12 | 16 | hybrid-dataflow | 6 | 6 | 1 | 16 | 12 | 1 | 0.103020 | 1 |
+| w64_n12_b16_ti1 | 64 | 12 | 16 | hybrid-dataflow | 6 | 6 | 1 | 16 | 8 | 1 | 0.135654 | 1 |
+| w64_n12_b16_ti2 | 64 | 12 | 16 | hybrid-dataflow | 6 | 6 | 1 | 16 | 12 | 2 | 0.107617 | 1 |
+| w64_n12_b16_ur1 | 64 | 12 | 16 | hybrid-dataflow | 6 | 1 | 1 | 16 | 4 | 1 | 0.120934 | 1 |
+| w64_n12_b80_td12_ti1 | 64 | 12 | 80 | hybrid-dataflow | 6 | 6 | 1 | 16 | 12 | 1 | 0.107448 | 1 |
+| w64_n12_b80_ti1 | 64 | 12 | 80 | hybrid-dataflow | 6 | 6 | 1 | 16 | 8 | 1 | 0.136760 | 1 |
+| w64_n12_b80_ti2 | 64 | 12 | 80 | hybrid-dataflow | 6 | 6 | 1 | 16 | 12 | 2 | 0.110520 | 1 |
+| w64_n12_b80_ur1 | 64 | 12 | 80 | hybrid-dataflow | 6 | 1 | 1 | 16 | 4 | 1 | 0.121805 | 1 |
+| w64_n12_b160_td12_ti1 | 64 | 12 | 160 | hybrid-dataflow | 6 | 6 | 1 | 16 | 12 | 1 | 0.144328 | 1 |
+| w64_n12_b160_ti1 | 64 | 12 | 160 | hybrid-dataflow | 6 | 6 | 1 | 16 | 8 | 1 | 0.173583 | 1 |
+| w64_n12_b160_ti2 | 64 | 12 | 160 | hybrid-dataflow | 6 | 6 | 1 | 16 | 12 | 2 | 0.147092 | 1 |
+| w64_n12_b160_ur1 | 64 | 12 | 160 | hybrid-dataflow | 6 | 1 | 1 | 16 | 4 | 1 | 0.247619 | 1 |
+| w64_n12_b256_td12_ti1 | 64 | 12 | 256 | hybrid-dataflow | 6 | 6 | 1 | 16 | 12 | 1 | 0.256722 | 1 |
+| w64_n12_b256_ti1 | 64 | 12 | 256 | hybrid-dataflow | 6 | 6 | 1 | 16 | 8 | 1 | 0.328330 | 1 |
+| w64_n12_b256_ti2 | 64 | 12 | 256 | hybrid-dataflow | 6 | 6 | 1 | 16 | 12 | 2 | 0.266189 | 1 |
+| w64_n12_b256_ur1 | 64 | 12 | 256 | hybrid-dataflow | 6 | 1 | 1 | 16 | 4 | 1 | 0.456166 | 1 |
+| w64_n12_b512_td12_ti1 | 64 | 12 | 512 | hybrid-dataflow | 6 | 6 | 1 | 16 | 12 | 1 | 0.512717 | 1 |
+| w64_n12_b512_ti1 | 64 | 12 | 512 | hybrid-dataflow | 6 | 6 | 1 | 16 | 8 | 1 | 0.617068 | 1 |
+| w64_n12_b512_ti2 | 64 | 12 | 512 | hybrid-dataflow | 6 | 6 | 1 | 16 | 12 | 2 | 0.533094 | 1 |
+| w64_n12_b512_ur1 | 64 | 12 | 512 | hybrid-dataflow | 6 | 1 | 1 | 16 | 4 | 1 | 0.803052 | 1 |
+
+## Best generated point versus baseline
+
+| bits | logN | batch | baseline | baseline ms | best Us | best Ur | best Rb | best Td | dataflow ms | baseline/dataflow |
+|---:|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|
diff --git a/results/hybrid_dataflow_roles/analysis.md b/results/hybrid_dataflow_roles/analysis.md
new file mode 100644
index 0000000..0b034bb
--- /dev/null
+++ b/results/hybrid_dataflow_roles/analysis.md
@@ -0,0 +1,54 @@
+# Register-resident subgraph role study
+
+This V100 screen isolates `Ur`, the number of consecutive butterfly stages
+fused inside one persistent warp role. A role keeps its token fragment in
+registers and uses warp shuffle for local exchange. Shared channels exist only
+between roles. The source measurements are in [summary.csv](summary.csv).
+
+## Best controlled results
+
+| bits | logN | batch | base (`Ur=1`) ms | best fused point | fused ms | speedup |
+|---:|---:|---:|---:|---|---:|---:|
+| 32 | 10 | 1 | 0.040940 | `Ur=5,Td=4` | 0.029921 | 1.37x |
+| 32 | 10 | 16 | 0.041103 | `Ur=5,Td=4` | 0.030167 | 1.36x |
+| 32 | 10 | 256 | 0.060846 | `Ur=5,Td=4` | 0.039322 | 1.55x |
+| 64 | 10 | 1 | 0.049193 | `Ur=5,Td=4` | 0.047043 | 1.05x |
+| 64 | 10 | 16 | 0.049357 | `Ur=5,Td=4` | 0.047391 | 1.04x |
+| 64 | 10 | 256 | 0.072786 | `Ur=5,Td=4` | 0.056545 | 1.29x |
+| 64 | 12 | 1 | 0.133857 | `Ur=1,Td=4` | 0.133857 | 1.00x |
+| 64 | 12 | 16 | 0.133509 | `Ur=1,Td=4` | 0.133509 | 1.00x |
+| 64 | 12 | 256 | 0.528773 | `Ur=6,Td=8` | 0.362025 | 1.46x |
+
+The result validates subgraph fusion, but not a universal fusion depth. At
+`logN=10`, eliminating all four shared role boundaries wins for both integer
+widths. At uint64 `logN=12`, the fused point needs `Td=8`: `Ur=6,Td=4` is
+slower because only four of six data-replicated warps receive a token. Once
+the packet is filled, fusion still loses at low batch but wins at saturated
+batch, where its smaller channel state and reduced handoff work improve
+resident throughput. A focused V100 sweep places the crossover between batch
+80 and 160, matching twice the 80-SM device count.
+
+The current uint32 `logN=12` register mapping does not beat `Ur=1`; it is a
+real numeric/length boundary, not a reason to select one global policy. It
+also indicates that the register/shuffle physical unit needs a word-width
+specific ownership map.
+
+## High-performance baseline gap
+
+Fusion materially narrows but does not close the physical-unit gap. At uint64
+batch 256, the best dataflow point is 1.58x slower than Tile256 at `logN=10`
+and 2.00x slower at `logN=12`. At uint32 `logN=12`, batch 256, the best
+dataflow point is 3.51x slower than Hybrid2D radix2. Low-batch gaps are larger
+because strict residency assigns one transform to one CTA and cannot amortize
+underfilled GPU occupancy.
+
+All 78 cases in this screen report exact reference equality. NCU
+counter attribution for the role boundary is collected separately with
+`scripts/profile_hybrid_dataflow_roles_ncu.sh`. The completed attribution in
+[`../ncu_hybrid_dataflow_roles/analysis.md`](../ncu_hybrid_dataflow_roles/analysis.md)
+shows that fusion removes 25%--33% of integer instructions and about 90% of
+shared-load conflicts. That capture predates the launch-bounds candidate: the
+current `Rb=1` cubin reduces the fused point from 142 to 103 registers without
+local allocation, allowing three CTAs/SM at 32768 B shared per CTA. Forcing
+`Rb=3` lowers this further to 89 registers but creates no additional residency
+and is 2%--26% slower at the three primary batches, so it remains an ablation.
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b16_ur1_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b16_ur1_td4.csv
new file mode 100644
index 0000000..9a2bc84
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b16_ur1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,1,1,4,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,10,50,0.034816,0.041103,0.052000,389262.587484,125078.798671,398604889.583535,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b16_ur2_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b16_ur2_td4.csv
new file mode 100644
index 0000000..54edd68
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b16_ur2_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,2,1,4,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,192,0,10,50,0.043008,0.036577,0.075360,437430.003894,103262.261092,447928323.987062,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b16_ur5_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b16_ur5_td4.csv
new file mode 100644
index 0000000..d6b389a
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b16_ur5_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,10,50,0.045056,0.030167,0.086656,530380.152838,98839.233012,543109276.506444,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b1_ur1_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b1_ur1_td4.csv
new file mode 100644
index 0000000..eff442a
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b1_ur1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,1,1,4,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,10,50,0.015360,0.040940,0.059936,24426.275015,8603.222234,25012505.614981,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b1_ur2_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b1_ur2_td4.csv
new file mode 100644
index 0000000..ef51923
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b1_ur2_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,2,1,4,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,192,0,10,50,0.014336,0.036393,0.059872,27477.841342,9041.512652,28137309.533951,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b1_ur5_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b1_ur5_td4.csv
new file mode 100644
index 0000000..7f664e1
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b1_ur5_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,10,50,0.013312,0.029921,0.058816,33421.031951,9799.187310,34223136.717791,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b256_ur1_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b256_ur1_td4.csv
new file mode 100644
index 0000000..e4f72f7
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b256_ur1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,1,1,4,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,10,50,0.381152,0.060846,0.352320,4207337.656173,322289.030131,4308313759.921191,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b256_ur2_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b256_ur2_td4.csv
new file mode 100644
index 0000000..3f861b7
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b256_ur2_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,2,1,4,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,192,0,10,50,0.334528,0.049070,0.320480,5217028.103688,363596.042271,5342236778.176988,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b256_ur5_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b256_ur5_td4.csv
new file mode 100644
index 0000000..627de8c
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n10_b256_ur5_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,10,50,0.339360,0.039322,0.320896,6510417.053178,365935.103482,6666667062.454532,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur1_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur1_td4.csv
new file mode 100644
index 0000000..31a12ce
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,1,1,4,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,10,50,0.129696,0.077353,0.120448,206844.066993,48855.416328,847233298.402314,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur1_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur1_td8.csv
new file mode 100644
index 0000000..da469f8
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur1_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,1,1,8,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,10,50,0.105984,0.087921,0.115360,181982.305169,51735.627221,745399521.970410,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur2_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur2_td4.csv
new file mode 100644
index 0000000..a93a704
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur2_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,2,1,4,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,10,50,0.121664,0.114872,0.138912,139285.075752,42615.717447,570511670.278356,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur2_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur2_td8.csv
new file mode 100644
index 0000000..ed18773
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur2_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,2,1,8,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,10,50,0.101664,0.112128,0.106816,142694.067769,49905.180550,584474901.580743,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur3_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur3_td4.csv
new file mode 100644
index 0000000..403cd72
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur3_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,3,1,4,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,10,50,0.122368,0.133591,0.151296,119768.510552,39287.419897,490571819.222962,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur3_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur3_td8.csv
new file mode 100644
index 0000000..383bd78
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur3_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,3,1,8,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,10,50,0.141536,0.103485,0.135456,154611.118075,42052.428057,633287139.634234,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur6_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur6_td4.csv
new file mode 100644
index 0000000..f546dfd
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur6_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,4,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,10,50,0.075584,0.118108,0.101152,135469.047121,54265.954274,554881217.009440,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur6_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur6_td8.csv
new file mode 100644
index 0000000..bf24ac4
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b16_ur6_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,10,50,0.106496,0.109404,0.112000,146246.721971,48795.340061,599026573.194811,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur1_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur1_td4.csv
new file mode 100644
index 0000000..fd09ffc
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,1,1,4,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,10,50,0.022528,0.077210,0.061344,12951.757409,6208.033656,53050398.347875,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur1_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur1_td8.csv
new file mode 100644
index 0000000..64b02c6
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur1_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,1,1,8,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,10,50,0.019456,0.088105,0.065024,11350.098366,5794.247461,46490002.906324,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur2_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur2_td4.csv
new file mode 100644
index 0000000..fca7c43
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur2_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,2,1,4,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,10,50,0.020480,0.114217,0.057312,8755.267666,5208.090464,35861576.358942,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur2_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur2_td8.csv
new file mode 100644
index 0000000..5ff30fb
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur2_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,2,1,8,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,10,50,0.017408,0.111862,0.066752,8939.605026,5101.474258,36616622.184663,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur3_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur3_td4.csv
new file mode 100644
index 0000000..8ff08d1
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur3_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,3,1,4,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,10,50,0.018432,0.133427,0.061760,7494.723563,4681.227063,30698387.713047,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur3_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur3_td8.csv
new file mode 100644
index 0000000..915dea1
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur3_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,3,1,8,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,10,50,0.020480,0.103404,0.064416,9670.850330,5310.687942,39611802.952260,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur6_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur6_td4.csv
new file mode 100644
index 0000000..83907cc
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur6_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,4,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,10,50,0.018432,0.118149,0.053536,8463.880463,5259.915603,34668054.376087,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur6_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur6_td8.csv
new file mode 100644
index 0000000..2000ef7
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b1_ur6_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,10,50,0.018432,0.109261,0.066144,9152.413518,5158.979229,37488285.768527,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur1_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur1_td4.csv
new file mode 100644
index 0000000..2d89ef5
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,1,1,4,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,10,50,0.893440,0.194048,0.754688,1319261.197660,138966.089630,5403693865.616328,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur1_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur1_td8.csv
new file mode 100644
index 0000000..1503625
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur1_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,1,1,8,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,10,50,0.899040,0.192963,0.752320,1326682.253165,138804.355258,5434090508.965213,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur2_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur2_td4.csv
new file mode 100644
index 0000000..ac337e3
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur2_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,2,1,4,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,10,50,0.885120,0.280576,0.757312,912408.789442,133124.773609,3737226401.554697,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur2_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur2_td8.csv
new file mode 100644
index 0000000..06e6daa
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur2_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,2,1,8,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,10,50,0.892672,0.294707,0.849120,868658.764677,125705.915313,3558026300.116709,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur3_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur3_td4.csv
new file mode 100644
index 0000000..92dc38c
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur3_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,3,1,4,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,10,50,0.954656,0.300175,0.792544,852834.797990,125038.135350,3493211332.566206,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur3_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur3_td8.csv
new file mode 100644
index 0000000..1ea3be8
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur3_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,3,1,8,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,10,50,0.892320,0.251146,0.753984,1019326.481366,134917.903433,4175161267.675867,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur6_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur6_td4.csv
new file mode 100644
index 0000000..bf8ea76
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur6_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,4,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,10,50,0.903552,0.264806,0.756224,966744.043393,133015.871407,3959783601.738937,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur6_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur6_td8.csv
new file mode 100644
index 0000000..d1440fd
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w32_n12_b256_ur6_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,10,50,0.899776,0.230236,0.759424,1111901.735615,135490.158418,4554349509.080902,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b16_ur1_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b16_ur1_td4.csv
new file mode 100644
index 0000000..f2b9c02
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b16_ur1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,1,1,4,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,10,50,0.050656,0.049357,0.101600,324170.127288,79360.041957,331950210.342653,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b16_ur2_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b16_ur2_td4.csv
new file mode 100644
index 0000000..d156f1f
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b16_ur2_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,2,1,4,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,192,0,10,50,0.049760,0.052511,0.068000,304699.689459,93968.004471,312012482.006371,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b16_ur5_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b16_ur5_td4.csv
new file mode 100644
index 0000000..091f719
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b16_ur5_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,10,50,0.048736,0.047391,0.067072,337618.855988,98039.988704,345721708.531383,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b1_ur1_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b1_ur1_td4.csv
new file mode 100644
index 0000000..1d43d2c
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b1_ur1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,1,1,4,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,10,50,0.014336,0.049193,0.059008,20328.112990,8160.803319,20815987.701753,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b1_ur2_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b1_ur2_td4.csv
new file mode 100644
index 0000000..d5bcdb7
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b1_ur2_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,2,1,4,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,192,0,10,50,0.011264,0.052531,0.051488,19036.306888,8674.290891,19493178.253594,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b1_ur5_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b1_ur5_td4.csv
new file mode 100644
index 0000000..eedcab1
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b1_ur5_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,10,50,0.014336,0.047043,0.059072,21257.346615,8302.161548,21767522.933481,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b256_ur1_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b256_ur1_td4.csv
new file mode 100644
index 0000000..08b25fe
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b256_ur1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,1,1,4,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,10,50,0.524128,0.072786,0.458656,3517163.691744,242523.007573,3601575620.345698,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b256_ur2_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b256_ur2_td4.csv
new file mode 100644
index 0000000..46d653f
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b256_ur2_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,2,1,4,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,192,0,10,50,0.508512,0.069059,0.438880,3706998.822620,251856.810279,3795966794.362600,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b256_ur5_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b256_ur5_td4.csv
new file mode 100644
index 0000000..324ac95
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n10_b256_ur5_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,10,50,0.610336,0.056545,0.514880,4527345.171193,216625.813337,4636001455.301152,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur1_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur1_td4.csv
new file mode 100644
index 0000000..9fc760f
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,1,1,4,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,10,50,0.137504,0.133509,0.163712,119842.005347,36804.867692,490872853.902582,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur1_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur1_td8.csv
new file mode 100644
index 0000000..df60d57
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur1_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,1,1,8,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,10,50,0.135424,0.159027,0.167936,100611.716775,34603.033682,412105591.908648,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur2_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur2_td4.csv
new file mode 100644
index 0000000..ffa2990
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur2_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,2,1,4,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,10,50,0.169120,0.158228,0.194496,101119.591838,30660.475036,414185848.169248,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur2_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur2_td8.csv
new file mode 100644
index 0000000..3897539
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur2_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,2,1,8,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,10,50,0.136992,0.158433,0.179456,100988.877830,33692.631805,413650443.592991,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur3_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur3_td4.csv
new file mode 100644
index 0000000..43e7222
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur3_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,3,1,4,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,10,50,0.134656,0.201503,0.162144,79403.392494,32108.995402,325236295.654266,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur3_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur3_td8.csv
new file mode 100644
index 0000000..821436d
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur3_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,3,1,8,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,10,50,0.174912,0.157716,0.213248,101447.862063,29310.659735,415530443.008968,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur6_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur6_td4.csv
new file mode 100644
index 0000000..21239b6
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur6_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,4,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,10,50,0.147168,0.173650,0.192448,92139.402163,31172.924781,377402991.260699,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur6_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur6_td8.csv
new file mode 100644
index 0000000..08f69e0
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur6_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,10,50,0.152640,0.151122,0.153280,105874.783713,35007.729766,433663114.088676,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur6_td8_rb3.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur6_td8_rb3.csv
new file mode 100644
index 0000000..2ce7919
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b16_ur6_td8_rb3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,3,8,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,10,50,0.180096,0.154665,0.204256,103449.415043,29683.666984,423728804.014880,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur1_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur1_td4.csv
new file mode 100644
index 0000000..e7a998a
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,1,1,4,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,10,50,0.026624,0.133857,0.065728,7470.643359,4420.685109,30599755.198313,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur1_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur1_td8.csv
new file mode 100644
index 0000000..92389bb
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur1_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,1,1,8,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,10,50,0.018432,0.159068,0.043520,6286.613539,4524.474295,25749969.057647,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur2_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur2_td4.csv
new file mode 100644
index 0000000..4a385d2
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur2_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,2,1,4,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,10,50,0.018432,0.157123,0.039520,6364.458125,4649.550216,26068820.478747,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur2_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur2_td8.csv
new file mode 100644
index 0000000..082ab09
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur2_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,2,1,8,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,10,50,0.019456,0.158106,0.039584,6324.886782,4605.205078,25906736.259255,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur3_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur3_td4.csv
new file mode 100644
index 0000000..47d410f
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur3_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,3,1,4,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,10,50,0.018432,0.200212,0.037984,4994.693671,3896.683673,20458265.278320,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur3_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur3_td8.csv
new file mode 100644
index 0000000..ee7491f
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur3_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,3,1,8,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,10,50,0.022528,0.156836,0.050400,6376.093662,4352.294959,26116479.639718,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur6_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur6_td4.csv
new file mode 100644
index 0000000..404c1f2
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur6_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,4,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,10,50,0.020480,0.173138,0.049440,5775.742315,4114.245728,23657440.522575,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur6_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur6_td8.csv
new file mode 100644
index 0000000..25f2462
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur6_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,10,50,0.020480,0.150753,0.043008,6633.355082,4667.634685,27170222.417759,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur6_td8_rb3.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur6_td8_rb3.csv
new file mode 100644
index 0000000..71c100c
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b1_ur6_td8_rb3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,3,8,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,10,50,0.019456,0.153559,0.042176,6512.153703,4647.033868,26673781.567547,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur1_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur1_td4.csv
new file mode 100644
index 0000000..9f31f87
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,1,1,4,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,10,50,1.580608,0.528773,1.397792,484139.578898,72993.260147,1983035715.165948,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur1_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur1_td8.csv
new file mode 100644
index 0000000..3520674
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur1_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,1,1,8,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,10,50,1.603520,0.595948,1.407104,429568.037894,70981.539139,1759510683.215014,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur2_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur2_td4.csv
new file mode 100644
index 0000000..df137be
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur2_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,2,1,4,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,10,50,1.623904,0.404951,1.384064,632175.148145,75009.104786,2589389406.800446,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur2_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur2_td8.csv
new file mode 100644
index 0000000..72d85b1
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur2_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,2,1,8,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,10,50,1.684608,0.630804,1.453952,405830.980078,67915.959219,1662283694.401181,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur3_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur3_td4.csv
new file mode 100644
index 0000000..3b5d038
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur3_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,3,1,4,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,10,50,1.577376,0.471654,1.393440,542770.316493,74365.200028,2223187216.355772,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur3_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur3_td8.csv
new file mode 100644
index 0000000..dd6e648
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur3_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,3,1,8,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,10,50,1.560448,0.415990,1.376128,615399.768740,76359.426754,2520677452.758001,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur6_td4.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur6_td4.csv
new file mode 100644
index 0000000..e38445e
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur6_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,4,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,10,50,1.676992,0.400609,1.459168,639026.627230,72382.442346,2617453065.132931,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur6_td8.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur6_td8.csv
new file mode 100644
index 0000000..cfb7b67
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur6_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,10,50,1.666688,0.362025,1.402368,707133.557719,74612.056410,2896419052.416695,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur6_td8_rb3.csv b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur6_td8_rb3.csv
new file mode 100644
index 0000000..ccd2f88
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/dataflow_w64_n12_b256_ur6_td8_rb3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,3,8,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,10,50,1.641664,0.456602,1.426048,560663.838350,72638.256639,2296479081.879670,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/hybrid2d_w32_n12_b1.csv b/results/hybrid_dataflow_roles/raw/hybrid2d_w32_n12_b1.csv
new file mode 100644
index 0000000..3275465
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/hybrid2d_w32_n12_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,6,4,256,0,10,50,0.019456,0.008417,0.052896,118803.231473,12380.944982,486618036.111368,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/hybrid2d_w32_n12_b16.csv b/results/hybrid_dataflow_roles/raw/hybrid2d_w32_n12_b16.csv
new file mode 100644
index 0000000..a1cbb58
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/hybrid2d_w32_n12_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,6,4,256,0,10,50,0.117664,0.010035,0.121952,1594387.748030,64089.417759,6530612215.930375,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/hybrid2d_w32_n12_b256.csv b/results/hybrid_dataflow_roles/raw/hybrid2d_w32_n12_b256.csv
new file mode 100644
index 0000000..20a8de8
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/hybrid2d_w32_n12_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,6,4,256,0,10,50,0.958848,0.054989,0.820896,4655493.672457,139529.852118,19068902082.384304,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/tile256_w64_n10_b1.csv b/results/hybrid_dataflow_roles/raw/tile256_w64_n10_b1.csv
new file mode 100644
index 0000000..8b43e92
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/tile256_w64_n10_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,0,0,0,hermes-xor,inplace,auto,64,10,1024,1,1152921504606584833,60,0,0,0,0,10,50,0.011264,0.012964,0.041280,77137.639381,15265.348090,78988942.726474,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/tile256_w64_n10_b16.csv b/results/hybrid_dataflow_roles/raw/tile256_w64_n10_b16.csv
new file mode 100644
index 0000000..96832e0
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/tile256_w64_n10_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,0,0,0,hermes-xor,inplace,auto,64,10,1024,16,1152921504606584833,60,0,0,0,0,10,50,0.049632,0.014561,0.067968,1098804.525088,121064.198374,1125175833.690128,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/tile256_w64_n10_b256.csv b/results/hybrid_dataflow_roles/raw/tile256_w64_n10_b256.csv
new file mode 100644
index 0000000..b5adaf7
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/tile256_w64_n10_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,0,0,0,hermes-xor,inplace,auto,64,10,1024,256,1152921504606584833,60,0,0,0,0,10,50,0.508320,0.035738,0.439744,7163323.746651,260215.075744,7335243516.570786,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/tile256_w64_n12_b1.csv b/results/hybrid_dataflow_roles/raw/tile256_w64_n12_b1.csv
new file mode 100644
index 0000000..3a3e040
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/tile256_w64_n12_b1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,0,0,0,hermes-xor,inplace,auto,64,12,4096,1,1152921504606584833,60,0,0,0,0,10,50,0.023552,0.022651,0.054272,44148.393677,9952.736345,180831820.500947,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/tile256_w64_n12_b16.csv b/results/hybrid_dataflow_roles/raw/tile256_w64_n12_b16.csv
new file mode 100644
index 0000000..c7cd9ba
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/tile256_w64_n12_b16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,0,0,0,hermes-xor,inplace,auto,64,12,4096,16,1152921504606584833,60,0,0,0,0,10,50,0.137312,0.026051,0.177728,614190.247414,46908.364604,2515723253.407816,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/raw/tile256_w64_n12_b256.csv b/results/hybrid_dataflow_roles/raw/tile256_w64_n12_b256.csv
new file mode 100644
index 0000000..01d0eeb
--- /dev/null
+++ b/results/hybrid_dataflow_roles/raw/tile256_w64_n12_b256.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",tile256,0,named-barrier,0,0,0,0,0,0,hermes-xor,inplace,auto,64,12,4096,256,1152921504606584833,60,0,0,0,0,10,50,1.626912,0.181309,1.442880,1411950.815083,78742.543975,5783350538.580658,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_roles/summary.csv b/results/hybrid_dataflow_roles/summary.csv
new file mode 100644
index 0000000..523b639
--- /dev/null
+++ b/results/hybrid_dataflow_roles/summary.csv
@@ -0,0 +1,79 @@
+case,backend,word_bits,logN,batch,stage_space,role_stages,target_ctas_per_sm,data_space,data_time,pipeline_buffers,dataflow_layout,dataflow_state,kernel_ms,kernel_ntt_s,correct
+dataflow_w32_n10_b1_ur1_td4,hybrid-dataflow,32,10,1,5,1,1,32,4,2,hermes-xor,inplace,0.040940,24426.275015,1
+dataflow_w32_n10_b1_ur2_td4,hybrid-dataflow,32,10,1,5,2,1,32,4,2,hermes-xor,inplace,0.036393,27477.841342,1
+dataflow_w32_n10_b1_ur5_td4,hybrid-dataflow,32,10,1,5,5,1,32,4,2,hermes-xor,inplace,0.029921,33421.031951,1
+dataflow_w32_n10_b16_ur1_td4,hybrid-dataflow,32,10,16,5,1,1,32,4,2,hermes-xor,inplace,0.041103,389262.587484,1
+dataflow_w32_n10_b16_ur2_td4,hybrid-dataflow,32,10,16,5,2,1,32,4,2,hermes-xor,inplace,0.036577,437430.003894,1
+dataflow_w32_n10_b16_ur5_td4,hybrid-dataflow,32,10,16,5,5,1,32,4,2,hermes-xor,inplace,0.030167,530380.152838,1
+dataflow_w32_n10_b256_ur1_td4,hybrid-dataflow,32,10,256,5,1,1,32,4,2,hermes-xor,inplace,0.060846,4207337.656173,1
+dataflow_w32_n10_b256_ur2_td4,hybrid-dataflow,32,10,256,5,2,1,32,4,2,hermes-xor,inplace,0.049070,5217028.103688,1
+dataflow_w32_n10_b256_ur5_td4,hybrid-dataflow,32,10,256,5,5,1,32,4,2,hermes-xor,inplace,0.039322,6510417.053178,1
+dataflow_w32_n12_b1_ur1_td4,hybrid-dataflow,32,12,1,6,1,1,32,4,2,hermes-xor,inplace,0.077210,12951.757409,1
+dataflow_w32_n12_b1_ur1_td8,hybrid-dataflow,32,12,1,6,1,1,32,8,2,hermes-xor,inplace,0.088105,11350.098366,1
+dataflow_w32_n12_b1_ur2_td4,hybrid-dataflow,32,12,1,6,2,1,32,4,2,hermes-xor,inplace,0.114217,8755.267666,1
+dataflow_w32_n12_b1_ur2_td8,hybrid-dataflow,32,12,1,6,2,1,32,8,2,hermes-xor,inplace,0.111862,8939.605026,1
+dataflow_w32_n12_b1_ur3_td4,hybrid-dataflow,32,12,1,6,3,1,32,4,2,hermes-xor,inplace,0.133427,7494.723563,1
+dataflow_w32_n12_b1_ur3_td8,hybrid-dataflow,32,12,1,6,3,1,32,8,2,hermes-xor,inplace,0.103404,9670.850330,1
+dataflow_w32_n12_b1_ur6_td4,hybrid-dataflow,32,12,1,6,6,1,32,4,2,hermes-xor,inplace,0.118149,8463.880463,1
+dataflow_w32_n12_b1_ur6_td8,hybrid-dataflow,32,12,1,6,6,1,32,8,2,hermes-xor,inplace,0.109261,9152.413518,1
+hybrid2d_w32_n12_b1,hybrid2d,32,12,1,0,0,0,0,0,0,hermes-xor,inplace,0.008417,118803.231473,1
+dataflow_w32_n12_b16_ur1_td4,hybrid-dataflow,32,12,16,6,1,1,32,4,2,hermes-xor,inplace,0.077353,206844.066993,1
+dataflow_w32_n12_b16_ur1_td8,hybrid-dataflow,32,12,16,6,1,1,32,8,2,hermes-xor,inplace,0.087921,181982.305169,1
+dataflow_w32_n12_b16_ur2_td4,hybrid-dataflow,32,12,16,6,2,1,32,4,2,hermes-xor,inplace,0.114872,139285.075752,1
+dataflow_w32_n12_b16_ur2_td8,hybrid-dataflow,32,12,16,6,2,1,32,8,2,hermes-xor,inplace,0.112128,142694.067769,1
+dataflow_w32_n12_b16_ur3_td4,hybrid-dataflow,32,12,16,6,3,1,32,4,2,hermes-xor,inplace,0.133591,119768.510552,1
+dataflow_w32_n12_b16_ur3_td8,hybrid-dataflow,32,12,16,6,3,1,32,8,2,hermes-xor,inplace,0.103485,154611.118075,1
+dataflow_w32_n12_b16_ur6_td4,hybrid-dataflow,32,12,16,6,6,1,32,4,2,hermes-xor,inplace,0.118108,135469.047121,1
+dataflow_w32_n12_b16_ur6_td8,hybrid-dataflow,32,12,16,6,6,1,32,8,2,hermes-xor,inplace,0.109404,146246.721971,1
+hybrid2d_w32_n12_b16,hybrid2d,32,12,16,0,0,0,0,0,0,hermes-xor,inplace,0.010035,1594387.748030,1
+dataflow_w32_n12_b256_ur1_td4,hybrid-dataflow,32,12,256,6,1,1,32,4,2,hermes-xor,inplace,0.194048,1319261.197660,1
+dataflow_w32_n12_b256_ur1_td8,hybrid-dataflow,32,12,256,6,1,1,32,8,2,hermes-xor,inplace,0.192963,1326682.253165,1
+dataflow_w32_n12_b256_ur2_td4,hybrid-dataflow,32,12,256,6,2,1,32,4,2,hermes-xor,inplace,0.280576,912408.789442,1
+dataflow_w32_n12_b256_ur2_td8,hybrid-dataflow,32,12,256,6,2,1,32,8,2,hermes-xor,inplace,0.294707,868658.764677,1
+dataflow_w32_n12_b256_ur3_td4,hybrid-dataflow,32,12,256,6,3,1,32,4,2,hermes-xor,inplace,0.300175,852834.797990,1
+dataflow_w32_n12_b256_ur3_td8,hybrid-dataflow,32,12,256,6,3,1,32,8,2,hermes-xor,inplace,0.251146,1019326.481366,1
+dataflow_w32_n12_b256_ur6_td4,hybrid-dataflow,32,12,256,6,6,1,32,4,2,hermes-xor,inplace,0.264806,966744.043393,1
+dataflow_w32_n12_b256_ur6_td8,hybrid-dataflow,32,12,256,6,6,1,32,8,2,hermes-xor,inplace,0.230236,1111901.735615,1
+hybrid2d_w32_n12_b256,hybrid2d,32,12,256,0,0,0,0,0,0,hermes-xor,inplace,0.054989,4655493.672457,1
+dataflow_w64_n10_b1_ur1_td4,hybrid-dataflow,64,10,1,5,1,1,16,4,2,hermes-xor,inplace,0.049193,20328.112990,1
+dataflow_w64_n10_b1_ur2_td4,hybrid-dataflow,64,10,1,5,2,1,16,4,2,hermes-xor,inplace,0.052531,19036.306888,1
+dataflow_w64_n10_b1_ur5_td4,hybrid-dataflow,64,10,1,5,5,1,16,4,2,hermes-xor,inplace,0.047043,21257.346615,1
+tile256_w64_n10_b1,tile256,64,10,1,0,0,0,0,0,0,hermes-xor,inplace,0.012964,77137.639381,1
+dataflow_w64_n10_b16_ur1_td4,hybrid-dataflow,64,10,16,5,1,1,16,4,2,hermes-xor,inplace,0.049357,324170.127288,1
+dataflow_w64_n10_b16_ur2_td4,hybrid-dataflow,64,10,16,5,2,1,16,4,2,hermes-xor,inplace,0.052511,304699.689459,1
+dataflow_w64_n10_b16_ur5_td4,hybrid-dataflow,64,10,16,5,5,1,16,4,2,hermes-xor,inplace,0.047391,337618.855988,1
+tile256_w64_n10_b16,tile256,64,10,16,0,0,0,0,0,0,hermes-xor,inplace,0.014561,1098804.525088,1
+dataflow_w64_n10_b256_ur1_td4,hybrid-dataflow,64,10,256,5,1,1,16,4,2,hermes-xor,inplace,0.072786,3517163.691744,1
+dataflow_w64_n10_b256_ur2_td4,hybrid-dataflow,64,10,256,5,2,1,16,4,2,hermes-xor,inplace,0.069059,3706998.822620,1
+dataflow_w64_n10_b256_ur5_td4,hybrid-dataflow,64,10,256,5,5,1,16,4,2,hermes-xor,inplace,0.056545,4527345.171193,1
+tile256_w64_n10_b256,tile256,64,10,256,0,0,0,0,0,0,hermes-xor,inplace,0.035738,7163323.746651,1
+dataflow_w64_n12_b1_ur1_td4,hybrid-dataflow,64,12,1,6,1,1,16,4,2,hermes-xor,inplace,0.133857,7470.643359,1
+dataflow_w64_n12_b1_ur1_td8,hybrid-dataflow,64,12,1,6,1,1,16,8,2,hermes-xor,inplace,0.159068,6286.613539,1
+dataflow_w64_n12_b1_ur2_td4,hybrid-dataflow,64,12,1,6,2,1,16,4,2,hermes-xor,inplace,0.157123,6364.458125,1
+dataflow_w64_n12_b1_ur2_td8,hybrid-dataflow,64,12,1,6,2,1,16,8,2,hermes-xor,inplace,0.158106,6324.886782,1
+dataflow_w64_n12_b1_ur3_td4,hybrid-dataflow,64,12,1,6,3,1,16,4,2,hermes-xor,inplace,0.200212,4994.693671,1
+dataflow_w64_n12_b1_ur3_td8,hybrid-dataflow,64,12,1,6,3,1,16,8,2,hermes-xor,inplace,0.156836,6376.093662,1
+dataflow_w64_n12_b1_ur6_td4,hybrid-dataflow,64,12,1,6,6,1,16,4,2,hermes-xor,inplace,0.173138,5775.742315,1
+dataflow_w64_n12_b1_ur6_td8,hybrid-dataflow,64,12,1,6,6,1,16,8,2,hermes-xor,inplace,0.150753,6633.355082,1
+dataflow_w64_n12_b1_ur6_td8_rb3,hybrid-dataflow,64,12,1,6,6,3,16,8,2,hermes-xor,inplace,0.153559,6512.153703,1
+tile256_w64_n12_b1,tile256,64,12,1,0,0,0,0,0,0,hermes-xor,inplace,0.022651,44148.393677,1
+dataflow_w64_n12_b16_ur1_td4,hybrid-dataflow,64,12,16,6,1,1,16,4,2,hermes-xor,inplace,0.133509,119842.005347,1
+dataflow_w64_n12_b16_ur1_td8,hybrid-dataflow,64,12,16,6,1,1,16,8,2,hermes-xor,inplace,0.159027,100611.716775,1
+dataflow_w64_n12_b16_ur2_td4,hybrid-dataflow,64,12,16,6,2,1,16,4,2,hermes-xor,inplace,0.158228,101119.591838,1
+dataflow_w64_n12_b16_ur2_td8,hybrid-dataflow,64,12,16,6,2,1,16,8,2,hermes-xor,inplace,0.158433,100988.877830,1
+dataflow_w64_n12_b16_ur3_td4,hybrid-dataflow,64,12,16,6,3,1,16,4,2,hermes-xor,inplace,0.201503,79403.392494,1
+dataflow_w64_n12_b16_ur3_td8,hybrid-dataflow,64,12,16,6,3,1,16,8,2,hermes-xor,inplace,0.157716,101447.862063,1
+dataflow_w64_n12_b16_ur6_td4,hybrid-dataflow,64,12,16,6,6,1,16,4,2,hermes-xor,inplace,0.173650,92139.402163,1
+dataflow_w64_n12_b16_ur6_td8,hybrid-dataflow,64,12,16,6,6,1,16,8,2,hermes-xor,inplace,0.151122,105874.783713,1
+dataflow_w64_n12_b16_ur6_td8_rb3,hybrid-dataflow,64,12,16,6,6,3,16,8,2,hermes-xor,inplace,0.154665,103449.415043,1
+tile256_w64_n12_b16,tile256,64,12,16,0,0,0,0,0,0,hermes-xor,inplace,0.026051,614190.247414,1
+dataflow_w64_n12_b256_ur1_td4,hybrid-dataflow,64,12,256,6,1,1,16,4,2,hermes-xor,inplace,0.528773,484139.578898,1
+dataflow_w64_n12_b256_ur1_td8,hybrid-dataflow,64,12,256,6,1,1,16,8,2,hermes-xor,inplace,0.595948,429568.037894,1
+dataflow_w64_n12_b256_ur2_td4,hybrid-dataflow,64,12,256,6,2,1,16,4,2,hermes-xor,inplace,0.404951,632175.148145,1
+dataflow_w64_n12_b256_ur2_td8,hybrid-dataflow,64,12,256,6,2,1,16,8,2,hermes-xor,inplace,0.630804,405830.980078,1
+dataflow_w64_n12_b256_ur3_td4,hybrid-dataflow,64,12,256,6,3,1,16,4,2,hermes-xor,inplace,0.471654,542770.316493,1
+dataflow_w64_n12_b256_ur3_td8,hybrid-dataflow,64,12,256,6,3,1,16,8,2,hermes-xor,inplace,0.415990,615399.768740,1
+dataflow_w64_n12_b256_ur6_td4,hybrid-dataflow,64,12,256,6,6,1,16,4,2,hermes-xor,inplace,0.400609,639026.627230,1
+dataflow_w64_n12_b256_ur6_td8,hybrid-dataflow,64,12,256,6,6,1,16,8,2,hermes-xor,inplace,0.362025,707133.557719,1
+dataflow_w64_n12_b256_ur6_td8_rb3,hybrid-dataflow,64,12,256,6,6,3,16,8,2,hermes-xor,inplace,0.456602,560663.838350,1
+tile256_w64_n12_b256,tile256,64,12,256,0,0,0,0,0,0,hermes-xor,inplace,0.181309,1411950.815083,1
diff --git a/results/hybrid_dataflow_roles/summary.md b/results/hybrid_dataflow_roles/summary.md
new file mode 100644
index 0000000..1e8b57b
--- /dev/null
+++ b/results/hybrid_dataflow_roles/summary.md
@@ -0,0 +1,96 @@
+# HybridDataflow benchmark
+
+| case | bits | logN | batch | backend | Us | Ur | Rb | Ud | Td | kernel ms | correct |
+|---|---:|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|
+| dataflow_w32_n10_b1_ur1_td4 | 32 | 10 | 1 | hybrid-dataflow | 5 | 1 | 1 | 32 | 4 | 0.040940 | 1 |
+| dataflow_w32_n10_b1_ur2_td4 | 32 | 10 | 1 | hybrid-dataflow | 5 | 2 | 1 | 32 | 4 | 0.036393 | 1 |
+| dataflow_w32_n10_b1_ur5_td4 | 32 | 10 | 1 | hybrid-dataflow | 5 | 5 | 1 | 32 | 4 | 0.029921 | 1 |
+| dataflow_w32_n10_b16_ur1_td4 | 32 | 10 | 16 | hybrid-dataflow | 5 | 1 | 1 | 32 | 4 | 0.041103 | 1 |
+| dataflow_w32_n10_b16_ur2_td4 | 32 | 10 | 16 | hybrid-dataflow | 5 | 2 | 1 | 32 | 4 | 0.036577 | 1 |
+| dataflow_w32_n10_b16_ur5_td4 | 32 | 10 | 16 | hybrid-dataflow | 5 | 5 | 1 | 32 | 4 | 0.030167 | 1 |
+| dataflow_w32_n10_b256_ur1_td4 | 32 | 10 | 256 | hybrid-dataflow | 5 | 1 | 1 | 32 | 4 | 0.060846 | 1 |
+| dataflow_w32_n10_b256_ur2_td4 | 32 | 10 | 256 | hybrid-dataflow | 5 | 2 | 1 | 32 | 4 | 0.049070 | 1 |
+| dataflow_w32_n10_b256_ur5_td4 | 32 | 10 | 256 | hybrid-dataflow | 5 | 5 | 1 | 32 | 4 | 0.039322 | 1 |
+| dataflow_w32_n12_b1_ur1_td4 | 32 | 12 | 1 | hybrid-dataflow | 6 | 1 | 1 | 32 | 4 | 0.077210 | 1 |
+| dataflow_w32_n12_b1_ur1_td8 | 32 | 12 | 1 | hybrid-dataflow | 6 | 1 | 1 | 32 | 8 | 0.088105 | 1 |
+| dataflow_w32_n12_b1_ur2_td4 | 32 | 12 | 1 | hybrid-dataflow | 6 | 2 | 1 | 32 | 4 | 0.114217 | 1 |
+| dataflow_w32_n12_b1_ur2_td8 | 32 | 12 | 1 | hybrid-dataflow | 6 | 2 | 1 | 32 | 8 | 0.111862 | 1 |
+| dataflow_w32_n12_b1_ur3_td4 | 32 | 12 | 1 | hybrid-dataflow | 6 | 3 | 1 | 32 | 4 | 0.133427 | 1 |
+| dataflow_w32_n12_b1_ur3_td8 | 32 | 12 | 1 | hybrid-dataflow | 6 | 3 | 1 | 32 | 8 | 0.103404 | 1 |
+| dataflow_w32_n12_b1_ur6_td4 | 32 | 12 | 1 | hybrid-dataflow | 6 | 6 | 1 | 32 | 4 | 0.118149 | 1 |
+| dataflow_w32_n12_b1_ur6_td8 | 32 | 12 | 1 | hybrid-dataflow | 6 | 6 | 1 | 32 | 8 | 0.109261 | 1 |
+| hybrid2d_w32_n12_b1 | 32 | 12 | 1 | hybrid2d | 0 | 0 | 0 | 0 | 0 | 0.008417 | 1 |
+| dataflow_w32_n12_b16_ur1_td4 | 32 | 12 | 16 | hybrid-dataflow | 6 | 1 | 1 | 32 | 4 | 0.077353 | 1 |
+| dataflow_w32_n12_b16_ur1_td8 | 32 | 12 | 16 | hybrid-dataflow | 6 | 1 | 1 | 32 | 8 | 0.087921 | 1 |
+| dataflow_w32_n12_b16_ur2_td4 | 32 | 12 | 16 | hybrid-dataflow | 6 | 2 | 1 | 32 | 4 | 0.114872 | 1 |
+| dataflow_w32_n12_b16_ur2_td8 | 32 | 12 | 16 | hybrid-dataflow | 6 | 2 | 1 | 32 | 8 | 0.112128 | 1 |
+| dataflow_w32_n12_b16_ur3_td4 | 32 | 12 | 16 | hybrid-dataflow | 6 | 3 | 1 | 32 | 4 | 0.133591 | 1 |
+| dataflow_w32_n12_b16_ur3_td8 | 32 | 12 | 16 | hybrid-dataflow | 6 | 3 | 1 | 32 | 8 | 0.103485 | 1 |
+| dataflow_w32_n12_b16_ur6_td4 | 32 | 12 | 16 | hybrid-dataflow | 6 | 6 | 1 | 32 | 4 | 0.118108 | 1 |
+| dataflow_w32_n12_b16_ur6_td8 | 32 | 12 | 16 | hybrid-dataflow | 6 | 6 | 1 | 32 | 8 | 0.109404 | 1 |
+| hybrid2d_w32_n12_b16 | 32 | 12 | 16 | hybrid2d | 0 | 0 | 0 | 0 | 0 | 0.010035 | 1 |
+| dataflow_w32_n12_b256_ur1_td4 | 32 | 12 | 256 | hybrid-dataflow | 6 | 1 | 1 | 32 | 4 | 0.194048 | 1 |
+| dataflow_w32_n12_b256_ur1_td8 | 32 | 12 | 256 | hybrid-dataflow | 6 | 1 | 1 | 32 | 8 | 0.192963 | 1 |
+| dataflow_w32_n12_b256_ur2_td4 | 32 | 12 | 256 | hybrid-dataflow | 6 | 2 | 1 | 32 | 4 | 0.280576 | 1 |
+| dataflow_w32_n12_b256_ur2_td8 | 32 | 12 | 256 | hybrid-dataflow | 6 | 2 | 1 | 32 | 8 | 0.294707 | 1 |
+| dataflow_w32_n12_b256_ur3_td4 | 32 | 12 | 256 | hybrid-dataflow | 6 | 3 | 1 | 32 | 4 | 0.300175 | 1 |
+| dataflow_w32_n12_b256_ur3_td8 | 32 | 12 | 256 | hybrid-dataflow | 6 | 3 | 1 | 32 | 8 | 0.251146 | 1 |
+| dataflow_w32_n12_b256_ur6_td4 | 32 | 12 | 256 | hybrid-dataflow | 6 | 6 | 1 | 32 | 4 | 0.264806 | 1 |
+| dataflow_w32_n12_b256_ur6_td8 | 32 | 12 | 256 | hybrid-dataflow | 6 | 6 | 1 | 32 | 8 | 0.230236 | 1 |
+| hybrid2d_w32_n12_b256 | 32 | 12 | 256 | hybrid2d | 0 | 0 | 0 | 0 | 0 | 0.054989 | 1 |
+| dataflow_w64_n10_b1_ur1_td4 | 64 | 10 | 1 | hybrid-dataflow | 5 | 1 | 1 | 16 | 4 | 0.049193 | 1 |
+| dataflow_w64_n10_b1_ur2_td4 | 64 | 10 | 1 | hybrid-dataflow | 5 | 2 | 1 | 16 | 4 | 0.052531 | 1 |
+| dataflow_w64_n10_b1_ur5_td4 | 64 | 10 | 1 | hybrid-dataflow | 5 | 5 | 1 | 16 | 4 | 0.047043 | 1 |
+| tile256_w64_n10_b1 | 64 | 10 | 1 | tile256 | 0 | 0 | 0 | 0 | 0 | 0.012964 | 1 |
+| dataflow_w64_n10_b16_ur1_td4 | 64 | 10 | 16 | hybrid-dataflow | 5 | 1 | 1 | 16 | 4 | 0.049357 | 1 |
+| dataflow_w64_n10_b16_ur2_td4 | 64 | 10 | 16 | hybrid-dataflow | 5 | 2 | 1 | 16 | 4 | 0.052511 | 1 |
+| dataflow_w64_n10_b16_ur5_td4 | 64 | 10 | 16 | hybrid-dataflow | 5 | 5 | 1 | 16 | 4 | 0.047391 | 1 |
+| tile256_w64_n10_b16 | 64 | 10 | 16 | tile256 | 0 | 0 | 0 | 0 | 0 | 0.014561 | 1 |
+| dataflow_w64_n10_b256_ur1_td4 | 64 | 10 | 256 | hybrid-dataflow | 5 | 1 | 1 | 16 | 4 | 0.072786 | 1 |
+| dataflow_w64_n10_b256_ur2_td4 | 64 | 10 | 256 | hybrid-dataflow | 5 | 2 | 1 | 16 | 4 | 0.069059 | 1 |
+| dataflow_w64_n10_b256_ur5_td4 | 64 | 10 | 256 | hybrid-dataflow | 5 | 5 | 1 | 16 | 4 | 0.056545 | 1 |
+| tile256_w64_n10_b256 | 64 | 10 | 256 | tile256 | 0 | 0 | 0 | 0 | 0 | 0.035738 | 1 |
+| dataflow_w64_n12_b1_ur1_td4 | 64 | 12 | 1 | hybrid-dataflow | 6 | 1 | 1 | 16 | 4 | 0.133857 | 1 |
+| dataflow_w64_n12_b1_ur1_td8 | 64 | 12 | 1 | hybrid-dataflow | 6 | 1 | 1 | 16 | 8 | 0.159068 | 1 |
+| dataflow_w64_n12_b1_ur2_td4 | 64 | 12 | 1 | hybrid-dataflow | 6 | 2 | 1 | 16 | 4 | 0.157123 | 1 |
+| dataflow_w64_n12_b1_ur2_td8 | 64 | 12 | 1 | hybrid-dataflow | 6 | 2 | 1 | 16 | 8 | 0.158106 | 1 |
+| dataflow_w64_n12_b1_ur3_td4 | 64 | 12 | 1 | hybrid-dataflow | 6 | 3 | 1 | 16 | 4 | 0.200212 | 1 |
+| dataflow_w64_n12_b1_ur3_td8 | 64 | 12 | 1 | hybrid-dataflow | 6 | 3 | 1 | 16 | 8 | 0.156836 | 1 |
+| dataflow_w64_n12_b1_ur6_td4 | 64 | 12 | 1 | hybrid-dataflow | 6 | 6 | 1 | 16 | 4 | 0.173138 | 1 |
+| dataflow_w64_n12_b1_ur6_td8 | 64 | 12 | 1 | hybrid-dataflow | 6 | 6 | 1 | 16 | 8 | 0.150753 | 1 |
+| dataflow_w64_n12_b1_ur6_td8_rb3 | 64 | 12 | 1 | hybrid-dataflow | 6 | 6 | 3 | 16 | 8 | 0.153559 | 1 |
+| tile256_w64_n12_b1 | 64 | 12 | 1 | tile256 | 0 | 0 | 0 | 0 | 0 | 0.022651 | 1 |
+| dataflow_w64_n12_b16_ur1_td4 | 64 | 12 | 16 | hybrid-dataflow | 6 | 1 | 1 | 16 | 4 | 0.133509 | 1 |
+| dataflow_w64_n12_b16_ur1_td8 | 64 | 12 | 16 | hybrid-dataflow | 6 | 1 | 1 | 16 | 8 | 0.159027 | 1 |
+| dataflow_w64_n12_b16_ur2_td4 | 64 | 12 | 16 | hybrid-dataflow | 6 | 2 | 1 | 16 | 4 | 0.158228 | 1 |
+| dataflow_w64_n12_b16_ur2_td8 | 64 | 12 | 16 | hybrid-dataflow | 6 | 2 | 1 | 16 | 8 | 0.158433 | 1 |
+| dataflow_w64_n12_b16_ur3_td4 | 64 | 12 | 16 | hybrid-dataflow | 6 | 3 | 1 | 16 | 4 | 0.201503 | 1 |
+| dataflow_w64_n12_b16_ur3_td8 | 64 | 12 | 16 | hybrid-dataflow | 6 | 3 | 1 | 16 | 8 | 0.157716 | 1 |
+| dataflow_w64_n12_b16_ur6_td4 | 64 | 12 | 16 | hybrid-dataflow | 6 | 6 | 1 | 16 | 4 | 0.173650 | 1 |
+| dataflow_w64_n12_b16_ur6_td8 | 64 | 12 | 16 | hybrid-dataflow | 6 | 6 | 1 | 16 | 8 | 0.151122 | 1 |
+| dataflow_w64_n12_b16_ur6_td8_rb3 | 64 | 12 | 16 | hybrid-dataflow | 6 | 6 | 3 | 16 | 8 | 0.154665 | 1 |
+| tile256_w64_n12_b16 | 64 | 12 | 16 | tile256 | 0 | 0 | 0 | 0 | 0 | 0.026051 | 1 |
+| dataflow_w64_n12_b256_ur1_td4 | 64 | 12 | 256 | hybrid-dataflow | 6 | 1 | 1 | 16 | 4 | 0.528773 | 1 |
+| dataflow_w64_n12_b256_ur1_td8 | 64 | 12 | 256 | hybrid-dataflow | 6 | 1 | 1 | 16 | 8 | 0.595948 | 1 |
+| dataflow_w64_n12_b256_ur2_td4 | 64 | 12 | 256 | hybrid-dataflow | 6 | 2 | 1 | 16 | 4 | 0.404951 | 1 |
+| dataflow_w64_n12_b256_ur2_td8 | 64 | 12 | 256 | hybrid-dataflow | 6 | 2 | 1 | 16 | 8 | 0.630804 | 1 |
+| dataflow_w64_n12_b256_ur3_td4 | 64 | 12 | 256 | hybrid-dataflow | 6 | 3 | 1 | 16 | 4 | 0.471654 | 1 |
+| dataflow_w64_n12_b256_ur3_td8 | 64 | 12 | 256 | hybrid-dataflow | 6 | 3 | 1 | 16 | 8 | 0.415990 | 1 |
+| dataflow_w64_n12_b256_ur6_td4 | 64 | 12 | 256 | hybrid-dataflow | 6 | 6 | 1 | 16 | 4 | 0.400609 | 1 |
+| dataflow_w64_n12_b256_ur6_td8 | 64 | 12 | 256 | hybrid-dataflow | 6 | 6 | 1 | 16 | 8 | 0.362025 | 1 |
+| dataflow_w64_n12_b256_ur6_td8_rb3 | 64 | 12 | 256 | hybrid-dataflow | 6 | 6 | 3 | 16 | 8 | 0.456602 | 1 |
+| tile256_w64_n12_b256 | 64 | 12 | 256 | tile256 | 0 | 0 | 0 | 0 | 0 | 0.181309 | 1 |
+
+## Best generated point versus baseline
+
+| bits | logN | batch | baseline | baseline ms | best Us | best Ur | best Rb | best Td | dataflow ms | baseline/dataflow |
+|---:|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 12 | 1 | hybrid2d | 0.008417 | 6 | 1 | 1 | 4 | 0.077210 | 0.109x |
+| 32 | 12 | 16 | hybrid2d | 0.010035 | 6 | 1 | 1 | 4 | 0.077353 | 0.130x |
+| 32 | 12 | 256 | hybrid2d | 0.054989 | 6 | 1 | 1 | 8 | 0.192963 | 0.285x |
+| 64 | 10 | 1 | tile256 | 0.012964 | 5 | 5 | 1 | 4 | 0.047043 | 0.276x |
+| 64 | 10 | 16 | tile256 | 0.014561 | 5 | 5 | 1 | 4 | 0.047391 | 0.307x |
+| 64 | 10 | 256 | tile256 | 0.035738 | 5 | 5 | 1 | 4 | 0.056545 | 0.632x |
+| 64 | 12 | 1 | tile256 | 0.022651 | 6 | 1 | 1 | 4 | 0.133857 | 0.169x |
+| 64 | 12 | 16 | tile256 | 0.026051 | 6 | 1 | 1 | 4 | 0.133509 | 0.195x |
+| 64 | 12 | 256 | tile256 | 0.181309 | 6 | 6 | 1 | 8 | 0.362025 | 0.501x |
diff --git a/results/hybrid_dataflow_td_batch_fine/analysis.md b/results/hybrid_dataflow_td_batch_fine/analysis.md
new file mode 100644
index 0000000..20c04ed
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/analysis.md
@@ -0,0 +1,15 @@
+# Fine batch boundary result
+
+The scan compares three plateau candidates per numeric/length region at batch
+1 and every multiple of 16 through 640. All 492 points pass exact reference
+verification. The full per-batch table is in `summary.md`.
+
+The stable boundary is uint32 `logN=12`: `Td=12` wins through batch 160 and
+`Td=6` wins every sample from 176 through 640. On the 80-SM V100 this is the
+strict boundary `batch > 2*SM_count`.
+
+Other winner changes are wave-dependent rather than monotonic. In particular,
+uint64 `logN=10` prefers `Td=5` at batch 1--160, `Td=9/10` at 176--320, and
+returns to `Td=5` when the 88-register kernels cross their four-CTA/SM capacity
+at batch 320. Later regions alternate again. These data support a wave-aware
+cost model, but not an unbounded threshold table inferred from batch <=640.
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b112_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b112_td10.csv
new file mode 100644
index 0000000..408c478
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b112_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,112,1073479681,30,0,0,160,0,20,300,0.120352,0.026296,0.118368,4259151.181043,422615.483927,4361370809.388394,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b112_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b112_td15.csv
new file mode 100644
index 0000000..48424b3
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b112_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,112,1073479681,30,0,0,160,0,20,300,0.119200,0.027163,0.119392,4123209.694890,421440.319910,4222166727.567113,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b112_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b112_td9.csv
new file mode 100644
index 0000000..05f13f6
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b112_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,112,1073479681,30,0,0,160,0,20,300,0.126624,0.026327,0.124256,4254181.244925,404030.138553,4356281594.802742,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b128_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b128_td10.csv
new file mode 100644
index 0000000..0d89042
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b128_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,128,1073479681,30,0,0,160,0,20,300,0.147360,0.026392,0.141920,4849974.079825,405484.313491,4966373457.740539,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b128_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b128_td15.csv
new file mode 100644
index 0000000..73ae52d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b128_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,128,1073479681,30,0,0,160,0,20,300,0.134784,0.027034,0.134752,4734848.643609,431601.886685,4848485011.055804,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b128_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b128_td9.csv
new file mode 100644
index 0000000..08243ed
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b128_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,128,1073479681,30,0,0,160,0,20,300,0.144608,0.026501,0.141184,4829984.701371,409871.331964,4945904334.203750,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b144_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b144_td10.csv
new file mode 100644
index 0000000..eda2598
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b144_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,144,1073479681,30,0,0,160,0,20,300,0.155936,0.026508,0.149984,5432333.439180,433176.571797,5562709441.719810,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b144_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b144_td15.csv
new file mode 100644
index 0000000..adfcf80
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b144_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,144,1073479681,30,0,0,160,0,20,300,0.159040,0.026525,0.152896,5428838.025160,425455.198307,5559130137.764187,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b144_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b144_td9.csv
new file mode 100644
index 0000000..eff0c48
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b144_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,144,1073479681,30,0,0,160,0,20,300,0.158560,0.026535,0.150848,5426742.858876,428643.828398,5556984687.488690,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b160_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b160_td10.csv
new file mode 100644
index 0000000..877b857
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b160_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,300,0.170656,0.026580,0.166592,6019648.304100,439768.697310,6164119863.398494,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b160_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b160_td15.csv
new file mode 100644
index 0000000..1a58c31
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b160_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,300,0.170976,0.026559,0.166880,6024290.060764,439059.693400,6168873022.222786,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b160_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b160_td9.csv
new file mode 100644
index 0000000..9c90c11
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b160_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,300,0.172800,0.026658,0.166624,6001920.763422,437060.391847,6145966861.744318,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b16_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b16_td10.csv
new file mode 100644
index 0000000..c6f2548
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b16_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,300,0.025600,0.023811,0.031936,671946.684419,196687.261941,688073404.844546,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b16_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b16_td15.csv
new file mode 100644
index 0000000..374f567
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b16_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,300,0.039936,0.024071,0.034304,664705.030989,162749.115175,680657951.732452,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b16_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b16_td9.csv
new file mode 100644
index 0000000..e7eb3ba
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b16_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,300,0.028672,0.024020,0.033664,666121.920471,185280.341688,682108846.562571,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b176_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b176_td10.csv
new file mode 100644
index 0000000..fadf067
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b176_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,176,1073479681,30,0,0,160,0,20,300,0.196768,0.027477,0.189344,6405279.071505,425542.883011,6559005769.220831,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b176_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b176_td15.csv
new file mode 100644
index 0000000..0c52d7c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b176_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,176,1073479681,30,0,0,160,0,20,300,0.189088,0.028266,0.174528,6226603.060159,449114.993188,6376041533.602990,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b176_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b176_td9.csv
new file mode 100644
index 0000000..bac477b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b176_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,176,1073479681,30,0,0,160,0,20,300,0.188544,0.027395,0.175808,6424432.891905,449269.075926,6578619281.311190,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b192_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b192_td10.csv
new file mode 100644
index 0000000..35a8f3e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b192_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,192,1073479681,30,0,0,160,0,20,300,0.213888,0.024825,0.192352,7734084.651507,445408.283553,7919702683.142763,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b192_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b192_td15.csv
new file mode 100644
index 0000000..0be6e45
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b192_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,192,1073479681,30,0,0,160,0,20,300,0.215168,0.025730,0.201312,7462191.607924,434183.137761,7641284206.514322,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b192_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b192_td9.csv
new file mode 100644
index 0000000..da7e641
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b192_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,192,1073479681,30,0,0,160,0,20,300,0.206144,0.024733,0.193056,7762903.334700,452901.732493,7949213014.732759,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b1_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b1_td10.csv
new file mode 100644
index 0000000..013f54b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b1_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,300,0.007168,0.023613,0.021088,42348.764322,19279.174657,43365134.665403,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b1_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b1_td15.csv
new file mode 100644
index 0000000..2599f2c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b1_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,300,0.007168,0.023883,0.020576,41870.623448,19369.674583,42875518.411048,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b1_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b1_td9.csv
new file mode 100644
index 0000000..d0906f4
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b1_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,300,0.010240,0.023822,0.021824,41978.616878,17893.680449,42986103.682871,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b208_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b208_td10.csv
new file mode 100644
index 0000000..a6885a4
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b208_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,208,1073479681,30,0,0,160,0,20,300,0.229312,0.024832,0.209600,8376288.337338,448523.318195,8577319257.434097,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b208_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b208_td15.csv
new file mode 100644
index 0000000..6b1b214
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b208_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,208,1073479681,30,0,0,160,0,20,300,0.230336,0.025562,0.212864,8136933.953126,443721.551691,8332220368.000613,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b208_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b208_td9.csv
new file mode 100644
index 0000000..f0e150e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b208_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,208,1073479681,30,0,0,160,0,20,300,0.223424,0.024747,0.209120,8405172.731566,454852.923961,8606896877.124050,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b224_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b224_td10.csv
new file mode 100644
index 0000000..27a39c5
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b224_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,224,1073479681,30,0,0,160,0,20,300,0.237536,0.024835,0.225504,9019378.783719,459133.615936,9235843874.527830,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b224_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b224_td15.csv
new file mode 100644
index 0000000..dec0168
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b224_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,224,1073479681,30,0,0,160,0,20,300,0.247616,0.025313,0.238176,8849109.849592,438265.872485,9061488485.982155,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b224_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b224_td9.csv
new file mode 100644
index 0000000..1bb3f59
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b224_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,224,1073479681,30,0,0,160,0,20,300,0.249312,0.024750,0.234208,9050475.811204,440710.575568,9267687230.672691,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b240_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b240_td10.csv
new file mode 100644
index 0000000..9a6c910
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b240_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,240,1073479681,30,0,0,160,0,20,300,0.260704,0.024883,0.242624,9645061.928731,454363.700526,9876543415.020182,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b240_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b240_td15.csv
new file mode 100644
index 0000000..eddde8a
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b240_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,240,1073479681,30,0,0,160,0,20,300,0.256096,0.025030,0.243424,9588503.745201,457535.049343,9818627835.085409,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b240_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b240_td9.csv
new file mode 100644
index 0000000..69e508a
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b240_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,240,1073479681,30,0,0,160,0,20,300,0.256576,0.024818,0.241280,9670265.009307,459176.920119,9902351369.530846,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b256_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b256_td10.csv
new file mode 100644
index 0000000..d88deb4
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b256_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,300,0.277984,0.028198,0.260032,9078804.375774,452126.244372,9296695680.792515,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b256_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b256_td15.csv
new file mode 100644
index 0000000..ba7f868
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b256_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,300,0.273216,0.028962,0.260256,8839128.404881,455164.409332,9051267486.598625,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b256_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b256_td9.csv
new file mode 100644
index 0000000..c030a64
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b256_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,300,0.277536,0.027952,0.260480,9158626.938643,452322.568924,9378433985.170427,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b272_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b272_td10.csv
new file mode 100644
index 0000000..bdb0bae
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b272_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,272,1073479681,30,0,0,160,0,20,300,0.290080,0.028259,0.268032,9625256.003505,463870.132654,9856262147.589130,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b272_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b272_td15.csv
new file mode 100644
index 0000000..614fc83
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b272_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,272,1073479681,30,0,0,160,0,20,300,0.286624,0.029338,0.272352,9271378.748515,462338.434438,9493891838.479326,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b272_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b272_td9.csv
new file mode 100644
index 0000000..a1bbf27
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b272_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,272,1073479681,30,0,0,160,0,20,300,0.289408,0.028003,0.271360,9713249.628159,461979.279463,9946367619.235054,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b288_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b288_td10.csv
new file mode 100644
index 0000000..f403448
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b288_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,288,1073479681,30,0,0,160,0,20,300,0.304096,0.028310,0.287424,10173016.460911,464643.382425,10417168855.972624,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b288_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b288_td15.csv
new file mode 100644
index 0000000..50a1804
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b288_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,288,1073479681,30,0,0,160,0,20,300,0.299328,0.029583,0.281856,9735202.776147,471537.969076,9968847642.774397,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b288_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b288_td9.csv
new file mode 100644
index 0000000..ea9b930
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b288_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,288,1073479681,30,0,0,160,0,20,300,0.297824,0.028088,0.296192,10253372.883104,462944.876268,10499453832.298185,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b304_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b304_td10.csv
new file mode 100644
index 0000000..7d00c0d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b304_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,304,1073479681,30,0,0,160,0,20,300,0.318624,0.032106,0.281312,9468689.804845,480980.851606,9695938360.161512,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b304_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b304_td15.csv
new file mode 100644
index 0000000..7b635ba
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b304_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,304,1073479681,30,0,0,160,0,20,300,0.308224,0.033635,0.283616,9038207.817785,486030.627852,9255124805.412178,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b304_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b304_td9.csv
new file mode 100644
index 0000000..3c5653d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b304_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,304,1073479681,30,0,0,160,0,20,300,0.312480,0.031894,0.286688,9531517.041053,481727.481610,9760273450.037849,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b320_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b320_td10.csv
new file mode 100644
index 0000000..28572e9
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b320_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,320,1073479681,30,0,0,160,0,20,300,0.322944,0.028382,0.296928,11274805.044798,493633.790530,11545400365.873491,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b320_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b320_td15.csv
new file mode 100644
index 0000000..8a9cf6b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b320_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,320,1073479681,30,0,0,160,0,20,300,0.320416,0.029768,0.289248,10749914.343555,500444.400750,11007912287.800049,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b320_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b320_td9.csv
new file mode 100644
index 0000000..8b01982
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b320_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,320,1073479681,30,0,0,160,0,20,300,0.322784,0.028177,0.288288,11356753.091467,500587.352062,11629315165.661781,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b32_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b32_td10.csv
new file mode 100644
index 0000000..15394a4
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b32_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,32,1073479681,30,0,0,160,0,20,300,0.039872,0.023822,0.049696,1343315.740090,282212.700831,1375555317.851879,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b32_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b32_td15.csv
new file mode 100644
index 0000000..208cfb4
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b32_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,32,1073479681,30,0,0,160,0,20,300,0.040288,0.024084,0.049280,1328656.436140,281560.066127,1360544190.607812,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b32_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b32_td9.csv
new file mode 100644
index 0000000..2adba3e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b32_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,32,1073479681,30,0,0,160,0,20,300,0.037504,0.024030,0.046496,1331676.077792,296214.380428,1363636303.658874,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b336_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b336_td10.csv
new file mode 100644
index 0000000..89d43f0
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b336_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,336,1073479681,30,0,0,160,0,20,300,0.332544,0.045449,0.299776,7392978.311060,495744.478285,7570409790.525686,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b336_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b336_td15.csv
new file mode 100644
index 0000000..bf19a16
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b336_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,336,1073479681,30,0,0,160,0,20,300,0.331776,0.047278,0.295968,7106887.568963,497761.503289,7277452870.617731,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b336_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b336_td9.csv
new file mode 100644
index 0000000..6565bf5
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b336_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,336,1073479681,30,0,0,160,0,20,300,0.325760,0.045623,0.299328,7364768.824846,500961.204746,7541523276.642322,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b352_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b352_td10.csv
new file mode 100644
index 0000000..b6f403f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b352_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,352,1073479681,30,0,0,160,0,20,300,0.351392,0.046203,0.307200,7618572.794127,499436.080688,7801418541.185637,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b352_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b352_td15.csv
new file mode 100644
index 0000000..be2bd56
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b352_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,352,1073479681,30,0,0,160,0,20,300,0.340768,0.048063,0.303744,7323698.426265,508248.097381,7499467188.495173,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b352_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b352_td9.csv
new file mode 100644
index 0000000..89e7516
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b352_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,352,1073479681,30,0,0,160,0,20,300,0.338880,0.046193,0.308928,7620261.817706,507204.133037,7803148101.330495,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b368_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b368_td10.csv
new file mode 100644
index 0000000..d9566e5
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b368_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,368,1073479681,30,0,0,160,0,20,300,0.355392,0.046408,0.310336,7929721.813271,516755.456017,8120035136.789204,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b368_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b368_td15.csv
new file mode 100644
index 0000000..6e22f04
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b368_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,368,1073479681,30,0,0,160,0,20,300,0.352672,0.049043,0.307712,7503653.510492,518728.659067,7683741194.744174,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b368_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b368_td9.csv
new file mode 100644
index 0000000..a5f4cb5
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b368_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,368,1073479681,30,0,0,160,0,20,300,0.347904,0.046356,0.303520,7938480.132353,527386.499248,8129003655.529137,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b384_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b384_td10.csv
new file mode 100644
index 0000000..d789761
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b384_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,384,1073479681,30,0,0,160,0,20,300,0.360256,0.046507,0.310944,8256880.914973,535037.544547,8455046056.932540,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b384_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b384_td15.csv
new file mode 100644
index 0000000..c2ec417
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b384_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,384,1073479681,30,0,0,160,0,20,300,0.360320,0.049821,0.318016,7707590.793800,527358.790431,7892572972.851622,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b384_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b384_td9.csv
new file mode 100644
index 0000000..28e415f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b384_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,384,1073479681,30,0,0,160,0,20,300,0.360352,0.046612,0.318080,8238137.295981,529622.667201,8435852591.084619,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b400_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b400_td10.csv
new file mode 100644
index 0000000..2ece08a
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b400_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,400,1073479681,30,0,0,160,0,20,300,0.369984,0.046701,0.324640,8565085.565757,539574.240998,8770647619.334785,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b400_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b400_td15.csv
new file mode 100644
index 0000000..9e0d079
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b400_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,400,1073479681,30,0,0,160,0,20,300,0.372864,0.050528,0.319712,7916469.744442,538282.957385,8106465018.308105,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b400_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b400_td9.csv
new file mode 100644
index 0000000..f7833b0
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b400_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,400,1073479681,30,0,0,160,0,20,300,0.372288,0.047097,0.324864,8493078.841446,537454.418200,8696912733.640545,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b416_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b416_td10.csv
new file mode 100644
index 0000000..c4459f2
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b416_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,416,1073479681,30,0,0,160,0,20,300,0.382240,0.047005,0.329696,8850119.949164,548132.193037,9062522827.943863,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b416_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b416_td15.csv
new file mode 100644
index 0000000..93b3044
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b416_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,416,1073479681,30,0,0,160,0,20,300,0.383552,0.051220,0.332864,8121751.243564,541923.175790,8316673273.409524,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b416_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b416_td9.csv
new file mode 100644
index 0000000..63918cc
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b416_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,416,1073479681,30,0,0,160,0,20,300,0.387264,0.047991,0.329920,8668207.842028,543666.145491,8876244830.236975,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b432_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b432_td10.csv
new file mode 100644
index 0000000..6929468
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b432_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,432,1073479681,30,0,0,160,0,20,300,0.395264,0.047531,0.351296,9088869.069441,544018.478633,9307001927.107914,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b432_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b432_td15.csv
new file mode 100644
index 0000000..3e054b6
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b432_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,432,1073479681,30,0,0,160,0,20,300,0.391936,0.051900,0.350816,8323742.538758,543634.367843,8523512359.687757,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b432_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b432_td9.csv
new file mode 100644
index 0000000..5b01086
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b432_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,432,1073479681,30,0,0,160,0,20,300,0.395104,0.048763,0.342688,8859197.767769,549230.599068,9071818514.195681,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b448_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b448_td10.csv
new file mode 100644
index 0000000..0fa2841
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b448_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,448,1073479681,30,0,0,160,0,20,300,0.400064,0.048282,0.364704,9278897.360463,551011.891780,9501590897.114176,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b448_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b448_td15.csv
new file mode 100644
index 0000000..7fe76cd
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b448_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,448,1073479681,30,0,0,160,0,20,300,0.399488,0.052466,0.364352,8538806.657395,548813.575617,8743738017.172037,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b448_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b448_td9.csv
new file mode 100644
index 0000000..19e59d9
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b448_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,448,1073479681,30,0,0,160,0,20,300,0.402016,0.049067,0.361952,9130434.811077,551022.000731,9349565246.542370,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b464_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b464_td10.csv
new file mode 100644
index 0000000..34c838e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b464_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,464,1073479681,30,0,0,160,0,20,300,0.415168,0.049217,0.383936,9427665.220154,546962.876890,9653929185.438072,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b464_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b464_td15.csv
new file mode 100644
index 0000000..0b9d31c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b464_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,464,1073479681,30,0,0,160,0,20,300,0.412480,0.052937,0.378304,8765071.603415,549944.573678,8975433321.896723,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b464_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b464_td9.csv
new file mode 100644
index 0000000..0d90af7
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b464_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,464,1073479681,30,0,0,160,0,20,300,0.415136,0.049224,0.377856,9426357.386047,550927.765060,9652589963.311888,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b480_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b480_td10.csv
new file mode 100644
index 0000000..506ccea
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b480_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,480,1073479681,30,0,0,160,0,20,300,0.422976,0.049265,0.426400,9743296.687874,534140.102919,9977135808.382944,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b480_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b480_td15.csv
new file mode 100644
index 0000000..d7779fb
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b480_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,480,1073479681,30,0,0,160,0,20,300,0.424960,0.053415,0.433952,8986197.129584,526127.003983,9201865860.693844,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b480_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b480_td9.csv
new file mode 100644
index 0000000..0e948bc
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b480_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,480,1073479681,30,0,0,160,0,20,300,0.424608,0.049353,0.396032,9725776.226640,551728.333015,9959194856.079683,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b48_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b48_td10.csv
new file mode 100644
index 0000000..c920875
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b48_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,48,1073479681,30,0,0,160,0,20,300,0.056128,0.023887,0.062304,2009502.655301,337271.664736,2057730719.027983,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b48_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b48_td15.csv
new file mode 100644
index 0000000..cd58fe3
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b48_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,48,1073479681,30,0,0,160,0,20,300,0.056960,0.024265,0.064768,1978126.359713,328782.010381,2025601392.346274,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b48_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b48_td9.csv
new file mode 100644
index 0000000..a8860b0
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b48_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,48,1073479681,30,0,0,160,0,20,300,0.054816,0.024078,0.064960,1993549.713335,333672.435018,2041394906.455158,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b496_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b496_td10.csv
new file mode 100644
index 0000000..91b41ac
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b496_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,496,1073479681,30,0,0,160,0,20,300,0.434144,0.049507,0.411744,10018788.328469,553945.481830,10259239248.351810,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b496_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b496_td15.csv
new file mode 100644
index 0000000..6c1ebed
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b496_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,496,1073479681,30,0,0,160,0,20,300,0.430624,0.054269,0.409984,9139725.648670,554266.372119,9359079064.238184,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b496_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b496_td9.csv
new file mode 100644
index 0000000..6374a50
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b496_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b512_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b512_td10.csv
new file mode 100644
index 0000000..f820d66
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b512_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,300,0.435424,0.049664,0.463008,10309277.953647,540029.708194,10556700624.534273,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b512_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b512_td15.csv
new file mode 100644
index 0000000..7c30458
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b512_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,300,0.445184,0.054361,0.427424,9418560.727702,552337.927418,9644606185.166586,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b512_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b512_td9.csv
new file mode 100644
index 0000000..1068b16
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b512_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,300,0.446496,0.049599,0.461568,10322758.669505,534634.749948,10570504877.572758,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b528_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b528_td10.csv
new file mode 100644
index 0000000..c9c8d55
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b528_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,528,1073479681,30,0,0,160,0,20,300,0.451904,0.050016,0.440064,10556712.120771,560519.321984,10810073211.669369,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b528_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b528_td15.csv
new file mode 100644
index 0000000..013385b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b528_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,528,1073479681,30,0,0,160,0,20,300,0.450656,0.054736,0.443168,9646264.907841,556633.081597,9877775265.629539,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b528_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b528_td9.csv
new file mode 100644
index 0000000..cf95b97
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b528_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,528,1073479681,30,0,0,160,0,20,300,0.457312,0.049930,0.442048,10574754.482526,556205.024223,10828548590.106457,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b544_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b544_td10.csv
new file mode 100644
index 0000000..e98eccc
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b544_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,544,1073479681,30,0,0,160,0,20,300,0.464672,0.050951,0.445088,10676961.515560,566247.393776,10933208591.932972,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b544_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b544_td15.csv
new file mode 100644
index 0000000..9dfe37c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b544_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,544,1073479681,30,0,0,160,0,20,300,0.461728,0.055098,0.444160,9873312.466722,566085.223870,10110271965.923527,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b544_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b544_td9.csv
new file mode 100644
index 0000000..37f4257
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b544_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,544,1073479681,30,0,0,160,0,20,300,0.466688,0.050726,0.443360,10724379.444844,566210.422743,10981764551.520340,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b560_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b560_td10.csv
new file mode 100644
index 0000000..26b3467
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b560_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,560,1073479681,30,0,0,160,0,20,300,0.471232,0.052019,0.449696,10765256.424166,575570.802439,11023622578.345989,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b560_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b560_td15.csv
new file mode 100644
index 0000000..24e9957
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b560_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,560,1073479681,30,0,0,160,0,20,300,0.474624,0.055255,0.446976,10134822.677176,573268.264885,10378058421.428587,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b560_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b560_td9.csv
new file mode 100644
index 0000000..c1356c8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b560_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,560,1073479681,30,0,0,160,0,20,300,0.484576,0.052016,0.449824,10765961.880935,567711.923046,11024344966.077921,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b576_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b576_td10.csv
new file mode 100644
index 0000000..87d5839
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b576_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,576,1073479681,30,0,0,160,0,20,300,0.482016,0.052876,0.449632,10893421.875598,585054.339941,11154864000.612099,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b576_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b576_td15.csv
new file mode 100644
index 0000000..34be294
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b576_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,576,1073479681,30,0,0,160,0,20,300,0.490208,0.055603,0.459264,10359116.262972,573091.441250,10607735053.282923,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b576_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b576_td9.csv
new file mode 100644
index 0000000..46f500e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b576_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,576,1073479681,30,0,0,160,0,20,300,0.493632,0.052995,0.452352,10868865.086707,576588.472152,11129717848.787924,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b592_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b592_td10.csv
new file mode 100644
index 0000000..656d2e0
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b592_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,592,1073479681,30,0,0,160,0,20,300,0.490592,0.052910,0.461952,11188794.627254,588788.698135,11457325698.307695,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b592_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b592_td15.csv
new file mode 100644
index 0000000..83d1ad2
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b592_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,592,1073479681,30,0,0,160,0,20,300,0.495616,0.055692,0.473408,10629903.232929,577721.075450,10885020910.519567,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b592_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b592_td9.csv
new file mode 100644
index 0000000..e5eb3f5
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b592_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,592,1073479681,30,0,0,160,0,20,300,0.494784,0.052995,0.462304,11170778.005782,586090.213740,11438876677.920923,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b608_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b608_td10.csv
new file mode 100644
index 0000000..b5d4f70
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b608_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,608,1073479681,30,0,0,160,0,20,300,0.505248,0.052972,0.471008,11477865.943750,590734.294248,11753334726.399940,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b608_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b608_td15.csv
new file mode 100644
index 0000000..e0179d8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b608_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,608,1073479681,30,0,0,160,0,20,300,0.427520,0.055873,0.468192,10881849.738386,638934.075121,11143014132.107502,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b608_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b608_td9.csv
new file mode 100644
index 0000000..d1cc12f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b608_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,608,1073479681,30,0,0,160,0,20,300,0.502560,0.053019,0.460320,11467520.570377,598484.501642,11742741064.066414,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b624_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b624_td10.csv
new file mode 100644
index 0000000..e62d658
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b624_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,624,1073479681,30,0,0,160,0,20,300,0.502368,0.053026,0.472832,11767782.659297,606870.415034,12050209443.119879,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b624_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b624_td15.csv
new file mode 100644
index 0000000..b3feb3c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b624_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,624,1073479681,30,0,0,160,0,20,300,0.511712,0.056054,0.481440,11132170.722630,594735.572256,11399342819.973076,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b624_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b624_td9.csv
new file mode 100644
index 0000000..13b5b9b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b624_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,624,1073479681,30,0,0,160,0,20,300,0.518976,0.053142,0.471712,11742083.718845,597798.404697,12023893728.097103,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b640_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b640_td10.csv
new file mode 100644
index 0000000..5ad62a0
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b640_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,640,1073479681,30,0,0,160,0,20,300,0.510752,0.053395,0.475552,11986191.344746,615562.897340,12273859937.019690,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b640_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b640_td15.csv
new file mode 100644
index 0000000..af43327
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b640_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,640,1073479681,30,0,0,160,0,20,300,0.513152,0.056439,0.482016,11339581.933229,608592.100830,11611731899.626114,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b640_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b640_td9.csv
new file mode 100644
index 0000000..2aac7c2
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b640_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,640,1073479681,30,0,0,160,0,20,300,0.519008,0.053214,0.481248,12026939.979442,607516.205433,12315586538.948647,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b64_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b64_td10.csv
new file mode 100644
index 0000000..5bbc642
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b64_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,64,1073479681,30,0,0,160,0,20,300,0.067456,0.023924,0.073856,2675132.042284,387324.665131,2739335211.299047,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b64_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b64_td15.csv
new file mode 100644
index 0000000..16a1664
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b64_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,64,1073479681,30,0,0,160,0,20,300,0.068864,0.024306,0.075136,2633057.256251,380258.981003,2696250630.400701,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b64_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b64_td9.csv
new file mode 100644
index 0000000..6bada19
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b64_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,64,1073479681,30,0,0,160,0,20,300,0.068736,0.024143,0.076320,2650925.969320,378253.923528,2714548192.583369,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b80_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b80_td10.csv
new file mode 100644
index 0000000..73ce899
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b80_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,300,0.085216,0.024102,0.090112,3319289.139644,401144.168641,3398952078.995201,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b80_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b80_td15.csv
new file mode 100644
index 0000000..3bbbd75
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b80_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,300,0.083616,0.024337,0.088960,3287166.944885,406270.647042,3366058951.562557,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b80_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b80_td9.csv
new file mode 100644
index 0000000..0c87a2d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b80_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,300,0.085120,0.024330,0.090656,3288089.260322,399787.638636,3367003402.569767,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b96_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b96_td10.csv
new file mode 100644
index 0000000..6dbe27a
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b96_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,96,1073479681,30,0,0,160,0,20,300,0.102752,0.026289,0.105248,3651648.990114,409749.494646,3739288565.876420,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b96_td15.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b96_td15.csv
new file mode 100644
index 0000000..6d74a9b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b96_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,96,1073479681,30,0,0,160,0,20,300,0.103744,0.026870,0.106240,3572789.524285,405313.391951,3658536472.867909,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b96_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b96_td9.csv
new file mode 100644
index 0000000..f360999
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n10_b96_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,96,1073479681,30,0,0,160,0,20,300,0.100608,0.026433,0.103232,3631844.027671,416896.741268,3719008284.335104,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b112_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b112_td12.csv
new file mode 100644
index 0000000..0c9d238
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b112_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,112,1073479681,30,0,0,192,0,20,300,0.418976,0.091443,0.372448,1224803.985954,126859.394913,5016797126.465834,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b112_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b112_td16.csv
new file mode 100644
index 0000000..73c15a5
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b112_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,112,1073479681,30,0,0,192,0,20,300,0.416928,0.099376,0.362784,1127035.044628,127404.796330,4616335542.795382,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b112_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b112_td6.csv
new file mode 100644
index 0000000..d9f491b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b112_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,112,1073479681,30,0,0,192,0,20,300,0.402688,0.095573,0.361056,1171874.968700,130336.018795,4799999871.796799,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b128_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b128_td12.csv
new file mode 100644
index 0000000..6b2cbc3
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b128_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,128,1073479681,30,0,0,192,0,20,300,0.442784,0.091505,0.429696,1398836.154897,132782.197874,5729632890.459954,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b128_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b128_td16.csv
new file mode 100644
index 0000000..3b82986
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b128_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,128,1073479681,30,0,0,192,0,20,300,0.440704,0.098850,0.433184,1294889.435272,131587.317064,5303867126.875785,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b128_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b128_td6.csv
new file mode 100644
index 0000000..6094a7e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b128_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,128,1073479681,30,0,0,192,0,20,300,0.437952,0.097833,0.433440,1308352.484114,132064.281633,5359011774.931807,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b144_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b144_td12.csv
new file mode 100644
index 0000000..c3f7ab6
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b144_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,144,1073479681,30,0,0,192,0,20,300,0.486816,0.090453,0.455552,1591981.117655,139423.920802,6520754657.913332,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b144_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b144_td16.csv
new file mode 100644
index 0000000..32d9bbe
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b144_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,144,1073479681,30,0,0,192,0,20,300,0.488640,0.093177,0.460256,1545442.952151,138186.071144,6330134332.009492,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b144_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b144_td6.csv
new file mode 100644
index 0000000..5530bcf
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b144_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,144,1073479681,30,0,0,192,0,20,300,0.489760,0.097509,0.454368,1476791.434201,138243.977275,6048937714.485732,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b160_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b160_td12.csv
new file mode 100644
index 0000000..29dd434
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b160_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,300,0.519584,0.090044,0.474528,1776914.227387,147580.271118,7278240675.376522,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b160_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b160_td16.csv
new file mode 100644
index 0000000..361851c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b160_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,300,0.509568,0.093013,0.479904,1720183.523953,147808.011356,7045871714.110450,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b160_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b160_td6.csv
new file mode 100644
index 0000000..29d74bd
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b160_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,300,0.523840,0.097464,0.486880,1641626.340831,144380.311622,6724101492.043689,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b16_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b16_td12.csv
new file mode 100644
index 0000000..947d1ec
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b16_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,300,0.067136,0.079872,0.075968,200320.519750,71756.604289,820512848.894586,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b16_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b16_td16.csv
new file mode 100644
index 0000000..2e63142
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b16_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,300,0.068640,0.081282,0.075776,196846.260388,70891.281623,806282282.547436,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b16_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b16_td6.csv
new file mode 100644
index 0000000..b6501f4
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b16_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,300,0.068576,0.086699,0.075360,184547.245056,69373.785865,755905515.749498,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b176_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b176_td12.csv
new file mode 100644
index 0000000..1e3e839
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b176_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,176,1073479681,30,0,0,192,0,20,300,0.558720,0.160771,0.520512,1094721.971544,141935.095598,4483981195.445403,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b176_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b176_td16.csv
new file mode 100644
index 0000000..70e6e02
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b176_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,176,1073479681,30,0,0,192,0,20,300,0.551904,0.163178,0.523008,1078578.070013,142154.468843,4417855774.774838,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b176_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b176_td6.csv
new file mode 100644
index 0000000..42cbd69
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b176_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,176,1073479681,30,0,0,192,0,20,300,0.552672,0.108056,0.521664,1628786.738427,148850.811491,6671510480.598518,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b192_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b192_td12.csv
new file mode 100644
index 0000000..dcc78b3
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b192_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,192,1073479681,30,0,0,192,0,20,300,0.610592,0.149661,0.579456,1282899.185858,143314.705038,5254755065.274826,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b192_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b192_td16.csv
new file mode 100644
index 0000000..bb1eb27
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b192_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,192,1073479681,30,0,0,192,0,20,300,0.594240,0.151429,0.585856,1267919.837729,144195.547707,5193399655.336517,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b192_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b192_td6.csv
new file mode 100644
index 0000000..99ec53d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b192_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,192,1073479681,30,0,0,192,0,20,300,0.595040,0.099642,0.591648,1926897.698450,149261.849218,7892572972.851622,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b1_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b1_td12.csv
new file mode 100644
index 0000000..23b996a
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b1_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,300,0.010240,0.079838,0.022080,12525.384864,8916.004133,51303976.404620,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b1_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b1_td16.csv
new file mode 100644
index 0000000..2aac626
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b1_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,300,0.012288,0.081114,0.023296,12328.259850,8569.094144,50496552.344783,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b1_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b1_td6.csv
new file mode 100644
index 0000000..4e9a247
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b1_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,300,0.011264,0.086593,0.024384,11548.297170,8180.571217,47301825.206310,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b208_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b208_td12.csv
new file mode 100644
index 0000000..ea71cbe
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b208_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,208,1073479681,30,0,0,192,0,20,300,0.641920,0.151852,0.618592,1369751.295527,147270.777397,5610501306.478366,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b208_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b208_td16.csv
new file mode 100644
index 0000000..df38efd
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b208_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,208,1073479681,30,0,0,192,0,20,300,0.651520,0.153924,0.606752,1351313.850774,147288.309246,5534981532.768430,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b208_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b208_td6.csv
new file mode 100644
index 0000000..96d7950
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b208_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,208,1073479681,30,0,0,192,0,20,300,0.642048,0.102369,0.612832,2031859.436397,153251.138482,8322496251.481302,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b224_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b224_td12.csv
new file mode 100644
index 0000000..0f35f3c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b224_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,224,1073479681,30,0,0,192,0,20,300,0.697376,0.153958,0.628512,1454938.522971,151367.057442,5959428190.090702,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b224_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b224_td16.csv
new file mode 100644
index 0000000..16e2320
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b224_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,224,1073479681,30,0,0,192,0,20,300,0.690752,0.155921,0.629408,1436624.296257,151753.179098,5884413117.467019,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b224_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b224_td6.csv
new file mode 100644
index 0000000..914b788
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b224_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,224,1073479681,30,0,0,192,0,20,300,0.698784,0.104527,0.630624,2142997.130436,156213.551459,8777716246.266708,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b240_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b240_td12.csv
new file mode 100644
index 0000000..5d77447
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b240_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,240,1073479681,30,0,0,192,0,20,300,0.755072,0.153917,0.684064,1559277.424976,150654.082077,6386800332.702599,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b240_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b240_td16.csv
new file mode 100644
index 0000000..fa1064a
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b240_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b240_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b240_td6.csv
new file mode 100644
index 0000000..e9aebdf
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b240_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,240,1073479681,30,0,0,192,0,20,300,0.725696,0.106588,0.679840,2251657.167286,158717.119358,9222787757.205166,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b256_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b256_td12.csv
new file mode 100644
index 0000000..2d4762a
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b256_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,300,0.781792,0.154583,0.739872,1656067.865754,152722.122631,6783253978.127399,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b256_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b256_td16.csv
new file mode 100644
index 0000000..d7b5c4d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b256_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,300,0.771392,0.158368,0.741664,1616483.855880,153162.775068,6621117873.683151,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b256_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b256_td6.csv
new file mode 100644
index 0000000..05c7fe8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b256_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,300,0.757344,0.124754,0.748832,2052039.813459,156965.666327,8405155075.927424,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b272_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b272_td12.csv
new file mode 100644
index 0000000..0489903
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b272_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,272,1073479681,30,0,0,192,0,20,300,0.827264,0.155293,0.761376,1751527.558408,155969.290057,7174256879.240664,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b272_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b272_td16.csv
new file mode 100644
index 0000000..f8d21bf
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b272_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,272,1073479681,30,0,0,192,0,20,300,0.811328,0.159044,0.768800,1710215.698267,156396.236965,7005043500.101936,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b272_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b272_td6.csv
new file mode 100644
index 0000000..0c94930
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b272_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,272,1073479681,30,0,0,192,0,20,300,0.810880,0.126409,0.765952,2151738.774713,159695.508295,8813522021.226210,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b288_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b288_td12.csv
new file mode 100644
index 0000000..92ec744
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b288_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,288,1073479681,30,0,0,192,0,20,300,0.866528,0.155938,0.790240,1846886.283400,158878.485776,7564846216.806750,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b288_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b288_td16.csv
new file mode 100644
index 0000000..70b1e85
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b288_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,288,1073479681,30,0,0,192,0,20,300,0.854656,0.159949,0.794848,1800576.229027,159164.140502,7375160234.093182,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b288_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b288_td6.csv
new file mode 100644
index 0000000..2e592e1
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b288_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,288,1073479681,30,0,0,192,0,20,300,0.846336,0.128505,0.788928,2241154.960739,163286.675037,9179770719.187147,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b304_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b304_td12.csv
new file mode 100644
index 0000000..7870dac
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b304_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,304,1073479681,30,0,0,192,0,20,300,0.900928,0.176394,0.836448,1723412.292863,158848.741794,7059096751.565454,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b304_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b304_td16.csv
new file mode 100644
index 0000000..6f49dfc
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b304_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,304,1073479681,30,0,0,192,0,20,300,0.904416,0.181002,0.835776,1679537.323491,158234.912409,6879384877.020503,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b304_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b304_td6.csv
new file mode 100644
index 0000000..0db040e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b304_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,304,1073479681,30,0,0,192,0,20,300,0.881856,0.145190,0.832864,2093814.552585,163448.807320,8576264407.388471,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b320_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b320_td12.csv
new file mode 100644
index 0000000..b084b64
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b320_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,320,1073479681,30,0,0,192,0,20,300,0.948928,0.158324,0.899136,2021171.162548,159490.582828,8278717081.796267,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b320_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b320_td16.csv
new file mode 100644
index 0000000..aeed05c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b320_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,320,1073479681,30,0,0,192,0,20,300,0.948704,0.161563,0.899648,1980647.746379,159210.687379,8112733169.169357,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b320_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b320_td6.csv
new file mode 100644
index 0000000..ba88465
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b320_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,320,1073479681,30,0,0,192,0,20,300,0.930144,0.131321,0.894944,2436773.775462,163564.963726,9981025384.293213,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b32_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b32_td12.csv
new file mode 100644
index 0000000..afa30e7
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b32_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,32,1073479681,30,0,0,192,0,20,300,0.143104,0.079944,0.152576,400281.802026,85191.646982,1639554261.096627,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b32_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b32_td16.csv
new file mode 100644
index 0000000..0e76f60
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b32_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,32,1073479681,30,0,0,192,0,20,300,0.140832,0.081487,0.151872,392703.046027,85517.935926,1608511676.527992,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b32_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b32_td6.csv
new file mode 100644
index 0000000..71c6240
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b32_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,32,1073479681,30,0,0,192,0,20,300,0.141152,0.086825,0.139808,368557.608653,87007.365579,1509611965.042795,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b336_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b336_td12.csv
new file mode 100644
index 0000000..d0bb169
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b336_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,336,1073479681,30,0,0,192,0,20,300,0.992448,0.222246,0.930784,1511841.435314,156608.494743,6192502519.046480,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b336_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b336_td16.csv
new file mode 100644
index 0000000..0f3752b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b336_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,336,1073479681,30,0,0,192,0,20,300,0.982176,0.230154,0.929376,1459890.511279,156884.259331,5979711534.197842,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b336_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b336_td6.csv
new file mode 100644
index 0000000..9ddd014
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b336_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,336,1073479681,30,0,0,192,0,20,300,0.965920,0.195140,0.925824,1721838.326368,161005.577171,7052649784.805052,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b352_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b352_td12.csv
new file mode 100644
index 0000000..b9913aa
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b352_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,352,1073479681,30,0,0,192,0,20,300,1.030304,0.225772,0.953792,1559098.354659,159285.571802,6386066860.684813,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b352_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b352_td16.csv
new file mode 100644
index 0000000..e9e4b8c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b352_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,352,1073479681,30,0,0,192,0,20,300,1.026880,0.231345,0.957248,1521533.878082,158882.515142,6232202764.622698,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b352_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b352_td6.csv
new file mode 100644
index 0000000..530a7a4
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b352_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,352,1073479681,30,0,0,192,0,20,300,1.026432,0.199718,0.935712,1762489.062226,162822.636333,7219155198.875938,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b368_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b368_td12.csv
new file mode 100644
index 0000000..18abd9e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b368_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,368,1073479681,30,0,0,192,0,20,300,1.073024,0.228816,0.992672,1608277.551957,160382.666992,6587504852.816338,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b368_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b368_td16.csv
new file mode 100644
index 0000000..5f46b50
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b368_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,368,1073479681,30,0,0,192,0,20,300,1.075616,0.233598,0.995200,1575353.884540,159693.507388,6452649511.073920,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b368_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b368_td6.csv
new file mode 100644
index 0000000..035a7be
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b368_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,368,1073479681,30,0,0,192,0,20,300,1.066880,0.202981,0.988480,1812980.274272,162951.501094,7425967203.418284,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b384_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b384_td12.csv
new file mode 100644
index 0000000..7f4a5e2
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b384_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,384,1073479681,30,0,0,192,0,20,300,1.113344,0.229577,1.057760,1672638.673219,159954.590774,6851128005.506703,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b384_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b384_td16.csv
new file mode 100644
index 0000000..ea41a84
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b384_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,384,1073479681,30,0,0,192,0,20,300,1.145152,0.234452,1.050944,1637864.550049,157989.090810,6708693197.000950,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b384_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b384_td6.csv
new file mode 100644
index 0000000..a2d821d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b384_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,384,1073479681,30,0,0,192,0,20,300,1.101216,0.206920,1.057408,1855792.502239,162330.551400,7601326089.169888,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b400_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b400_td12.csv
new file mode 100644
index 0000000..dc455a0
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b400_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,400,1073479681,30,0,0,192,0,20,300,1.160928,0.229543,1.083040,1742590.964509,161713.433800,7137652590.628890,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b400_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b400_td16.csv
new file mode 100644
index 0000000..5b2f0e8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b400_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,400,1073479681,30,0,0,192,0,20,300,1.179744,0.237100,1.092704,1687049.189528,159391.224944,6910153480.308030,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b400_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b400_td6.csv
new file mode 100644
index 0000000..194510c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b400_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,400,1073479681,30,0,0,192,0,20,300,1.145728,0.211067,1.088992,1895133.841681,163546.547543,7762468215.524504,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b416_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b416_td12.csv
new file mode 100644
index 0000000..517c422
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b416_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,416,1073479681,30,0,0,192,0,20,300,1.200064,0.230014,1.109248,1808583.249622,163822.980614,7407956990.452059,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b416_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b416_td16.csv
new file mode 100644
index 0000000..6b899bc
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b416_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,416,1073479681,30,0,0,192,0,20,300,1.201824,0.236489,1.111584,1759064.151465,163143.826507,7205126764.398980,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b416_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b416_td6.csv
new file mode 100644
index 0000000..c6c8347
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b416_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,416,1073479681,30,0,0,192,0,20,300,1.191936,0.213879,1.106080,1945020.752434,165611.982588,7966805001.969176,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b432_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b432_td12.csv
new file mode 100644
index 0000000..f8d2829
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b432_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,432,1073479681,30,0,0,192,0,20,300,1.240192,0.230465,1.150528,1874472.310035,164810.961960,7677838581.904904,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b432_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b432_td16.csv
new file mode 100644
index 0000000..def56aa
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b432_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,432,1073479681,30,0,0,192,0,20,300,1.242688,0.237053,1.149568,1822380.428870,164301.755128,7464470236.650107,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b432_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b432_td6.csv
new file mode 100644
index 0000000..547a5e3
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b432_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,432,1073479681,30,0,0,192,0,20,300,1.236896,0.215576,1.149504,2003934.681652,166027.673225,8208116456.047268,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b448_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b448_td12.csv
new file mode 100644
index 0000000..65664db
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b448_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,448,1073479681,30,0,0,192,0,20,300,1.269216,0.230851,1.213408,1940649.501379,165101.976423,7948900357.647160,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b448_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b448_td16.csv
new file mode 100644
index 0000000..46cf9e6
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b448_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,448,1073479681,30,0,0,192,0,20,300,1.282784,0.237821,1.215424,1883773.048012,163740.983983,7715934404.656579,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b448_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b448_td6.csv
new file mode 100644
index 0000000..9eb0b70
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b448_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,448,1073479681,30,0,0,192,0,20,300,1.278304,0.217446,1.214816,2060277.968118,165279.112737,8438898557.411507,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b464_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b464_td12.csv
new file mode 100644
index 0000000..97671d7
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b464_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,464,1073479681,30,0,0,192,0,20,300,1.299424,0.231991,1.238560,2000080.989549,167510.560130,8192331733.193154,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b464_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b464_td16.csv
new file mode 100644
index 0000000..ae19edc
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b464_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,464,1073479681,30,0,0,192,0,20,300,1.305376,0.238776,1.246496,1943241.222546,166269.605938,7959516047.546657,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b464_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b464_td6.csv
new file mode 100644
index 0000000..c82d15a
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b464_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,464,1073479681,30,0,0,192,0,20,300,1.303136,0.219194,1.235968,2116846.024524,168219.676909,8670601316.451235,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b480_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b480_td12.csv
new file mode 100644
index 0000000..eedb245
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b480_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,480,1073479681,30,0,0,192,0,20,300,1.339776,0.233155,1.262048,2058720.276311,169313.447651,8432518251.768404,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b480_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b480_td16.csv
new file mode 100644
index 0000000..95d6901
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b480_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,480,1073479681,30,0,0,192,0,20,300,1.344352,0.239275,1.268800,2006062.650538,168277.768083,8216832616.601937,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b480_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b480_td6.csv
new file mode 100644
index 0000000..de05c9a
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b480_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,480,1073479681,30,0,0,192,0,20,300,1.331648,0.220563,1.259584,2176251.222747,170709.475253,8913925008.370312,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b48_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b48_td12.csv
new file mode 100644
index 0000000..fcf39de
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b48_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,48,1073479681,30,0,0,192,0,20,300,0.201952,0.079906,0.213088,600704.808472,96980.249778,2460486895.502582,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b48_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b48_td16.csv
new file mode 100644
index 0000000..901a379
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b48_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,48,1073479681,30,0,0,192,0,20,300,0.207744,0.081480,0.218528,589103.908205,94534.397620,2412969608.007595,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b48_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b48_td6.csv
new file mode 100644
index 0000000..430e279
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b48_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,48,1073479681,30,0,0,192,0,20,300,0.204896,0.086808,0.218080,552945.118760,94157.545151,2264863206.440424,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b496_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b496_td12.csv
new file mode 100644
index 0000000..6a030de
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b496_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,496,1073479681,30,0,0,192,0,20,300,1.384320,0.295598,1.315680,1677954.179334,165576.282995,6872900318.553429,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b496_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b496_td16.csv
new file mode 100644
index 0000000..1b23f92
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b496_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,496,1073479681,30,0,0,192,0,20,300,1.380096,0.304923,1.307232,1626638.589270,165761.479932,6662711661.651320,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b496_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b496_td6.csv
new file mode 100644
index 0000000..7cf4c05
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b496_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,496,1073479681,30,0,0,192,0,20,300,1.375168,0.223440,1.308896,2219833.166642,170593.051095,9092436650.567373,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b512_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b512_td12.csv
new file mode 100644
index 0000000..9e25dd3
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b512_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,300,1.419584,0.297820,1.369728,1719158.352902,165849.718815,7041672613.485229,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b512_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b512_td16.csv
new file mode 100644
index 0000000..a7a5715
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b512_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,300,1.426560,0.307118,1.371648,1667111.347972,164878.016249,6828488081.291996,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b512_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b512_td6.csv
new file mode 100644
index 0000000..7baa645
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b512_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,300,1.416000,0.224492,1.368928,2280709.739442,170132.479834,9341787092.752512,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b528_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b528_td12.csv
new file mode 100644
index 0000000..ad1f786
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b528_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,528,1073479681,30,0,0,192,0,20,300,1.465568,0.302421,1.393600,1745908.589007,167004.615643,7151241580.572149,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b528_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b528_td16.csv
new file mode 100644
index 0000000..dbe2d08
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b528_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,528,1073479681,30,0,0,192,0,20,300,1.476736,0.309654,1.409536,1705127.979927,165210.326695,6984204205.782525,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b528_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b528_td6.csv
new file mode 100644
index 0000000..ba8bf8b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b528_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,528,1073479681,30,0,0,192,0,20,300,1.488480,0.228717,1.399200,2308527.506208,169426.415616,9455728665.429623,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b544_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b544_td12.csv
new file mode 100644
index 0000000..940bc48
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b544_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,544,1073479681,30,0,0,192,0,20,300,1.509216,0.303473,1.425120,1792583.355626,168014.873545,7342421424.642919,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b544_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b544_td16.csv
new file mode 100644
index 0000000..93a7f60
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b544_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,544,1073479681,30,0,0,192,0,20,300,1.509600,0.310863,1.422400,1749969.777817,167753.024129,7167876209.938341,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b544_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b544_td6.csv
new file mode 100644
index 0000000..b7030cf
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b544_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,544,1073479681,30,0,0,192,0,20,300,1.535744,0.235005,1.425728,2314848.560608,170187.392843,9481619704.248524,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b560_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b560_td12.csv
new file mode 100644
index 0000000..f78a875
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b560_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,560,1073479681,30,0,0,192,0,20,300,1.551872,0.304043,1.465568,1841846.755419,168599.406536,7544204310.195110,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b560_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b560_td16.csv
new file mode 100644
index 0000000..7714584
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b560_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,560,1073479681,30,0,0,192,0,20,300,1.553152,0.311743,1.461952,1796350.673839,168327.544710,7357852360.044067,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b560_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b560_td6.csv
new file mode 100644
index 0000000..eff3b0d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b560_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,560,1073479681,30,0,0,192,0,20,300,1.572448,0.238165,1.462048,2351307.769722,171114.555119,9630956624.779884,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b576_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b576_td12.csv
new file mode 100644
index 0000000..41c0f60
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b576_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,576,1073479681,30,0,0,192,0,20,300,1.587296,0.304725,1.523584,1890226.730352,168637.748873,7742368687.521014,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b576_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b576_td16.csv
new file mode 100644
index 0000000..d701224
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b576_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,576,1073479681,30,0,0,192,0,20,300,1.596352,0.312914,1.529088,1840761.803752,167522.021411,7539760348.167068,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b576_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b576_td6.csv
new file mode 100644
index 0000000..d29c91d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b576_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,576,1073479681,30,0,0,192,0,20,300,1.622688,0.240534,1.531840,2394669.999757,169658.157843,9808568319.005306,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b592_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b592_td12.csv
new file mode 100644
index 0000000..206bd6f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b592_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,592,1073479681,30,0,0,192,0,20,300,1.638976,0.305295,1.552096,1939105.864382,169318.593621,7942577620.508840,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b592_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b592_td16.csv
new file mode 100644
index 0000000..704ba79
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b592_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,592,1073479681,30,0,0,192,0,20,300,1.639488,0.313730,1.554240,1886974.658550,168783.219956,7729048201.421446,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b592_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b592_td6.csv
new file mode 100644
index 0000000..edd07b2
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b592_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,592,1073479681,30,0,0,192,0,20,300,1.662432,0.241753,1.554496,2448782.811721,171163.527490,10030214396.807446,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b608_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b608_td12.csv
new file mode 100644
index 0000000..fd90620
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b608_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,608,1073479681,30,0,0,192,0,20,300,1.681088,0.305254,1.582912,1991781.282908,170343.702717,8158336134.790275,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b608_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b608_td16.csv
new file mode 100644
index 0000000..c4ed3c8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b608_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,608,1073479681,30,0,0,192,0,20,300,1.675360,0.313900,1.579904,1936920.233834,170347.999668,7933625277.786075,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b608_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b608_td6.csv
new file mode 100644
index 0000000..6783fd1
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b608_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,608,1073479681,30,0,0,192,0,20,300,1.698272,0.242534,1.571808,2506860.738394,173090.448732,10268101584.463064,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b624_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b624_td12.csv
new file mode 100644
index 0000000..48fc15e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b624_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,624,1073479681,30,0,0,192,0,20,300,1.723392,0.306470,1.618400,2036091.286433,171040.368665,8339829909.229349,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b624_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b624_td16.csv
new file mode 100644
index 0000000..2c5ff20
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b624_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,624,1073479681,30,0,0,192,0,20,300,1.729184,0.315211,1.619744,1979625.609049,170299.211994,8108546494.665932,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b624_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b624_td6.csv
new file mode 100644
index 0000000..4f85cab
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b624_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,624,1073479681,30,0,0,192,0,20,300,1.727904,0.243296,1.619680,2564781.644767,173773.580280,10505345616.964090,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b640_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b640_td12.csv
new file mode 100644
index 0000000..1f65c14
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b640_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,640,1073479681,30,0,0,192,0,20,300,1.761632,0.308231,1.684256,2076366.034937,170479.423862,8504795279.103428,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b640_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b640_td16.csv
new file mode 100644
index 0000000..9d66490
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b640_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,640,1073479681,30,0,0,192,0,20,300,1.773184,0.316440,1.680096,2022500.975470,169773.888315,8284163995.524188,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b640_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b640_td6.csv
new file mode 100644
index 0000000..178d12d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b640_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,640,1073479681,30,0,0,192,0,20,300,1.770592,0.244753,1.677824,2614880.454914,173292.906460,10710550343.325764,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b64_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b64_td12.csv
new file mode 100644
index 0000000..054c710
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b64_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,64,1073479681,30,0,0,192,0,20,300,0.280640,0.079937,0.264064,800631.953399,102458.872940,3279388481.123630,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b64_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b64_td16.csv
new file mode 100644
index 0000000..039876d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b64_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,64,1073479681,30,0,0,192,0,20,300,0.276096,0.081524,0.261024,785044.396655,103452.060053,3215541848.698768,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b64_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b64_td6.csv
new file mode 100644
index 0000000..3e12c34
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b64_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,64,1073479681,30,0,0,192,0,20,300,0.279616,0.086842,0.263008,736970.333244,101673.477603,3018630484.965519,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b80_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b80_td12.csv
new file mode 100644
index 0000000..41cb72d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b80_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,300,0.325952,0.079995,0.295584,1000064.008309,114036.322335,4096262178.035382,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b80_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b80_td16.csv
new file mode 100644
index 0000000..91cf3fb
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b80_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,300,0.320352,0.081562,0.292736,980853.792798,115165.980996,4017577135.298655,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b80_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b80_td6.csv
new file mode 100644
index 0000000..5446a0c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b80_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,300,0.319776,0.086897,0.288896,920633.953153,115013.811510,3770916672.114632,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b96_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b96_td12.csv
new file mode 100644
index 0000000..57338e7
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b96_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,96,1073479681,30,0,0,192,0,20,300,0.360704,0.090545,0.316416,1060240.456961,125054.467415,4342744911.712031,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b96_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b96_td16.csv
new file mode 100644
index 0000000..9820785
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b96_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,96,1073479681,30,0,0,192,0,20,300,0.362720,0.095102,0.318144,1009439.438226,123716.713894,4134663938.972203,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b96_td6.csv b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b96_td6.csv
new file mode 100644
index 0000000..13b5e5d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w32_n12_b96_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,96,1073479681,30,0,0,192,0,20,300,0.362592,0.095177,0.323072,1008642.917414,122944.302772,4131401389.726230,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b112_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b112_td10.csv
new file mode 100644
index 0000000..f16d5fc
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b112_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,112,1152921504606584833,60,0,0,160,0,20,300,0.225856,0.039509,0.221856,2834773.193977,229874.989657,2902807750.632348,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b112_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b112_td5.csv
new file mode 100644
index 0000000..4b63120
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b112_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,112,1152921504606584833,60,0,0,160,0,20,300,0.217920,0.038574,0.259072,2903504.326269,217236.941200,2973188430.099328,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b112_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b112_td9.csv
new file mode 100644
index 0000000..91a876b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b112_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,112,1152921504606584833,60,0,0,160,0,20,300,0.216672,0.040243,0.247040,2783078.814171,222241.973640,2849872705.710849,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b128_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b128_td10.csv
new file mode 100644
index 0000000..d1522c2
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b128_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,128,1152921504606584833,60,0,0,160,0,20,300,0.271744,0.039680,0.251872,3225806.419535,227233.987628,3303225773.603934,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b128_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b128_td5.csv
new file mode 100644
index 0000000..3f2e8be
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b128_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,128,1152921504606584833,60,0,0,160,0,20,300,0.277312,0.038864,0.282144,3293518.617340,213932.261358,3372563064.156621,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b128_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b128_td9.csv
new file mode 100644
index 0000000..8faf9c8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b128_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,128,1152921504606584833,60,0,0,160,0,20,300,0.266272,0.040277,0.248960,3177965.907639,230419.165012,3254237089.422778,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b144_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b144_td10.csv
new file mode 100644
index 0000000..4b0d3fd
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b144_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,144,1152921504606584833,60,0,0,160,0,20,300,0.287360,0.039707,0.264416,3626536.567316,243455.720666,3713573444.931624,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b144_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b144_td5.csv
new file mode 100644
index 0000000..935347e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b144_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,144,1152921504606584833,60,0,0,160,0,20,300,0.288864,0.038905,0.297440,3701307.227213,230322.923742,3790138600.665982,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b144_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b144_td9.csv
new file mode 100644
index 0000000..c2c76ee
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b144_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,144,1152921504606584833,60,0,0,160,0,20,300,0.289216,0.040281,0.265600,3574909.104227,241977.459135,3660706922.728105,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b160_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b160_td10.csv
new file mode 100644
index 0000000..4a14f06
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b160_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,300,0.313824,0.039704,0.314048,4029831.390383,239673.127338,4126547343.752301,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b160_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b160_td5.csv
new file mode 100644
index 0000000..df1674e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b160_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,300,0.310944,0.038987,0.267360,4103922.324724,259197.004102,4202416460.517291,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b160_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b160_td9.csv
new file mode 100644
index 0000000..110bbd4
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b160_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,300,0.310784,0.040301,0.275520,3970102.539424,255344.180120,4065385000.370669,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b16_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b16_td10.csv
new file mode 100644
index 0000000..790b86c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b16_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,300,0.037888,0.036332,0.046976,440388.957770,132018.079883,450958292.756813,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b16_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b16_td5.csv
new file mode 100644
index 0000000..cbd164c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b16_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,300,0.037120,0.034444,0.050560,464522.818519,131014.433294,475671366.163251,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b16_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b16_td9.csv
new file mode 100644
index 0000000..d91f078
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b16_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,300,0.037792,0.037059,0.050912,431749.121592,127223.873838,442111100.510654,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b176_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b176_td10.csv
new file mode 100644
index 0000000..b4934a9
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b176_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,176,1152921504606584833,60,0,0,160,0,20,300,0.333248,0.040506,0.290784,4345032.338617,264845.644832,4449313114.744123,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b176_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b176_td5.csv
new file mode 100644
index 0000000..2c15139
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b176_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,176,1152921504606584833,60,0,0,160,0,20,300,0.316192,0.042520,0.295264,4139238.966143,269123.066965,4238580701.330936,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b176_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b176_td9.csv
new file mode 100644
index 0000000..a108a0d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b176_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,176,1152921504606584833,60,0,0,160,0,20,300,0.330176,0.041134,0.276160,4278690.379851,271827.232809,4381378948.967772,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b192_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b192_td10.csv
new file mode 100644
index 0000000..bf8a59f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b192_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,192,1152921504606584833,60,0,0,160,0,20,300,0.356832,0.036779,0.331008,5220417.716819,264966.958472,5345707742.022292,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b192_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b192_td5.csv
new file mode 100644
index 0000000..fd0b80b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b192_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,192,1152921504606584833,60,0,0,160,0,20,300,0.352192,0.038383,0.341472,5002223.313217,262278.260728,5122276672.734084,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b192_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b192_td9.csv
new file mode 100644
index 0000000..f074186
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b192_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,192,1152921504606584833,60,0,0,160,0,20,300,0.358080,0.037199,0.335808,5161497.573957,262622.816985,5285373515.732473,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b1_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b1_td10.csv
new file mode 100644
index 0000000..44de771
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b1_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,300,0.009216,0.036103,0.019520,27698.661446,15422.857525,28363429.320733,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b1_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b1_td5.csv
new file mode 100644
index 0000000..94351b7
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b1_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,300,0.009216,0.034215,0.021728,29226.731262,15347.014527,29928172.812125,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b1_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b1_td9.csv
new file mode 100644
index 0000000..5794254
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b1_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,300,0.008192,0.036724,0.021120,27230.109683,15143.242826,27883632.315477,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b208_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b208_td10.csv
new file mode 100644
index 0000000..2dd6b68
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b208_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,208,1152921504606584833,60,0,0,160,0,20,300,0.374368,0.036929,0.345440,5632451.931168,274864.367041,5767630777.516505,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b208_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b208_td5.csv
new file mode 100644
index 0000000..38c0d39
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b208_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,208,1152921504606584833,60,0,0,160,0,20,300,0.372032,0.038410,0.355232,5415222.234130,271656.001898,5545187567.749179,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b208_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b208_td9.csv
new file mode 100644
index 0000000..0dfebb5
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b208_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,208,1152921504606584833,60,0,0,160,0,20,300,0.371360,0.037301,0.351584,5576271.900829,273596.048340,5710102426.448479,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b224_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b224_td10.csv
new file mode 100644
index 0000000..425fb9a
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b224_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,224,1152921504606584833,60,0,0,160,0,20,300,0.387072,0.036946,0.370080,6062915.670987,282081.084382,6208425647.090449,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b224_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b224_td5.csv
new file mode 100644
index 0000000..dfbf989
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b224_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,224,1152921504606584833,60,0,0,160,0,20,300,0.387520,0.038397,0.367296,5833852.039851,282395.924176,5973864488.806982,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b224_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b224_td9.csv
new file mode 100644
index 0000000..f108793
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b224_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,224,1152921504606584833,60,0,0,160,0,20,300,0.391776,0.037291,0.349344,6006865.055293,287765.848071,6151029816.620491,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b240_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b240_td10.csv
new file mode 100644
index 0000000..5354fba
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b240_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,240,1152921504606584833,60,0,0,160,0,20,300,0.412256,0.036977,0.388160,6490584.469366,286603.906999,6646358496.631166,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b240_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b240_td5.csv
new file mode 100644
index 0000000..af1892e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b240_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,240,1152921504606584833,60,0,0,160,0,20,300,0.415328,0.038390,0.376352,6251667.554894,289132.323559,6401707576.211246,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b240_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b240_td9.csv
new file mode 100644
index 0000000..4fbfe44
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b240_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,240,1152921504606584833,60,0,0,160,0,20,300,0.415616,0.037332,0.397920,6428865.465498,282065.021165,6583158236.670269,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b256_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b256_td10.csv
new file mode 100644
index 0000000..4871504
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b256_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,300,0.425088,0.040397,0.406976,6337135.865373,293422.924745,6489227126.141778,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b256_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b256_td5.csv
new file mode 100644
index 0000000..9536c2b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b256_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,300,0.430016,0.045558,0.411776,5619240.315445,288499.537226,5754102083.015913,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b256_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b256_td9.csv
new file mode 100644
index 0000000..d3642f9
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b256_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,300,0.426976,0.040946,0.432224,6252084.163956,284398.199231,6402134183.891099,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b272_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b272_td10.csv
new file mode 100644
index 0000000..19bb81f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b272_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,272,1152921504606584833,60,0,0,160,0,20,300,0.450400,0.040711,0.415552,6681268.973292,300001.274679,6841619428.651117,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b272_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b272_td5.csv
new file mode 100644
index 0000000..1a57010
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b272_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,272,1152921504606584833,60,0,0,160,0,20,300,0.456864,0.046350,0.427008,5868436.711143,292403.427389,6009279192.210187,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b272_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b272_td9.csv
new file mode 100644
index 0000000..e5063ac
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b272_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,272,1152921504606584833,60,0,0,160,0,20,300,0.448960,0.040533,0.416704,6710526.202638,300155.372572,6871578831.500956,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b288_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b288_td10.csv
new file mode 100644
index 0000000..427a292
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b288_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,288,1152921504606584833,60,0,0,160,0,20,300,0.475776,0.040960,0.434848,7031250.177624,302653.261388,7200000181.887303,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b288_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b288_td5.csv
new file mode 100644
index 0000000..f1b69ea
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b288_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,288,1152921504606584833,60,0,0,160,0,20,300,0.465824,0.046479,0.424256,6196298.841650,307508.537108,6345010013.849166,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b288_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b288_td9.csv
new file mode 100644
index 0000000..22a107b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b288_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,288,1152921504606584833,60,0,0,160,0,20,300,0.465376,0.040769,0.430080,7064216.817460,307618.414576,7233758021.078774,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b304_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b304_td10.csv
new file mode 100644
index 0000000..1c32fd4
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b304_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,304,1152921504606584833,60,0,0,160,0,20,300,0.484672,0.046500,0.436832,6537656.775092,314048.333956,6694560537.694699,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b304_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b304_td5.csv
new file mode 100644
index 0000000..0afa3d1
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b304_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,304,1152921504606584833,60,0,0,160,0,20,300,0.487840,0.052535,0.448256,5786660.988858,307496.046614,5925540852.590097,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b304_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b304_td9.csv
new file mode 100644
index 0000000..045ec6f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b304_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,304,1152921504606584833,60,0,0,160,0,20,300,0.485312,0.046186,0.438784,6582107.679762,313311.029846,6740078264.076446,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b320_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b320_td10.csv
new file mode 100644
index 0000000..bcbeabe
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b320_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,320,1152921504606584833,60,0,0,160,0,20,300,0.500992,0.041120,0.443936,7782020.055660,324527.674123,7968788536.995361,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b320_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b320_td5.csv
new file mode 100644
index 0000000..10346c1
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b320_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,320,1152921504606584833,60,0,0,160,0,20,300,0.501856,0.046394,0.444000,6897439.506425,322499.349797,7062978054.579638,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b320_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b320_td9.csv
new file mode 100644
index 0000000..6dbcf97
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b320_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,320,1152921504606584833,60,0,0,160,0,20,300,0.503360,0.040875,0.449664,7828810.581351,321964.422825,8016702035.303921,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b32_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b32_td10.csv
new file mode 100644
index 0000000..a6ad86d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b32_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,32,1152921504606584833,60,0,0,160,0,20,300,0.067104,0.036338,0.079232,880612.495976,175175.122251,901747195.879645,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b32_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b32_td5.csv
new file mode 100644
index 0000000..a5767b8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b32_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,32,1152921504606584833,60,0,0,160,0,20,300,0.068448,0.034458,0.085568,928677.519843,169785.047963,950965780.319714,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b32_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b32_td9.csv
new file mode 100644
index 0000000..da3b1e2
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b32_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,32,1152921504606584833,60,0,0,160,0,20,300,0.068608,0.037086,0.088960,862862.361456,164394.369440,883571058.131249,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b336_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b336_td10.csv
new file mode 100644
index 0000000..d6a9aca
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b336_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,336,1152921504606584833,60,0,0,160,0,20,300,0.521824,0.070519,0.476320,4764641.616454,314411.420706,4878993015.249188,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b336_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b336_td5.csv
new file mode 100644
index 0000000..c362850
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b336_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,336,1152921504606584833,60,0,0,160,0,20,300,0.525568,0.068618,0.475392,4896657.360042,314142.510659,5014177136.683336,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b336_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b336_td9.csv
new file mode 100644
index 0000000..2f4d961
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b336_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,336,1152921504606584833,60,0,0,160,0,20,300,0.521472,0.069383,0.473760,4842697.091460,315607.106747,4958921821.655308,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b352_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b352_td10.csv
new file mode 100644
index 0000000..a71c2b2
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b352_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,352,1152921504606584833,60,0,0,160,0,20,300,0.542752,0.072428,0.509504,4860031.193727,312976.921259,4976671942.376637,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b352_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b352_td5.csv
new file mode 100644
index 0000000..ffdc06a
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b352_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,352,1152921504606584833,60,0,0,160,0,20,300,0.540096,0.069861,0.500384,5038598.470396,317019.824918,5159524833.685417,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b352_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b352_td9.csv
new file mode 100644
index 0000000..ada229f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b352_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,352,1152921504606584833,60,0,0,160,0,20,300,0.540256,0.072274,0.504128,4870359.541967,315226.347559,4987248170.974478,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b368_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b368_td10.csv
new file mode 100644
index 0000000..34f3a15
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b368_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,368,1152921504606584833,60,0,0,160,0,20,300,0.559392,0.071305,0.528192,5160962.430979,317545.651277,5284825529.322911,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b368_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b368_td5.csv
new file mode 100644
index 0000000..a6cd71b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b368_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,368,1152921504606584833,60,0,0,160,0,20,300,0.559744,0.071253,0.531584,5164670.935415,316536.987811,5288623037.864539,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b368_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b368_td9.csv
new file mode 100644
index 0000000..6fa56de
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b368_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,368,1152921504606584833,60,0,0,160,0,20,300,0.556320,0.075114,0.530400,4899232.205983,316740.655919,5016813778.926669,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b384_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b384_td10.csv
new file mode 100644
index 0000000..84110ca
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b384_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,384,1152921504606584833,60,0,0,160,0,20,300,0.578752,0.071762,0.562720,5351027.319102,316509.453811,5479451974.760900,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b384_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b384_td5.csv
new file mode 100644
index 0000000..503c645
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b384_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,384,1152921504606584833,60,0,0,160,0,20,300,0.577536,0.071373,0.567584,5380200.892845,315661.556861,5509325714.272829,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b384_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b384_td9.csv
new file mode 100644
index 0000000..8b32a54
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b384_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,384,1152921504606584833,60,0,0,160,0,20,300,0.579488,0.076762,0.560992,5002445.679956,315467.148596,5122504376.275299,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b400_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b400_td10.csv
new file mode 100644
index 0000000..56c1658
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b400_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,400,1152921504606584833,60,0,0,160,0,20,300,0.611616,0.073916,0.577440,5411567.653502,316713.333042,5541445277.186260,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b400_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b400_td5.csv
new file mode 100644
index 0000000..5c57c15
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b400_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,400,1152921504606584833,60,0,0,160,0,20,300,0.599968,0.072803,0.571616,5494279.785645,321443.409280,5626142500.500438,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b400_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b400_td9.csv
new file mode 100644
index 0000000..e948d01
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b400_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,400,1152921504606584833,60,0,0,160,0,20,300,0.600864,0.079681,0.575424,5020026.605993,318479.233308,5140507244.536790,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b416_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b416_td10.csv
new file mode 100644
index 0000000..0551f01
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b416_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,416,1152921504606584833,60,0,0,160,0,20,300,0.619680,0.076087,0.580000,5467453.431846,326078.458316,5598672314.210140,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b416_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b416_td5.csv
new file mode 100644
index 0000000..d859e33
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b416_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,416,1152921504606584833,60,0,0,160,0,20,300,0.619360,0.074325,0.578944,5597015.134560,326882.283270,5731343497.789896,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b416_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b416_td9.csv
new file mode 100644
index 0000000..536ee8f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b416_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,416,1152921504606584833,60,0,0,160,0,20,300,0.629472,0.081831,0.587040,5083632.222835,320408.328752,5205639396.182808,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b432_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b432_td10.csv
new file mode 100644
index 0000000..e163fda
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b432_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,432,1152921504606584833,60,0,0,160,0,20,300,0.638624,0.077947,0.597344,5542236.016507,328788.423797,5675249680.902991,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b432_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b432_td5.csv
new file mode 100644
index 0000000..8662f24
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b432_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,432,1152921504606584833,60,0,0,160,0,20,300,0.639936,0.075554,0.590336,5717754.753122,330825.054648,5854980867.196597,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b432_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b432_td9.csv
new file mode 100644
index 0000000..77d8db7
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b432_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,432,1152921504606584833,60,0,0,160,0,20,300,0.645984,0.082770,0.598592,5219287.209663,325461.509259,5344550102.694607,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b448_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b448_td10.csv
new file mode 100644
index 0000000..de87b35
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b448_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,448,1152921504606584833,60,0,0,160,0,20,300,0.661600,0.081644,0.603296,5487269.915414,332704.687350,5618964393.384308,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b448_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b448_td5.csv
new file mode 100644
index 0000000..e468d5f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b448_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,448,1152921504606584833,60,0,0,160,0,20,300,0.661856,0.076343,0.602016,5868282.277750,334274.829259,6009121052.416174,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b448_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b448_td9.csv
new file mode 100644
index 0000000..3897460
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b448_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,448,1152921504606584833,60,0,0,160,0,20,300,0.660032,0.083487,0.608416,5366122.840438,331376.947913,5494909788.608669,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b464_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b464_td10.csv
new file mode 100644
index 0000000..e8af269
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b464_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,464,1152921504606584833,60,0,0,160,0,20,300,0.681216,0.083152,0.630560,5580128.149444,332633.609244,5714051225.030848,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b464_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b464_td5.csv
new file mode 100644
index 0000000..071b85d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b464_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b464_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b464_td9.csv
new file mode 100644
index 0000000..bc09ffd
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b464_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,464,1152921504606584833,60,0,0,160,0,20,300,0.682944,0.084009,0.631744,5523220.254336,331737.326747,5655777540.439743,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b480_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b480_td10.csv
new file mode 100644
index 0000000..db2819b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b480_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,480,1152921504606584833,60,0,0,160,0,20,300,0.704608,0.084139,0.663776,5704867.990962,330459.557718,5841784822.744838,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b480_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b480_td5.csv
new file mode 100644
index 0000000..15398c0
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b480_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,480,1152921504606584833,60,0,0,160,0,20,300,0.711648,0.081244,0.666112,5908117.272963,328991.525063,6049912087.513983,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b480_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b480_td9.csv
new file mode 100644
index 0000000..b236d9f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b480_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,480,1152921504606584833,60,0,0,160,0,20,300,0.710272,0.085067,0.665536,5642604.924786,328570.185084,5778027442.980572,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b48_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b48_td10.csv
new file mode 100644
index 0000000..6811db6
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b48_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,48,1152921504606584833,60,0,0,160,0,20,300,0.097152,0.036396,0.109184,1318812.726655,197748.654528,1350464232.094793,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b48_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b48_td5.csv
new file mode 100644
index 0000000..1b1dd7d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b48_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,48,1152921504606584833,60,0,0,160,0,20,300,0.096864,0.034546,0.109024,1389437.850624,199638.696729,1422784359.039082,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b48_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b48_td9.csv
new file mode 100644
index 0000000..938d8ad
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b48_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,48,1152921504606584833,60,0,0,160,0,20,300,0.096960,0.037158,0.109056,1291796.801072,197389.888165,1322799924.297424,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b496_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b496_td10.csv
new file mode 100644
index 0000000..54907a9
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b496_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,496,1152921504606584833,60,0,0,160,0,20,300,0.720704,0.085139,0.687328,5825782.642768,332179.016726,5965601426.194304,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b496_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b496_td5.csv
new file mode 100644
index 0000000..5f70c88
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b496_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,496,1152921504606584833,60,0,0,160,0,20,300,0.721024,0.081923,0.690208,6054434.905678,332182.434520,6199741343.414237,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b496_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b496_td9.csv
new file mode 100644
index 0000000..2343b1c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b496_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,496,1152921504606584833,60,0,0,160,0,20,300,0.724672,0.085555,0.694400,5797426.974637,329649.756990,5936565222.027926,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b512_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b512_td10.csv
new file mode 100644
index 0000000..cc6fb67
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b512_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,300,0.746912,0.085531,0.719232,5986112.560505,329965.934916,6129779261.957225,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b512_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b512_td5.csv
new file mode 100644
index 0000000..d6a2043
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b512_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,300,0.753632,0.082186,0.743008,6229752.966113,324291.538218,6379267037.299661,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b512_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b512_td9.csv
new file mode 100644
index 0000000..7b47df1
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b512_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,300,0.742240,0.086893,0.721184,5892288.685931,330254.983279,6033703614.393071,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b528_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b528_td10.csv
new file mode 100644
index 0000000..9c56e35
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b528_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,528,1152921504606584833,60,0,0,160,0,20,300,0.771424,0.085654,0.733952,6164321.788442,331860.456803,6312265511.364124,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b528_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b528_td5.csv
new file mode 100644
index 0000000..8f57491
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b528_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,528,1152921504606584833,60,0,0,160,0,20,300,0.765248,0.083791,0.739584,6301430.094207,332363.408616,6452664416.468147,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b528_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b528_td9.csv
new file mode 100644
index 0000000..fd9c7c8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b528_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,528,1152921504606584833,60,0,0,160,0,20,300,0.768480,0.085873,0.741248,6148640.931906,330909.867763,6296208314.271411,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b544_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b544_td10.csv
new file mode 100644
index 0000000..e779b81
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b544_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,544,1152921504606584833,60,0,0,160,0,20,300,0.789760,0.085825,0.753600,6338490.197033,333909.316765,6490613961.762157,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b544_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b544_td5.csv
new file mode 100644
index 0000000..a7af465
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b544_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,544,1152921504606584833,60,0,0,160,0,20,300,0.789856,0.084453,0.740992,6441475.818234,336779.394975,6596071237.871842,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b544_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b544_td9.csv
new file mode 100644
index 0000000..a22a530
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b544_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,544,1152921504606584833,60,0,0,160,0,20,300,0.787872,0.086118,0.747968,6316884.654010,335397.004264,6468489885.706732,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b560_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b560_td10.csv
new file mode 100644
index 0000000..6943e32
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b560_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,560,1152921504606584833,60,0,0,160,0,20,300,0.805280,0.086357,0.747648,6484683.837064,341612.273587,6640316249.153523,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b560_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b560_td5.csv
new file mode 100644
index 0000000..02be069
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b560_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,560,1152921504606584833,60,0,0,160,0,20,300,0.805888,0.086955,0.752544,6440137.830495,340345.536498,6594701138.427110,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b560_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b560_td9.csv
new file mode 100644
index 0000000..2f4508c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b560_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,560,1152921504606584833,60,0,0,160,0,20,300,0.804768,0.086671,0.753120,6461188.575474,340516.738476,6616257101.285645,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b576_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b576_td10.csv
new file mode 100644
index 0000000..ea7a4ef
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b576_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,576,1152921504606584833,60,0,0,160,0,20,300,0.830048,0.086746,0.760288,6640040.853010,343453.591110,6799401833.482207,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b576_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b576_td5.csv
new file mode 100644
index 0000000..4ce7f9b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b576_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,576,1152921504606584833,60,0,0,160,0,20,300,0.830112,0.088945,0.766176,6475938.561965,341792.580618,6631361087.452641,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b576_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b576_td9.csv
new file mode 100644
index 0000000..fa032ee
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b576_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,576,1152921504606584833,60,0,0,160,0,20,300,0.829120,0.088166,0.763456,6533100.986742,342705.706081,6689895410.423328,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b592_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b592_td10.csv
new file mode 100644
index 0000000..be56a27
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b592_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,592,1152921504606584833,60,0,0,160,0,20,300,0.851264,0.087146,0.794048,6793212.214273,341711.060311,6956249307.415295,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b592_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b592_td5.csv
new file mode 100644
index 0000000..22d7519
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b592_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,592,1152921504606584833,60,0,0,160,0,20,300,0.850368,0.090515,0.802304,6540368.928428,339607.890469,6697337782.710510,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b592_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b592_td9.csv
new file mode 100644
index 0000000..1a81bf0
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b592_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,592,1152921504606584833,60,0,0,160,0,20,300,0.846912,0.088399,0.791424,6696945.553964,342843.671704,6857672247.258936,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b608_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b608_td10.csv
new file mode 100644
index 0000000..6840d67
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b608_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,608,1152921504606584833,60,0,0,160,0,20,300,0.870880,0.088402,0.830592,6877678.589781,339688.733457,7042742875.935443,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b608_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b608_td5.csv
new file mode 100644
index 0000000..b791ff4
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b608_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,608,1152921504606584833,60,0,0,160,0,20,300,0.871776,0.091122,0.825312,6672348.102579,340004.743245,6832484457.041132,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b608_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b608_td9.csv
new file mode 100644
index 0000000..88331eb
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b608_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,608,1152921504606584833,60,0,0,160,0,20,300,0.870400,0.087757,0.824704,6928238.223518,341024.941368,7094515940.882885,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b624_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b624_td10.csv
new file mode 100644
index 0000000..7333e64
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b624_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,624,1152921504606584833,60,0,0,160,0,20,300,0.899520,0.088098,0.845152,7083010.638995,340468.228539,7253002894.331019,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b624_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b624_td5.csv
new file mode 100644
index 0000000..5098be9
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b624_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,624,1152921504606584833,60,0,0,160,0,20,300,0.890944,0.092495,0.855840,6746346.342390,339263.458970,6908258654.606911,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b624_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b624_td9.csv
new file mode 100644
index 0000000..bbdf6ab
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b624_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,624,1152921504606584833,60,0,0,160,0,20,300,0.886656,0.089088,0.850976,7004310.316748,341595.870122,7172413764.349463,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b640_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b640_td10.csv
new file mode 100644
index 0000000..962f71e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b640_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,640,1152921504606584833,60,0,0,160,0,20,300,0.919648,0.088750,0.906048,7211261.164318,334300.354429,7384331432.261396,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b640_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b640_td5.csv
new file mode 100644
index 0000000..28530a7
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b640_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,640,1152921504606584833,60,0,0,160,0,20,300,0.913568,0.094191,0.891360,6794709.224177,336998.377166,6957782245.556966,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b640_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b640_td9.csv
new file mode 100644
index 0000000..5626afe
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b640_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,640,1152921504606584833,60,0,0,160,0,20,300,0.912224,0.088699,0.888672,7215423.174352,338696.938891,7388593330.536180,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b64_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b64_td10.csv
new file mode 100644
index 0000000..09ab702
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b64_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,64,1152921504606584833,60,0,0,160,0,20,300,0.120096,0.036451,0.131616,1755782.417453,222096.536999,1797921195.471682,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b64_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b64_td5.csv
new file mode 100644
index 0000000..3936b92
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b64_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,64,1152921504606584833,60,0,0,160,0,20,300,0.121568,0.034580,0.148704,1850755.091635,209937.600082,1895173213.834403,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b64_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b64_td9.csv
new file mode 100644
index 0000000..0523e9c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b64_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,64,1152921504606584833,60,0,0,160,0,20,300,0.121728,0.037243,0.152992,1718449.353121,205152.615351,1759692137.595827,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b80_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b80_td10.csv
new file mode 100644
index 0000000..f1c4224
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b80_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,300,0.152096,0.036502,0.166528,2191649.550578,225272.035809,2244249139.792178,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b80_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b80_td5.csv
new file mode 100644
index 0000000..db298fa
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b80_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,300,0.150144,0.034737,0.188000,2302987.094059,214545.381269,2358258784.315976,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b80_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b80_td9.csv
new file mode 100644
index 0000000..d2d1a6c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b80_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,300,0.148320,0.037311,0.179168,2144131.298714,219298.754750,2195590449.883607,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b96_td10.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b96_td10.csv
new file mode 100644
index 0000000..47d7814
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b96_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,96,1152921504606584833,60,0,0,160,0,20,300,0.179392,0.039448,0.211168,2433590.086062,223251.715679,2491996248.127599,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b96_td5.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b96_td5.csv
new file mode 100644
index 0000000..f5bd7f1
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b96_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,96,1152921504606584833,60,0,0,160,0,20,300,0.180832,0.038564,0.198400,2489378.645200,229777.297434,2549123732.684486,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b96_td9.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b96_td9.csv
new file mode 100644
index 0000000..961a016
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n10_b96_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,96,1152921504606584833,60,0,0,160,0,20,300,0.182400,0.040267,0.218208,2384080.822158,217748.748394,2441298761.889757,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b112_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b112_td11.csv
new file mode 100644
index 0000000..2e0b741
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b112_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,112,1152921504606584833,60,0,0,192,0,20,300,0.670592,0.151726,0.608512,738172.432501,78276.241895,3023554283.522441,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b112_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b112_td12.csv
new file mode 100644
index 0000000..54f008d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b112_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,112,1152921504606584833,60,0,0,192,0,20,300,0.672096,0.147582,0.617312,758898.632483,77940.678088,3108448798.649446,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b112_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b112_td16.csv
new file mode 100644
index 0000000..795dcb1
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b112_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,112,1152921504606584833,60,0,0,192,0,20,300,0.673408,0.159153,0.617344,703723.173864,77246.414449,2882450120.145572,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b128_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b128_td11.csv
new file mode 100644
index 0000000..5bdf9d1
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b128_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,128,1152921504606584833,60,0,0,192,0,20,300,0.743840,0.158317,0.720480,808503.316442,78883.929110,3311629584.145835,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b128_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b128_td12.csv
new file mode 100644
index 0000000..b78b53e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b128_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,128,1152921504606584833,60,0,0,192,0,20,300,0.745984,0.151825,0.723520,843075.518942,78947.576058,3453237325.586270,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b128_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b128_td16.csv
new file mode 100644
index 0000000..889b9fa
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b128_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,128,1152921504606584833,60,0,0,192,0,20,300,0.742464,0.166656,0.717088,768049.144075,78710.718798,3145929294.129923,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b144_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b144_td11.csv
new file mode 100644
index 0000000..a7bdfb3
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b144_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,144,1152921504606584833,60,0,0,192,0,20,300,0.847424,0.161673,0.760352,890689.331832,81381.288279,3648263503.182220,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b144_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b144_td12.csv
new file mode 100644
index 0000000..ea4d307
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b144_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,144,1152921504606584833,60,0,0,192,0,20,300,0.827904,0.154597,0.766272,931455.838464,82343.463137,3815243114.348997,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b144_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b144_td16.csv
new file mode 100644
index 0000000..b898633
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b144_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,144,1152921504606584833,60,0,0,192,0,20,300,0.829568,0.168527,0.766720,854464.946886,81594.975945,3499888422.446619,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b160_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b160_td11.csv
new file mode 100644
index 0000000..4d3bac1
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b160_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,300,0.911680,0.164069,0.882848,975201.248558,81691.141151,3994424314.092485,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b160_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b160_td12.csv
new file mode 100644
index 0000000..73b5cf0
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b160_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,300,0.913760,0.157495,0.887040,1015907.817407,81703.742402,4161158420.101116,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b160_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b160_td16.csv
new file mode 100644
index 0000000..9cd2a8f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b160_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,300,0.913312,0.171779,0.881728,931427.118558,81349.613663,3815125477.615608,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b16_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b16_td11.csv
new file mode 100644
index 0000000..04c07eb
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b16_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,300,0.121152,0.118863,0.132448,134609.306473,42957.343423,551359719.311477,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b16_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b16_td12.csv
new file mode 100644
index 0000000..dc8204a
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b16_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,300,0.120608,0.113568,0.148672,140884.238066,41791.997029,577061839.119668,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b16_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b16_td16.csv
new file mode 100644
index 0000000..343f6fe
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b16_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,300,0.121120,0.114889,0.152832,139264.391001,41147.883669,570426945.540497,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b176_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b176_td11.csv
new file mode 100644
index 0000000..a102ed8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b176_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,176,1152921504606584833,60,0,0,192,0,20,300,1.006368,0.272616,0.947808,645596.527480,79037.461790,2644363376.558217,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b176_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b176_td12.csv
new file mode 100644
index 0000000..d9ed502
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b176_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,176,1152921504606584833,60,0,0,192,0,20,300,0.996192,0.248791,0.934688,707420.977518,80746.131341,2897596323.913081,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b176_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b176_td16.csv
new file mode 100644
index 0000000..39cbf56
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b176_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,176,1152921504606584833,60,0,0,192,0,20,300,0.993888,0.247439,0.927552,711285.355736,81147.896946,2913424817.093502,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b192_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b192_td11.csv
new file mode 100644
index 0000000..870f314
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b192_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,192,1152921504606584833,60,0,0,192,0,20,300,1.076672,0.252341,1.062368,760875.427830,80288.338637,3116545752.390059,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b192_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b192_td12.csv
new file mode 100644
index 0000000..50ac0ef
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b192_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,192,1152921504606584833,60,0,0,192,0,20,300,1.078624,0.249122,1.057600,770706.280254,80491.461606,3156812923.921470,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b192_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b192_td16.csv
new file mode 100644
index 0000000..2b84046
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b192_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,192,1152921504606584833,60,0,0,192,0,20,300,1.075648,0.251515,1.056416,763374.312439,80551.142100,3126781183.752142,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b1_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b1_td11.csv
new file mode 100644
index 0000000..5123b50
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b1_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,300,0.015360,0.118327,0.025120,8451.183734,6296.966781,34616048.572650,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b1_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b1_td12.csv
new file mode 100644
index 0000000..5a955af
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b1_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,300,0.017408,0.112985,0.025568,8850.752241,6411.869813,36252681.178928,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b1_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b1_td16.csv
new file mode 100644
index 0000000..0358452
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b1_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,300,0.016384,0.113483,0.023680,8811.884678,6512.659603,36093479.639094,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b208_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b208_td11.csv
new file mode 100644
index 0000000..ccaed8b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b208_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,208,1152921504606584833,60,0,0,192,0,20,300,1.172384,0.255283,1.110880,814781.366498,81936.627413,3337344477.174858,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b208_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b208_td12.csv
new file mode 100644
index 0000000..642bd3b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b208_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,208,1152921504606584833,60,0,0,192,0,20,300,1.162336,0.251590,1.109248,826742.072870,82435.853017,3386335530.474802,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b208_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b208_td16.csv
new file mode 100644
index 0000000..10e546b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b208_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,208,1152921504606584833,60,0,0,192,0,20,300,1.162176,0.255904,1.105120,812803.416622,82434.990340,3329242794.481903,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b224_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b224_td11.csv
new file mode 100644
index 0000000..14a2d5f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b224_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,224,1152921504606584833,60,0,0,192,0,20,300,1.248192,0.257789,1.204512,868929.042133,82641.806151,3559133356.577552,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b224_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b224_td12.csv
new file mode 100644
index 0000000..6e60898
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b224_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,224,1152921504606584833,60,0,0,192,0,20,300,1.244736,0.253566,1.209568,883398.166467,82721.835712,3618398889.848504,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b224_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b224_td16.csv
new file mode 100644
index 0000000..a3abec8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b224_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,224,1152921504606584833,60,0,0,192,0,20,300,1.246912,0.260386,1.208416,860260.943095,82482.909466,3523628822.915775,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b240_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b240_td11.csv
new file mode 100644
index 0000000..56d255b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b240_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,240,1152921504606584833,60,0,0,192,0,20,300,1.332192,0.260768,1.249152,920356.761426,84444.234399,3769781294.800180,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b240_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b240_td12.csv
new file mode 100644
index 0000000..f5ca418
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b240_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,240,1152921504606584833,60,0,0,192,0,20,300,1.328832,0.255819,1.259936,938163.009106,84370.768975,3842715685.299767,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b240_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b240_td16.csv
new file mode 100644
index 0000000..be01df2
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b240_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,240,1152921504606584833,60,0,0,192,0,20,300,1.329856,0.264793,1.239904,906369.259547,84669.439894,3712488487.105753,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b256_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b256_td11.csv
new file mode 100644
index 0000000..fe446a6
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b256_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,300,1.411840,0.262997,1.357408,973393.915233,84425.886255,3987021476.795087,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b256_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b256_td12.csv
new file mode 100644
index 0000000..75efc94
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b256_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,300,1.411072,0.256631,1.367136,997539.414081,84353.720054,4085921440.076051,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b256_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b256_td16.csv
new file mode 100644
index 0000000..745fbd0
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b256_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,300,1.414016,0.268595,1.368672,953107.168785,83899.127789,3903926963.344373,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b272_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b272_td11.csv
new file mode 100644
index 0000000..dc60dcc
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b272_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b272_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b272_td12.csv
new file mode 100644
index 0000000..d47a05e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b272_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,272,1152921504606584833,60,0,0,192,0,20,300,1.498208,0.259014,1.424864,1050136.364614,85478.517279,4301358549.460498,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b272_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b272_td16.csv
new file mode 100644
index 0000000..0461cb7
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b272_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,272,1152921504606584833,60,0,0,192,0,20,300,1.499712,0.272773,1.418048,997165.605783,85252.209039,4084390321.287552,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b288_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b288_td11.csv
new file mode 100644
index 0000000..6f73d7c
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b288_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,288,1152921504606584833,60,0,0,192,0,20,300,1.580608,0.269961,1.521696,1066822.649368,85402.553572,4369705571.810917,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b288_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b288_td12.csv
new file mode 100644
index 0000000..4479792
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b288_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,288,1152921504606584833,60,0,0,192,0,20,300,1.581952,0.262263,1.521664,1098132.318921,85564.561075,4497949978.299797,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b288_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b288_td16.csv
new file mode 100644
index 0000000..c15a933
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b288_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,288,1152921504606584833,60,0,0,192,0,20,300,1.583264,0.297049,1.517248,969537.836418,84766.695594,3971226977.966154,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b304_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b304_td11.csv
new file mode 100644
index 0000000..f727645
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b304_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,304,1152921504606584833,60,0,0,192,0,20,300,1.668032,0.305842,1.571936,993978.889411,85735.004731,4071337531.027335,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b304_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b304_td12.csv
new file mode 100644
index 0000000..fa32b60
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b304_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,304,1152921504606584833,60,0,0,192,0,20,300,1.665440,0.265718,1.575168,1144071.127796,86700.444889,4686115339.453262,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b304_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b304_td16.csv
new file mode 100644
index 0000000..7aec324
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b304_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,304,1152921504606584833,60,0,0,192,0,20,300,1.670592,0.280146,1.557664,1085148.793895,86649.137875,4444769459.794894,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b320_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b320_td11.csv
new file mode 100644
index 0000000..a94085b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b320_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,320,1152921504606584833,60,0,0,192,0,20,300,1.746912,0.278252,1.675008,1150038.605175,86482.475807,4710558126.798573,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b320_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b320_td12.csv
new file mode 100644
index 0000000..79bb6ba
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b320_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,320,1152921504606584833,60,0,0,192,0,20,300,1.750496,0.270322,1.662112,1183771.881480,86887.333447,4848729626.542622,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b320_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b320_td16.csv
new file mode 100644
index 0000000..a4358b3
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b320_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,320,1152921504606584833,60,0,0,192,0,20,300,1.748544,0.288553,1.669312,1108981.828672,86336.938129,4542389570.238512,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b32_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b32_td11.csv
new file mode 100644
index 0000000..baa68d6
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b32_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,32,1152921504606584833,60,0,0,192,0,20,300,0.270240,0.119057,0.276992,268778.669562,48027.202457,1100917430.527444,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b32_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b32_td12.csv
new file mode 100644
index 0000000..c81bfd8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b32_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,32,1152921504606584833,60,0,0,192,0,20,300,0.276064,0.114241,0.287136,280109.966728,47236.596761,1147330423.716410,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b32_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b32_td16.csv
new file mode 100644
index 0000000..aaf7dee
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b32_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,32,1152921504606584833,60,0,0,192,0,20,300,0.266368,0.115074,0.262400,278082.629046,49701.656977,1139026448.573292,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b336_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b336_td11.csv
new file mode 100644
index 0000000..c3425e0
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b336_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,336,1152921504606584833,60,0,0,192,0,20,300,1.834176,0.381679,1.704544,880321.038930,85705.565799,3605794975.458147,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b336_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b336_td12.csv
new file mode 100644
index 0000000..3d3277f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b336_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,336,1152921504606584833,60,0,0,192,0,20,300,1.835936,0.378856,1.719712,886880.286425,85398.310616,3632661653.196538,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b336_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b336_td16.csv
new file mode 100644
index 0000000..80c1697
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b336_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,336,1152921504606584833,60,0,0,192,0,20,300,1.832192,0.379621,1.713856,885093.987364,85590.515126,3625344972.242566,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b352_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b352_td11.csv
new file mode 100644
index 0000000..9ce7ac3
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b352_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,352,1152921504606584833,60,0,0,192,0,20,300,1.924192,0.385335,1.812928,913491.780928,85386.023775,3741662334.682271,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b352_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b352_td12.csv
new file mode 100644
index 0000000..06f5fca
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b352_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,352,1152921504606584833,60,0,0,192,0,20,300,1.916224,0.380921,1.818592,924075.671939,85525.384156,3785013952.261666,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b352_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b352_td16.csv
new file mode 100644
index 0000000..c983351
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b352_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,352,1152921504606584833,60,0,0,192,0,20,300,1.916224,0.383727,1.822080,917319.003127,85394.798053,3757338636.807099,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b368_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b368_td11.csv
new file mode 100644
index 0000000..ecc2488
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b368_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,368,1152921504606584833,60,0,0,192,0,20,300,2.004512,0.388574,1.867552,947052.909277,86372.041628,3879128716.400318,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b368_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b368_td12.csv
new file mode 100644
index 0000000..02ba5db
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b368_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,368,1152921504606584833,60,0,0,192,0,20,300,2.000960,0.383304,1.874688,960074.287855,86406.237065,3932464283.055439,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b368_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b368_td16.csv
new file mode 100644
index 0000000..5bdaa41
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b368_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,368,1152921504606584833,60,0,0,192,0,20,300,2.002496,0.387966,1.869056,948536.054573,86394.746317,3885203679.531430,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b384_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b384_td11.csv
new file mode 100644
index 0000000..4f27333
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b384_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,384,1152921504606584833,60,0,0,192,0,20,300,2.084352,0.391308,1.972384,981324.299648,86330.082384,4019504331.359144,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b384_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b384_td12.csv
new file mode 100644
index 0000000..fb8e97d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b384_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,384,1152921504606584833,60,0,0,192,0,20,300,2.085504,0.385365,1.977984,996457.108865,86314.376515,4081488317.910983,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b384_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b384_td16.csv
new file mode 100644
index 0000000..c7f94f8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b384_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,384,1152921504606584833,60,0,0,192,0,20,300,2.084928,0.392069,1.981568,979419.111337,86126.362955,4011700680.038101,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b400_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b400_td11.csv
new file mode 100644
index 0000000..ec6bfde
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b400_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,400,1152921504606584833,60,0,0,192,0,20,300,2.168640,0.393923,2.026400,1015428.064798,87165.671502,4159193353.410733,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b400_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b400_td12.csv
new file mode 100644
index 0000000..c7227a2
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b400_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,400,1152921504606584833,60,0,0,192,0,20,300,2.169088,0.387222,2.025504,1032998.622876,87301.663177,4231162359.300427,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b400_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b400_td16.csv
new file mode 100644
index 0000000..0d5f2cf
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b400_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,400,1152921504606584833,60,0,0,192,0,20,300,2.169728,0.395913,2.023328,1010324.179389,87165.555455,4138287838.778979,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b416_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b416_td11.csv
new file mode 100644
index 0000000..63b6429
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b416_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,416,1152921504606584833,60,0,0,192,0,20,300,2.254624,0.397162,2.135232,1047432.023573,86901.705487,4290281568.556697,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b416_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b416_td12.csv
new file mode 100644
index 0000000..2a4a448
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b416_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,416,1152921504606584833,60,0,0,192,0,20,300,2.251296,0.388786,2.137024,1069998.721549,87082.021049,4382714763.465682,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b416_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b416_td16.csv
new file mode 100644
index 0000000..25db2cb
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b416_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,416,1152921504606584833,60,0,0,192,0,20,300,2.252064,0.400667,2.136416,1038267.884266,86863.063006,4252745253.951975,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b432_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b432_td11.csv
new file mode 100644
index 0000000..c30b9f3
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b432_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,432,1152921504606584833,60,0,0,192,0,20,300,2.339616,0.400463,2.173920,1078752.670106,87912.115023,4418570936.756007,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b432_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b432_td12.csv
new file mode 100644
index 0000000..bf92934
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b432_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,432,1152921504606584833,60,0,0,192,0,20,300,2.332416,0.391216,2.177024,1104249.875981,88151.468365,4523007492.018298,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b432_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b432_td16.csv
new file mode 100644
index 0000000..7c1a11f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b432_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,432,1152921504606584833,60,0,0,192,0,20,300,2.337216,0.405299,2.176832,1065879.266895,87816.532520,4365841477.202832,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b448_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b448_td11.csv
new file mode 100644
index 0000000..b633322
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b448_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,448,1152921504606584833,60,0,0,192,0,20,300,2.421440,0.404214,2.291072,1108324.476820,87555.995921,4539697057.054907,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b448_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b448_td12.csv
new file mode 100644
index 0000000..be67eb7
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b448_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,448,1152921504606584833,60,0,0,192,0,20,300,2.418944,0.394366,2.293632,1135999.720693,87723.726229,4653054855.957313,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b448_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b448_td16.csv
new file mode 100644
index 0000000..598c62e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b448_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,448,1152921504606584833,60,0,0,192,0,20,300,2.420384,0.408921,2.289056,1095566.845902,87528.023874,4487441800.812661,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b464_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b464_td11.csv
new file mode 100644
index 0000000..44ef5be
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b464_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,464,1152921504606584833,60,0,0,192,0,20,300,2.508000,0.407801,2.332032,1137809.357917,88417.447005,4660467130.026980,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b464_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b464_td12.csv
new file mode 100644
index 0000000..edfe69b
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b464_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,464,1152921504606584833,60,0,0,192,0,20,300,2.513248,0.397899,2.348800,1166124.804532,88213.816571,4776447199.362338,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b464_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b464_td16.csv
new file mode 100644
index 0000000..8f5e722
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b464_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,464,1152921504606584833,60,0,0,192,0,20,300,2.505984,0.413102,2.361920,1123209.034350,87862.042894,4600664204.699581,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b480_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b480_td11.csv
new file mode 100644
index 0000000..619d6ac
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b480_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,480,1152921504606584833,60,0,0,192,0,20,300,2.593760,0.412894,2.459328,1162526.365054,87815.879484,4761707991.259684,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b480_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b480_td12.csv
new file mode 100644
index 0000000..53e8c48
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b480_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,480,1152921504606584833,60,0,0,192,0,20,300,2.589056,0.403517,2.481792,1189539.708052,87681.395700,4872354644.180068,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b480_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b480_td16.csv
new file mode 100644
index 0000000..cd9eecc
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b480_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,480,1152921504606584833,60,0,0,192,0,20,300,2.589248,0.424991,2.468960,1129436.443301,87540.143274,4626171671.758884,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b48_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b48_td11.csv
new file mode 100644
index 0000000..0cb982d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b48_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,48,1152921504606584833,60,0,0,192,0,20,300,0.353056,0.119156,0.335072,402833.099333,59458.623875,1650004374.867925,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b48_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b48_td12.csv
new file mode 100644
index 0000000..4d56012
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b48_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,48,1152921504606584833,60,0,0,192,0,20,300,0.361376,0.115930,0.329728,414041.339282,59477.015054,1695913325.698162,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b48_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b48_td16.csv
new file mode 100644
index 0000000..86517fc
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b48_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,48,1152921504606584833,60,0,0,192,0,20,300,0.351904,0.116111,0.285760,413396.241309,63679.450319,1693271004.402599,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b496_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b496_td11.csv
new file mode 100644
index 0000000..9f724b6
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b496_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,496,1152921504606584833,60,0,0,192,0,20,300,2.675232,0.515171,2.521088,962787.129439,86842.475372,3943576082.180366,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b496_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b496_td12.csv
new file mode 100644
index 0000000..bff98bb
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b496_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,496,1152921504606584833,60,0,0,192,0,20,300,2.667936,0.510362,2.519648,971859.929294,87048.915470,3980738270.386491,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b496_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b496_td16.csv
new file mode 100644
index 0000000..f224eb6
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b496_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,496,1152921504606584833,60,0,0,192,0,20,300,2.674816,0.506696,2.501056,978891.299001,87284.488356,4009538760.706430,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b512_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b512_td11.csv
new file mode 100644
index 0000000..c40dfdf
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b512_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,300,2.762592,0.519206,2.621440,986122.045184,86732.068314,4039155897.075626,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b512_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b512_td12.csv
new file mode 100644
index 0000000..3beeea7
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b512_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,300,2.751680,0.512631,2.626560,998768.167865,86914.137133,4090954415.575135,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b512_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b512_td16.csv
new file mode 100644
index 0000000..955e004
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b512_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,300,2.756640,0.512317,2.628864,999380.308754,86811.715345,4093461744.655805,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b528_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b528_td11.csv
new file mode 100644
index 0000000..9ed5bf4
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b528_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,528,1152921504606584833,60,0,0,192,0,20,300,2.843808,0.522093,2.678976,1011313.618222,87346.687089,4142340580.238698,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b528_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b528_td12.csv
new file mode 100644
index 0000000..df5c966
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b528_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,528,1152921504606584833,60,0,0,192,0,20,300,2.837952,0.515359,2.678400,1024529.037384,87537.355095,4196470937.125945,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b528_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b528_td16.csv
new file mode 100644
index 0000000..e6757f8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b528_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,528,1152921504606584833,60,0,0,192,0,20,300,2.837600,0.518188,2.673376,1018934.510024,87574.324075,4173555753.059609,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b544_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b544_td11.csv
new file mode 100644
index 0000000..d370cf2
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b544_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,544,1152921504606584833,60,0,0,192,0,20,300,2.926560,0.524698,2.782304,1036787.662339,87269.531779,4246682264.939597,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b544_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b544_td12.csv
new file mode 100644
index 0000000..81973e8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b544_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,544,1152921504606584833,60,0,0,192,0,20,300,2.931936,0.518724,2.790944,1048726.730370,87157.077925,4295584687.595150,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b544_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b544_td16.csv
new file mode 100644
index 0000000..b7b8f32
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b544_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,544,1152921504606584833,60,0,0,192,0,20,300,2.928864,0.522848,2.756320,1040456.162483,87628.420007,4261708441.529894,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b560_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b560_td11.csv
new file mode 100644
index 0000000..5d1837d
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b560_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,560,1152921504606584833,60,0,0,192,0,20,300,3.010592,0.527408,2.833824,1061797.032108,87886.926748,4349120643.512739,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b560_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b560_td12.csv
new file mode 100644
index 0000000..016d165
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b560_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,560,1152921504606584833,60,0,0,192,0,20,300,3.004352,0.519939,2.835104,1077048.547678,88058.684139,4411590851.290178,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b560_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b560_td16.csv
new file mode 100644
index 0000000..03e59e5
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b560_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,560,1152921504606584833,60,0,0,192,0,20,300,3.007392,0.528155,2.833856,1060294.143670,87920.322854,4342964812.472125,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b576_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b576_td11.csv
new file mode 100644
index 0000000..9ee28b8
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b576_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,576,1152921504606584833,60,0,0,192,0,20,300,3.092128,0.531115,2.945184,1084511.626962,87692.232715,4442159624.037147,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b576_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b576_td12.csv
new file mode 100644
index 0000000..1d55514
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b576_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,576,1152921504606584833,60,0,0,192,0,20,300,3.092992,0.520963,2.945216,1105643.951734,87815.970456,4528717626.302485,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b576_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b576_td16.csv
new file mode 100644
index 0000000..ca8bcce
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b576_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,576,1152921504606584833,60,0,0,192,0,20,300,3.094144,0.533651,2.940768,1079357.601673,87690.414451,4421048736.452123,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b592_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b592_td11.csv
new file mode 100644
index 0000000..94f40cd
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b592_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b592_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b592_td12.csv
new file mode 100644
index 0000000..6616a45
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b592_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,592,1152921504606584833,60,0,0,192,0,20,300,3.182688,0.523438,2.993568,1130983.915545,88362.244896,4632510118.071250,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b592_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b592_td16.csv
new file mode 100644
index 0000000..6af51c6
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b592_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,592,1152921504606584833,60,0,0,192,0,20,300,3.177408,0.536190,2.993280,1104085.679285,88267.593901,4522334942.352080,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b608_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b608_td11.csv
new file mode 100644
index 0000000..08bb8a5
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b608_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,608,1152921504606584833,60,0,0,192,0,20,300,3.283488,0.538109,3.104000,1129883.474059,87790.269215,4628002709.745852,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b608_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b608_td12.csv
new file mode 100644
index 0000000..a2e6744
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b608_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,608,1152921504606584833,60,0,0,192,0,20,300,3.257216,0.527568,3.099136,1152457.588786,88321.766152,4720466283.666960,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b608_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b608_td16.csv
new file mode 100644
index 0000000..f16d99a
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b608_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,608,1152921504606584833,60,0,0,192,0,20,300,3.260192,0.540368,3.099392,1125158.735716,88116.554324,4608650181.492485,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b624_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b624_td11.csv
new file mode 100644
index 0000000..133ad26
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b624_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,624,1152921504606584833,60,0,0,192,0,20,300,3.341056,0.543099,3.135104,1148962.072995,88898.273655,4706148650.986804,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b624_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b624_td12.csv
new file mode 100644
index 0000000..64e36b3
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b624_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,624,1152921504606584833,60,0,0,192,0,20,300,3.343072,0.529841,3.153056,1177710.731315,88813.368092,4823903155.464934,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b624_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b624_td16.csv
new file mode 100644
index 0000000..9fe51e1
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b624_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,624,1152921504606584833,60,0,0,192,0,20,300,3.340512,0.547748,3.142976,1139210.312781,88746.844213,4666205441.151622,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b640_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b640_td11.csv
new file mode 100644
index 0000000..2104b2f
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b640_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,640,1152921504606584833,60,0,0,192,0,20,300,3.432480,0.547867,3.263328,1168165.963840,88352.935931,4784807787.887514,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b640_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b640_td12.csv
new file mode 100644
index 0000000..946a1af
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b640_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,640,1152921504606584833,60,0,0,192,0,20,300,3.421440,0.537675,3.251328,1190309.948539,88760.150178,4875509549.217460,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b640_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b640_td16.csv
new file mode 100644
index 0000000..2b8b9bc
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b640_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,640,1152921504606584833,60,0,0,192,0,20,300,3.427232,0.562121,3.250944,1138544.111485,88394.160065,4663476680.640690,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b64_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b64_td11.csv
new file mode 100644
index 0000000..74553bb
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b64_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,64,1152921504606584833,60,0,0,192,0,20,300,0.426720,0.119426,0.436288,535898.022634,65144.345171,2195038300.706960,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b64_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b64_td12.csv
new file mode 100644
index 0000000..a00dbc2
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b64_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,64,1152921504606584833,60,0,0,192,0,20,300,0.432512,0.116586,0.401024,548951.902372,67359.784460,2248506992.117655,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b64_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b64_td16.csv
new file mode 100644
index 0000000..4684704
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b64_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,64,1152921504606584833,60,0,0,192,0,20,300,0.424864,0.117606,0.429600,544188.064718,65838.853098,2228994313.085751,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b80_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b80_td11.csv
new file mode 100644
index 0000000..8b434a7
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b80_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,300,0.505696,0.119863,0.457248,667430.827067,73882.075795,2733796667.665153,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b80_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b80_td12.csv
new file mode 100644
index 0000000..4bd8358
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b80_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,300,0.500896,0.118490,0.446368,675159.896373,75064.196123,2765454935.542253,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b80_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b80_td16.csv
new file mode 100644
index 0000000..557b713
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b80_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,300,0.505024,0.118374,0.454592,675821.757680,74212.162795,2768165919.456917,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b96_td11.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b96_td11.csv
new file mode 100644
index 0000000..e430176
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b96_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,96,1152921504606584833,60,0,0,192,0,20,300,0.581664,0.144903,0.562912,662512.961804,74448.682009,2713653091.547494,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b96_td12.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b96_td12.csv
new file mode 100644
index 0000000..7d28ee4
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b96_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,96,1152921504606584833,60,0,0,192,0,20,300,0.578048,0.141094,0.558560,680399.625373,75134.916677,2786916865.529409,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b96_td16.csv b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b96_td16.csv
new file mode 100644
index 0000000..2a5f1f6
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/raw/w64_n12_b96_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,96,1152921504606584833,60,0,0,192,0,20,300,0.585600,0.150016,0.564672,639931.762342,73829.797328,2621160498.553997,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_batch_fine/summary.csv b/results/hybrid_dataflow_td_batch_fine/summary.csv
new file mode 100644
index 0000000..a53fb77
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/summary.csv
@@ -0,0 +1,493 @@
+case,word_bits,logN,batch,data_time,kernel_ms,regret
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+w64_n10_b576_td5,64,10,576,5,0.088945,1.0253498720402092
+w64_n10_b576_td9,64,10,576,9,0.088166,1.0163696308763515
+w64_n10_b576_td10,64,10,576,10,0.086746,1.0
+w64_n10_b592_td5,64,10,592,5,0.090515,1.0386592614692585
+w64_n10_b592_td9,64,10,592,9,0.088399,1.0143781699676406
+w64_n10_b592_td10,64,10,592,10,0.087146,1.0
+w64_n10_b608_td5,64,10,608,5,0.091122,1.0383445195255079
+w64_n10_b608_td9,64,10,608,9,0.087757,1.0
+w64_n10_b608_td10,64,10,608,10,0.088402,1.0073498410383217
+w64_n10_b624_td5,64,10,624,5,0.092495,1.0499103271356898
+w64_n10_b624_td9,64,10,624,9,0.089088,1.0112374855274808
+w64_n10_b624_td10,64,10,624,10,0.088098,1.0
+w64_n10_b640_td5,64,10,640,5,0.094191,1.0619172707696818
+w64_n10_b640_td9,64,10,640,9,0.088699,1.0
+w64_n10_b640_td10,64,10,640,10,0.08875,1.0005749782973878
+w64_n12_b1_td11,64,12,1,11,0.118327,1.047280612470682
+w64_n12_b1_td12,64,12,1,12,0.112985,1.0
+w64_n12_b1_td16,64,12,1,16,0.113483,1.0044076647342568
+w64_n12_b16_td11,64,12,16,11,0.118863,1.046624049027895
+w64_n12_b16_td12,64,12,16,12,0.113568,1.0
+w64_n12_b16_td16,64,12,16,16,0.114889,1.01163179768949
+w64_n12_b32_td11,64,12,32,11,0.119057,1.042156493728171
+w64_n12_b32_td12,64,12,32,12,0.114241,1.0
+w64_n12_b32_td16,64,12,32,16,0.115074,1.007291602839611
+w64_n12_b48_td11,64,12,48,11,0.119156,1.0278271370654706
+w64_n12_b48_td12,64,12,48,12,0.11593,1.0
+w64_n12_b48_td16,64,12,48,16,0.116111,1.0015612869835246
+w64_n12_b64_td11,64,12,64,11,0.119426,1.0243597001355222
+w64_n12_b64_td12,64,12,64,12,0.116586,1.0
+w64_n12_b64_td16,64,12,64,16,0.117606,1.0087489063867017
+w64_n12_b80_td11,64,12,80,11,0.119863,1.0125787757446736
+w64_n12_b80_td12,64,12,80,12,0.11849,1.0009799449203374
+w64_n12_b80_td16,64,12,80,16,0.118374,1.0
+w64_n12_b96_td11,64,12,96,11,0.144903,1.0269961869392037
+w64_n12_b96_td12,64,12,96,12,0.141094,1.0
+w64_n12_b96_td16,64,12,96,16,0.150016,1.063234439451713
+w64_n12_b112_td11,64,12,112,11,0.151726,1.0280793050643033
+w64_n12_b112_td12,64,12,112,12,0.147582,1.0
+w64_n12_b112_td16,64,12,112,16,0.159153,1.078403870390698
+w64_n12_b128_td11,64,12,128,11,0.158317,1.04275975629837
+w64_n12_b128_td12,64,12,128,12,0.151825,1.0
+w64_n12_b128_td16,64,12,128,16,0.166656,1.09768483451342
+w64_n12_b144_td11,64,12,144,11,0.161673,1.0457706165061418
+w64_n12_b144_td12,64,12,144,12,0.154597,1.0
+w64_n12_b144_td16,64,12,144,16,0.168527,1.090105241369496
+w64_n12_b160_td11,64,12,160,11,0.164069,1.0417410076510365
+w64_n12_b160_td12,64,12,160,12,0.157495,1.0
+w64_n12_b160_td16,64,12,160,16,0.171779,1.0906949426965935
+w64_n12_b176_td11,64,12,176,11,0.272616,1.1017503303844585
+w64_n12_b176_td12,64,12,176,12,0.248791,1.005463972938785
+w64_n12_b176_td16,64,12,176,16,0.247439,1.0
+w64_n12_b192_td11,64,12,192,11,0.252341,1.01292137988616
+w64_n12_b192_td12,64,12,192,12,0.249122,1.0
+w64_n12_b192_td16,64,12,192,16,0.251515,1.009605735342523
+w64_n12_b208_td11,64,12,208,11,0.255283,1.0146786438252713
+w64_n12_b208_td12,64,12,208,12,0.25159,1.0
+w64_n12_b208_td16,64,12,208,16,0.255904,1.0171469454270838
+w64_n12_b224_td11,64,12,224,11,0.257789,1.0166544410528224
+w64_n12_b224_td12,64,12,224,12,0.253566,1.0
+w64_n12_b224_td16,64,12,224,16,0.260386,1.0268963504570803
+w64_n12_b240_td11,64,12,240,11,0.260768,1.0193457092710079
+w64_n12_b240_td12,64,12,240,12,0.255819,1.0
+w64_n12_b240_td16,64,12,240,16,0.264793,1.0350794897955193
+w64_n12_b256_td11,64,12,256,11,0.262997,1.0248060444763103
+w64_n12_b256_td12,64,12,256,12,0.256631,1.0
+w64_n12_b256_td16,64,12,256,16,0.268595,1.046619465302321
+w64_n12_b272_td11,64,12,272,11,0.266783,1.0299945176708594
+w64_n12_b272_td12,64,12,272,12,0.259014,1.0
+w64_n12_b272_td16,64,12,272,16,0.272773,1.053120680735404
+w64_n12_b288_td11,64,12,288,11,0.269961,1.0293522151428145
+w64_n12_b288_td12,64,12,288,12,0.262263,1.0
+w64_n12_b288_td16,64,12,288,16,0.297049,1.132637848266816
+w64_n12_b304_td11,64,12,304,11,0.305842,1.1510021902919636
+w64_n12_b304_td12,64,12,304,12,0.265718,1.0
+w64_n12_b304_td16,64,12,304,16,0.280146,1.0542981657245651
+w64_n12_b320_td11,64,12,320,11,0.278252,1.0293353852072713
+w64_n12_b320_td12,64,12,320,12,0.270322,1.0
+w64_n12_b320_td16,64,12,320,16,0.288553,1.0674417916410799
+w64_n12_b336_td11,64,12,336,11,0.381679,1.0074513799438307
+w64_n12_b336_td12,64,12,336,12,0.378856,1.0
+w64_n12_b336_td16,64,12,336,16,0.379621,1.0020192368604428
+w64_n12_b352_td11,64,12,352,11,0.385335,1.011587704537161
+w64_n12_b352_td12,64,12,352,12,0.380921,1.0
+w64_n12_b352_td16,64,12,352,16,0.383727,1.0073663568036417
+w64_n12_b368_td11,64,12,368,11,0.388574,1.0137488781750255
+w64_n12_b368_td12,64,12,368,12,0.383304,1.0
+w64_n12_b368_td16,64,12,368,16,0.387966,1.0121626698390833
+w64_n12_b384_td11,64,12,384,11,0.391308,1.0154217430228485
+w64_n12_b384_td12,64,12,384,12,0.385365,1.0
+w64_n12_b384_td16,64,12,384,16,0.392069,1.0173964942327403
+w64_n12_b400_td11,64,12,400,11,0.393923,1.0173053183961656
+w64_n12_b400_td12,64,12,400,12,0.387222,1.0
+w64_n12_b400_td16,64,12,400,16,0.395913,1.0224444892077413
+w64_n12_b416_td11,64,12,416,11,0.397162,1.021543985637343
+w64_n12_b416_td12,64,12,416,12,0.388786,1.0
+w64_n12_b416_td16,64,12,416,16,0.400667,1.0305592279557392
+w64_n12_b432_td11,64,12,432,11,0.400463,1.0236365588319496
+w64_n12_b432_td12,64,12,432,12,0.391216,1.0
+w64_n12_b432_td16,64,12,432,16,0.405299,1.0359980164410454
+w64_n12_b448_td11,64,12,448,11,0.404214,1.0249717267715777
+w64_n12_b448_td12,64,12,448,12,0.394366,1.0
+w64_n12_b448_td16,64,12,448,16,0.408921,1.0369073398822413
+w64_n12_b464_td11,64,12,464,11,0.407801,1.0248857122033481
+w64_n12_b464_td12,64,12,464,12,0.397899,1.0
+w64_n12_b464_td16,64,12,464,16,0.413102,1.0382081885101495
+w64_n12_b480_td11,64,12,480,11,0.412894,1.0232381783171465
+w64_n12_b480_td12,64,12,480,12,0.403517,1.0
+w64_n12_b480_td16,64,12,480,16,0.424991,1.0532170887471903
+w64_n12_b496_td11,64,12,496,11,0.515171,1.0167260053365332
+w64_n12_b496_td12,64,12,496,12,0.510362,1.007235107441148
+w64_n12_b496_td16,64,12,496,16,0.506696,1.0
+w64_n12_b512_td11,64,12,512,11,0.519206,1.0134467526941326
+w64_n12_b512_td12,64,12,512,12,0.512631,1.0006129017776102
+w64_n12_b512_td16,64,12,512,16,0.512317,1.0
+w64_n12_b528_td11,64,12,528,11,0.522093,1.0130666195797493
+w64_n12_b528_td12,64,12,528,12,0.515359,1.0
+w64_n12_b528_td16,64,12,528,16,0.518188,1.0054893773078573
+w64_n12_b544_td11,64,12,544,11,0.524698,1.0115167218019603
+w64_n12_b544_td12,64,12,544,12,0.518724,1.0
+w64_n12_b544_td16,64,12,544,16,0.522848,1.0079502779898366
+w64_n12_b560_td11,64,12,560,11,0.527408,1.0143651466806682
+w64_n12_b560_td12,64,12,560,12,0.519939,1.0
+w64_n12_b560_td16,64,12,560,16,0.528155,1.0158018536789892
+w64_n12_b576_td11,64,12,576,11,0.531115,1.0194869885193383
+w64_n12_b576_td12,64,12,576,12,0.520963,1.0
+w64_n12_b576_td16,64,12,576,16,0.533651,1.0243548966049414
+w64_n12_b592_td11,64,12,592,11,0.534572,1.021270905054658
+w64_n12_b592_td12,64,12,592,12,0.523438,1.0
+w64_n12_b592_td16,64,12,592,16,0.53619,1.024362006579576
+w64_n12_b608_td11,64,12,608,11,0.538109,1.019980362721014
+w64_n12_b608_td12,64,12,608,12,0.527568,1.0
+w64_n12_b608_td16,64,12,608,16,0.540368,1.0242622751948562
+w64_n12_b624_td11,64,12,624,11,0.543099,1.0250226011199586
+w64_n12_b624_td12,64,12,624,12,0.529841,1.0
+w64_n12_b624_td16,64,12,624,16,0.547748,1.03379693153229
+w64_n12_b640_td11,64,12,640,11,0.547867,1.018955688845492
+w64_n12_b640_td12,64,12,640,12,0.537675,1.0
+w64_n12_b640_td16,64,12,640,16,0.562121,1.0454661273073882
diff --git a/results/hybrid_dataflow_td_batch_fine/summary.md b/results/hybrid_dataflow_td_batch_fine/summary.md
new file mode 100644
index 0000000..c50440e
--- /dev/null
+++ b/results/hybrid_dataflow_td_batch_fine/summary.md
@@ -0,0 +1,177 @@
+# HybridDataflow fine batch/Td boundaries
+
+| bits | logN | compressed winner regions |
+|---:|---:|---|
+| 32 | 10 | 1-144:Td10, 160:Td15, 176-320:Td9, 336:Td10, 352-368:Td9, 384-496:Td10, 512-560:Td9, 576-624:Td10, 640:Td9 |
+| 32 | 12 | 1-160:Td12, 176-640:Td6 |
+| 64 | 10 | 1-160:Td5, 176-256:Td10, 272-320:Td9, 336-544:Td5, 560-592:Td10, 608:Td9, 624:Td10, 640:Td9 |
+| 64 | 12 | 1-64:Td12, 80:Td16, 96-160:Td12, 176:Td16, 192-480:Td12, 496-512:Td16, 528-640:Td12 |
+
+## Per-batch winner
+
+| bits | logN | batch | best Td | kernel ms | <=2% candidates |
+|---:|---:|---:|---:|---:|---|
+| 32 | 10 | 1 | 10 | 0.023613 | 10,15,9 |
+| 32 | 10 | 16 | 10 | 0.023811 | 10,15,9 |
+| 32 | 10 | 32 | 10 | 0.023822 | 10,15,9 |
+| 32 | 10 | 48 | 10 | 0.023887 | 10,15,9 |
+| 32 | 10 | 64 | 10 | 0.023924 | 10,15,9 |
+| 32 | 10 | 80 | 10 | 0.024102 | 10,15,9 |
+| 32 | 10 | 96 | 10 | 0.026289 | 10,9 |
+| 32 | 10 | 112 | 10 | 0.026296 | 10,9 |
+| 32 | 10 | 128 | 10 | 0.026392 | 10,9 |
+| 32 | 10 | 144 | 10 | 0.026508 | 10,15,9 |
+| 32 | 10 | 160 | 15 | 0.026559 | 10,15,9 |
+| 32 | 10 | 176 | 9 | 0.027395 | 10,9 |
+| 32 | 10 | 192 | 9 | 0.024733 | 10,9 |
+| 32 | 10 | 208 | 9 | 0.024747 | 10,9 |
+| 32 | 10 | 224 | 9 | 0.024750 | 10,9 |
+| 32 | 10 | 240 | 9 | 0.024818 | 10,15,9 |
+| 32 | 10 | 256 | 9 | 0.027952 | 10,9 |
+| 32 | 10 | 272 | 9 | 0.028003 | 10,9 |
+| 32 | 10 | 288 | 9 | 0.028088 | 10,9 |
+| 32 | 10 | 304 | 9 | 0.031894 | 10,9 |
+| 32 | 10 | 320 | 9 | 0.028177 | 10,9 |
+| 32 | 10 | 336 | 10 | 0.045449 | 10,9 |
+| 32 | 10 | 352 | 9 | 0.046193 | 10,9 |
+| 32 | 10 | 368 | 9 | 0.046356 | 10,9 |
+| 32 | 10 | 384 | 10 | 0.046507 | 10,9 |
+| 32 | 10 | 400 | 10 | 0.046701 | 10,9 |
+| 32 | 10 | 416 | 10 | 0.047005 | 10 |
+| 32 | 10 | 432 | 10 | 0.047531 | 10 |
+| 32 | 10 | 448 | 10 | 0.048282 | 10,9 |
+| 32 | 10 | 464 | 10 | 0.049217 | 10,9 |
+| 32 | 10 | 480 | 10 | 0.049265 | 10,9 |
+| 32 | 10 | 496 | 10 | 0.049507 | 10,9 |
+| 32 | 10 | 512 | 9 | 0.049599 | 10,9 |
+| 32 | 10 | 528 | 9 | 0.049930 | 10,9 |
+| 32 | 10 | 544 | 9 | 0.050726 | 10,9 |
+| 32 | 10 | 560 | 9 | 0.052016 | 10,9 |
+| 32 | 10 | 576 | 10 | 0.052876 | 10,9 |
+| 32 | 10 | 592 | 10 | 0.052910 | 10,9 |
+| 32 | 10 | 608 | 10 | 0.052972 | 10,9 |
+| 32 | 10 | 624 | 10 | 0.053026 | 10,9 |
+| 32 | 10 | 640 | 9 | 0.053214 | 10,9 |
+| 32 | 12 | 1 | 12 | 0.079838 | 12,16 |
+| 32 | 12 | 16 | 12 | 0.079872 | 12,16 |
+| 32 | 12 | 32 | 12 | 0.079944 | 12,16 |
+| 32 | 12 | 48 | 12 | 0.079906 | 12,16 |
+| 32 | 12 | 64 | 12 | 0.079937 | 12,16 |
+| 32 | 12 | 80 | 12 | 0.079995 | 12,16 |
+| 32 | 12 | 96 | 12 | 0.090545 | 12 |
+| 32 | 12 | 112 | 12 | 0.091443 | 12 |
+| 32 | 12 | 128 | 12 | 0.091505 | 12 |
+| 32 | 12 | 144 | 12 | 0.090453 | 12 |
+| 32 | 12 | 160 | 12 | 0.090044 | 12 |
+| 32 | 12 | 176 | 6 | 0.108056 | 6 |
+| 32 | 12 | 192 | 6 | 0.099642 | 6 |
+| 32 | 12 | 208 | 6 | 0.102369 | 6 |
+| 32 | 12 | 224 | 6 | 0.104527 | 6 |
+| 32 | 12 | 240 | 6 | 0.106588 | 6 |
+| 32 | 12 | 256 | 6 | 0.124754 | 6 |
+| 32 | 12 | 272 | 6 | 0.126409 | 6 |
+| 32 | 12 | 288 | 6 | 0.128505 | 6 |
+| 32 | 12 | 304 | 6 | 0.145190 | 6 |
+| 32 | 12 | 320 | 6 | 0.131321 | 6 |
+| 32 | 12 | 336 | 6 | 0.195140 | 6 |
+| 32 | 12 | 352 | 6 | 0.199718 | 6 |
+| 32 | 12 | 368 | 6 | 0.202981 | 6 |
+| 32 | 12 | 384 | 6 | 0.206920 | 6 |
+| 32 | 12 | 400 | 6 | 0.211067 | 6 |
+| 32 | 12 | 416 | 6 | 0.213879 | 6 |
+| 32 | 12 | 432 | 6 | 0.215576 | 6 |
+| 32 | 12 | 448 | 6 | 0.217446 | 6 |
+| 32 | 12 | 464 | 6 | 0.219194 | 6 |
+| 32 | 12 | 480 | 6 | 0.220563 | 6 |
+| 32 | 12 | 496 | 6 | 0.223440 | 6 |
+| 32 | 12 | 512 | 6 | 0.224492 | 6 |
+| 32 | 12 | 528 | 6 | 0.228717 | 6 |
+| 32 | 12 | 544 | 6 | 0.235005 | 6 |
+| 32 | 12 | 560 | 6 | 0.238165 | 6 |
+| 32 | 12 | 576 | 6 | 0.240534 | 6 |
+| 32 | 12 | 592 | 6 | 0.241753 | 6 |
+| 32 | 12 | 608 | 6 | 0.242534 | 6 |
+| 32 | 12 | 624 | 6 | 0.243296 | 6 |
+| 32 | 12 | 640 | 6 | 0.244753 | 6 |
+| 64 | 10 | 1 | 5 | 0.034215 | 5 |
+| 64 | 10 | 16 | 5 | 0.034444 | 5 |
+| 64 | 10 | 32 | 5 | 0.034458 | 5 |
+| 64 | 10 | 48 | 5 | 0.034546 | 5 |
+| 64 | 10 | 64 | 5 | 0.034580 | 5 |
+| 64 | 10 | 80 | 5 | 0.034737 | 5 |
+| 64 | 10 | 96 | 5 | 0.038564 | 5 |
+| 64 | 10 | 112 | 5 | 0.038574 | 5 |
+| 64 | 10 | 128 | 5 | 0.038864 | 5 |
+| 64 | 10 | 144 | 5 | 0.038905 | 5 |
+| 64 | 10 | 160 | 5 | 0.038987 | 10,5 |
+| 64 | 10 | 176 | 10 | 0.040506 | 10,9 |
+| 64 | 10 | 192 | 10 | 0.036779 | 10,9 |
+| 64 | 10 | 208 | 10 | 0.036929 | 10,9 |
+| 64 | 10 | 224 | 10 | 0.036946 | 10,9 |
+| 64 | 10 | 240 | 10 | 0.036977 | 10,9 |
+| 64 | 10 | 256 | 10 | 0.040397 | 10,9 |
+| 64 | 10 | 272 | 9 | 0.040533 | 10,9 |
+| 64 | 10 | 288 | 9 | 0.040769 | 10,9 |
+| 64 | 10 | 304 | 9 | 0.046186 | 10,9 |
+| 64 | 10 | 320 | 9 | 0.040875 | 10,9 |
+| 64 | 10 | 336 | 5 | 0.068618 | 5,9 |
+| 64 | 10 | 352 | 5 | 0.069861 | 5 |
+| 64 | 10 | 368 | 5 | 0.071253 | 10,5 |
+| 64 | 10 | 384 | 5 | 0.071373 | 10,5 |
+| 64 | 10 | 400 | 5 | 0.072803 | 10,5 |
+| 64 | 10 | 416 | 5 | 0.074325 | 5 |
+| 64 | 10 | 432 | 5 | 0.075554 | 5 |
+| 64 | 10 | 448 | 5 | 0.076343 | 5 |
+| 64 | 10 | 464 | 5 | 0.077831 | 5 |
+| 64 | 10 | 480 | 5 | 0.081244 | 5 |
+| 64 | 10 | 496 | 5 | 0.081923 | 5 |
+| 64 | 10 | 512 | 5 | 0.082186 | 5 |
+| 64 | 10 | 528 | 5 | 0.083791 | 5 |
+| 64 | 10 | 544 | 5 | 0.084453 | 10,5,9 |
+| 64 | 10 | 560 | 10 | 0.086357 | 10,5,9 |
+| 64 | 10 | 576 | 10 | 0.086746 | 10,9 |
+| 64 | 10 | 592 | 10 | 0.087146 | 10,9 |
+| 64 | 10 | 608 | 9 | 0.087757 | 10,9 |
+| 64 | 10 | 624 | 10 | 0.088098 | 10,9 |
+| 64 | 10 | 640 | 9 | 0.088699 | 10,9 |
+| 64 | 12 | 1 | 12 | 0.112985 | 12,16 |
+| 64 | 12 | 16 | 12 | 0.113568 | 12,16 |
+| 64 | 12 | 32 | 12 | 0.114241 | 12,16 |
+| 64 | 12 | 48 | 12 | 0.115930 | 12,16 |
+| 64 | 12 | 64 | 12 | 0.116586 | 12,16 |
+| 64 | 12 | 80 | 16 | 0.118374 | 11,12,16 |
+| 64 | 12 | 96 | 12 | 0.141094 | 12 |
+| 64 | 12 | 112 | 12 | 0.147582 | 12 |
+| 64 | 12 | 128 | 12 | 0.151825 | 12 |
+| 64 | 12 | 144 | 12 | 0.154597 | 12 |
+| 64 | 12 | 160 | 12 | 0.157495 | 12 |
+| 64 | 12 | 176 | 16 | 0.247439 | 12,16 |
+| 64 | 12 | 192 | 12 | 0.249122 | 11,12,16 |
+| 64 | 12 | 208 | 12 | 0.251590 | 11,12,16 |
+| 64 | 12 | 224 | 12 | 0.253566 | 11,12 |
+| 64 | 12 | 240 | 12 | 0.255819 | 11,12 |
+| 64 | 12 | 256 | 12 | 0.256631 | 12 |
+| 64 | 12 | 272 | 12 | 0.259014 | 12 |
+| 64 | 12 | 288 | 12 | 0.262263 | 12 |
+| 64 | 12 | 304 | 12 | 0.265718 | 12 |
+| 64 | 12 | 320 | 12 | 0.270322 | 12 |
+| 64 | 12 | 336 | 12 | 0.378856 | 11,12,16 |
+| 64 | 12 | 352 | 12 | 0.380921 | 11,12,16 |
+| 64 | 12 | 368 | 12 | 0.383304 | 11,12,16 |
+| 64 | 12 | 384 | 12 | 0.385365 | 11,12,16 |
+| 64 | 12 | 400 | 12 | 0.387222 | 11,12 |
+| 64 | 12 | 416 | 12 | 0.388786 | 12 |
+| 64 | 12 | 432 | 12 | 0.391216 | 12 |
+| 64 | 12 | 448 | 12 | 0.394366 | 12 |
+| 64 | 12 | 464 | 12 | 0.397899 | 12 |
+| 64 | 12 | 480 | 12 | 0.403517 | 12 |
+| 64 | 12 | 496 | 16 | 0.506696 | 11,12,16 |
+| 64 | 12 | 512 | 16 | 0.512317 | 11,12,16 |
+| 64 | 12 | 528 | 12 | 0.515359 | 11,12,16 |
+| 64 | 12 | 544 | 12 | 0.518724 | 11,12,16 |
+| 64 | 12 | 560 | 12 | 0.519939 | 11,12,16 |
+| 64 | 12 | 576 | 12 | 0.520963 | 11,12 |
+| 64 | 12 | 592 | 12 | 0.523438 | 12 |
+| 64 | 12 | 608 | 12 | 0.527568 | 11,12 |
+| 64 | 12 | 624 | 12 | 0.529841 | 12 |
+| 64 | 12 | 640 | 12 | 0.537675 | 11,12 |
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td10_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td10_t1.csv
new file mode 100644
index 0000000..6094fae
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td10_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.185600,0.022753,0.160864,7031952.725926,433349.171231,7200719591.347930,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td10_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td10_t2.csv
new file mode 100644
index 0000000..4923b42
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td10_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.171232,0.022745,0.161184,7034485.943041,450499.805387,7203313605.674016,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td10_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td10_t3.csv
new file mode 100644
index 0000000..e123a53
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td10_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.173280,0.022745,0.164288,7034485.943041,444058.252284,7203313605.674016,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td11_t1.csv
new file mode 100644
index 0000000..f56a676
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.172256,0.023874,0.162880,6701981.665454,445670.617696,6862829225.425250,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td11_t2.csv
new file mode 100644
index 0000000..a697ace
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.171584,0.023867,0.163360,6703707.148626,445916.730277,6864596120.192531,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td11_t3.csv
new file mode 100644
index 0000000..9448b5a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.169248,0.023865,0.157760,6704282.158302,456005.009914,6865184930.101277,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td14_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td14_t1.csv
new file mode 100644
index 0000000..a568a36
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td14_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.171392,0.022966,0.163968,6966737.663590,446520.437370,7133939367.515971,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td14_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td14_t2.csv
new file mode 100644
index 0000000..b0e42a8
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td14_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.171680,0.022954,0.157600,6970467.706527,454243.502240,7137758931.483271,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td14_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td14_t3.csv
new file mode 100644
index 0000000..1e89224
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td14_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.173792,0.022956,0.160128,6969845.566844,448334.952832,7137121860.448511,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td15_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td15_t1.csv
new file mode 100644
index 0000000..7e44896
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td15_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.172096,0.022700,0.160928,7048448.723909,449786.881184,7217611493.283080,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td15_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td15_t2.csv
new file mode 100644
index 0000000..1649928
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td15_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.170528,0.022680,0.169472,7054812.940087,441160.809650,7224128450.649442,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td15_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td15_t3.csv
new file mode 100644
index 0000000..447e1b7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td15_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.171392,0.022665,0.161312,7059275.430124,450235.969315,7228698040.446916,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td16_t1.csv
new file mode 100644
index 0000000..cf7702a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.172480,0.022821,0.163520,7011128.101550,445904.957401,7179395175.987185,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td16_t2.csv
new file mode 100644
index 0000000..ebd6695
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.170816,0.022817,0.162880,7012386.705622,448791.771096,7180683986.556687,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td16_t3.csv
new file mode 100644
index 0000000..622a2d1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.166720,0.022823,0.170912,7010498.682849,443883.531970,7178750651.237032,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td4_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td4_t1.csv
new file mode 100644
index 0000000..a72675b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td4_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.172384,0.026636,0.167744,6006843.092511,436247.502654,6151007326.731676,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td4_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td4_t2.csv
new file mode 100644
index 0000000..31deca9
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td4_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.173504,0.026638,0.161728,6006381.071211,442147.334167,6150534216.919971,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td4_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td4_t3.csv
new file mode 100644
index 0000000..a012b17
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td4_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.175424,0.026642,0.175968,6005458.081513,423241.870775,6149589075.469817,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td5_t1.csv
new file mode 100644
index 0000000..018ebed
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.175936,0.025987,0.162176,6156907.577519,439440.838532,6304673359.379855,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td5_t2.csv
new file mode 100644
index 0000000..497d117
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.169568,0.025971,0.162848,6160791.714382,446445.156079,6308650715.527257,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td5_t3.csv
new file mode 100644
index 0000000..1731bda
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.172000,0.025962,0.158912,6162735.621149,448336.873978,6310641276.056141,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td6_t1.csv
new file mode 100644
index 0000000..149b31d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.171968,0.030577,0.158848,5232753.038736,442731.761740,5358339111.665485,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td6_t2.csv
new file mode 100644
index 0000000..9f0b194
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.171744,0.030573,0.162848,5233453.778016,438158.639548,5359056668.688172,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td6_t3.csv
new file mode 100644
index 0000000..09775eb
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.173152,0.030579,0.163392,5232402.420739,435821.599276,5357980078.836275,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td9_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td9_t1.csv
new file mode 100644
index 0000000..a1a63e0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td9_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.174368,0.022782,0.165824,7023103.399756,440802.993579,7191657881.349855,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td9_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td9_t2.csv
new file mode 100644
index 0000000..a676ec7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td9_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.172480,0.022778,0.162336,7024365.732970,447434.967944,7192950510.560793,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td9_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td9_t3.csv
new file mode 100644
index 0000000..76faaa4
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b160_td9_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,30,500,0.172128,0.022774,0.165376,7025629.669288,444101.796579,7194244781.351171,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td10_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td10_t1.csv
new file mode 100644
index 0000000..afa5f14
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td10_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.028672,0.020347,0.034272,786361.350347,192097.861076,805234022.755768,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td10_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td10_t2.csv
new file mode 100644
index 0000000..bc1d4f6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td10_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.020369,0.030176,785491.701615,210124.295999,804343502.453514,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td10_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td10_t3.csv
new file mode 100644
index 0000000..182c48b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td10_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.020341,0.034080,786598.835385,199948.175831,805477207.434560,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td11_t1.csv
new file mode 100644
index 0000000..1ecc16f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.022065,0.031008,725125.318648,203373.068456,742528326.295709,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td11_t2.csv
new file mode 100644
index 0000000..cf2039a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.022069,0.032992,724990.738531,198360.430991,742390516.256248,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td11_t3.csv
new file mode 100644
index 0000000..2f218ab
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.022069,0.031328,724990.738531,202538.703861,742390516.256248,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td14_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td14_t1.csv
new file mode 100644
index 0000000..fcb4596
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td14_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.026624,0.020838,0.032320,767813.254953,200545.483011,786240773.072092,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td14_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td14_t2.csv
new file mode 100644
index 0000000..1417336
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td14_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.026624,0.020828,0.031680,768190.774611,202193.398258,786627353.202052,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td14_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td14_t3.csv
new file mode 100644
index 0000000..05fc6d4
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td14_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.026624,0.020832,0.031136,768039.735943,203582.399502,786472689.605151,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td15_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td15_t1.csv
new file mode 100644
index 0000000..cc76236
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td15_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.020615,0.030656,776127.561286,208140.456867,794754622.756486,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td15_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td15_t2.csv
new file mode 100644
index 0000000..6bbba2f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td15_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.026624,0.020611,0.031520,776281.798041,203161.515060,794912561.194381,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td15_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td15_t3.csv
new file mode 100644
index 0000000..58a009b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td15_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.020613,0.031872,776204.707071,204904.599294,794833620.041017,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td16_t1.csv
new file mode 100644
index 0000000..fd46482
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.027648,0.020746,0.031136,771224.072286,201181.334361,789733450.021112,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td16_t2.csv
new file mode 100644
index 0000000..d87d474
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.020771,0.031072,770311.570715,206604.058634,788799048.412074,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td16_t3.csv
new file mode 100644
index 0000000..e2eae52
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.020777,0.031104,770083.748097,206502.344168,788565758.051291,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td4_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td4_t1.csv
new file mode 100644
index 0000000..37ffdec
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td4_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.026624,0.023962,0.031072,667735.045070,195940.121520,683760686.151412,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td4_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td4_t2.csv
new file mode 100644
index 0000000..419d9b0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td4_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.026624,0.023982,0.031072,667164.824752,195890.991922,683176780.546227,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td4_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td4_t3.csv
new file mode 100644
index 0000000..8841949
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td4_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.023970,0.031328,667506.840016,197780.430599,683527004.176029,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td5_t1.csv
new file mode 100644
index 0000000..36771b7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.026624,0.022987,0.031840,696053.129273,196437.722102,712758404.375428,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td5_t2.csv
new file mode 100644
index 0000000..a1e4459
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.022991,0.031360,695929.066869,200122.954056,712631364.474357,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td5_t3.csv
new file mode 100644
index 0000000..acdf283
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.026624,0.022974,0.032256,696425.356173,195468.873939,713139564.720947,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td6_t1.csv
new file mode 100644
index 0000000..f9cb4a0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.026624,0.028506,0.032032,561283.150883,183565.995395,574753946.504538,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td6_t2.csv
new file mode 100644
index 0000000..329e077
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.026624,0.028518,0.031936,561041.271268,183742.462721,574506261.778234,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td6_t3.csv
new file mode 100644
index 0000000..011871d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.028516,0.031136,561081.582275,187678.106393,574547540.249778,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td9_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td9_t1.csv
new file mode 100644
index 0000000..fcf1b45
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td9_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.020490,0.031136,780859.558566,207183.464598,799600187.972053,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td9_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td9_t2.csv
new file mode 100644
index 0000000..6bea2a7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td9_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.020521,0.030784,779690.654878,208049.004802,798403230.595040,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td9_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td9_t3.csv
new file mode 100644
index 0000000..ad5e1a7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b16_td9_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,30,500,0.025600,0.020494,0.033472,780703.568506,201090.070801,799440454.150084,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td10_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td10_t1.csv
new file mode 100644
index 0000000..f082660
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td10_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.023611,0.017664,42352.439192,20642.650525,43368897.732290,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td10_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td10_t2.csv
new file mode 100644
index 0000000..e36e307
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td10_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.020251,0.017568,49381.194266,22228.829715,50566342.927883,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td10_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td10_t3.csv
new file mode 100644
index 0000000..1c651fe
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td10_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.020249,0.017568,49386.191042,22229.842170,50571459.627108,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td11_t1.csv
new file mode 100644
index 0000000..19c2520
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.008192,0.025706,0.019744,38900.673064,18641.936584,39834289.217285,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td11_t2.csv
new file mode 100644
index 0000000..5950db1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.006144,0.022039,0.017696,45375.079880,21796.688121,46464081.796880,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td11_t3.csv
new file mode 100644
index 0000000..f6479fe
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.022039,0.018720,45375.079880,20865.271146,46464081.796880,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td14_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td14_t1.csv
new file mode 100644
index 0000000..2a92f2a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td14_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.024181,0.018240,41355.233511,20165.870056,42347759.115706,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td14_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td14_t2.csv
new file mode 100644
index 0000000..5114f3d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td14_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.006144,0.020861,0.018432,47936.507874,22008.530131,49086984.063127,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td14_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td14_t3.csv
new file mode 100644
index 0000000..6d5d86a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td14_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.006144,0.020730,0.017824,48239.600541,22372.437464,49397350.954156,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td15_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td15_t1.csv
new file mode 100644
index 0000000..fd901e1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td15_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.008192,0.023880,0.018336,41876.606689,19838.246602,42881645.249965,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td15_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td15_t2.csv
new file mode 100644
index 0000000..fbaae66
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td15_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.020517,0.018432,48740.390024,21684.040854,49910159.384718,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td15_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td15_t3.csv
new file mode 100644
index 0000000..23fdfaf
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td15_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.020507,0.017920,48764.730535,21932.409936,49935084.067902,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td16_t1.csv
new file mode 100644
index 0000000..e40a6a4
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.024072,0.017888,41541.711368,20354.911875,42538712.441113,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td16_t2.csv
new file mode 100644
index 0000000..73d929f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.020648,0.018656,48430.991885,21518.363179,49593335.690334,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td16_t3.csv
new file mode 100644
index 0000000..e01f705
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.006144,0.020752,0.017088,48187.236180,22735.342045,49343729.848202,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td4_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td4_t1.csv
new file mode 100644
index 0000000..9c8d0b8
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td4_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.010240,0.027929,0.022720,35805.620900,16423.442224,36664955.801639,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td4_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td4_t2.csv
new file mode 100644
index 0000000..dc93fce
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td4_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.023706,0.018304,42184.125573,20334.461381,43196544.587045,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td4_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td4_t3.csv
new file mode 100644
index 0000000..de4e41f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td4_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.023847,0.018208,41934.148650,20315.741552,42940568.217645,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td5_t1.csv
new file mode 100644
index 0000000..9fda654
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.008192,0.026696,0.021760,37459.244520,17652.973680,38358266.388522,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td5_t2.csv
new file mode 100644
index 0000000..63abb73
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.006144,0.022841,0.018080,43780.258005,21247.055299,44830984.197317,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td5_t3.csv
new file mode 100644
index 0000000..a5766bd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.023003,0.017920,43472.335635,20793.852975,44515671.689887,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td6_t1.csv
new file mode 100644
index 0000000..173a536
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.008192,0.033231,0.020832,30092.524083,16063.006781,30814744.660880,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td6_t2.csv
new file mode 100644
index 0000000..c5362fd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.028445,0.017792,35155.968748,18724.953640,35999711.998016,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td6_t3.csv
new file mode 100644
index 0000000..e7b0cbb
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.028445,0.018464,35155.968748,18492.261905,35999711.998016,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td9_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td9_t1.csv
new file mode 100644
index 0000000..5ebe132
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td9_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.023816,0.020608,41988.239684,19382.777516,42995957.436368,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td9_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td9_t2.csv
new file mode 100644
index 0000000..6332374
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td9_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.020359,0.017600,49117.921144,22159.600259,50296751.251962,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td9_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td9_t3.csv
new file mode 100644
index 0000000..8d3c13a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b1_td9_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,30,500,0.007168,0.020427,0.018688,48955.408954,21606.320664,50130338.768812,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td10_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td10_t1.csv
new file mode 100644
index 0000000..d7c01eb
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td10_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.276128,0.028217,0.257568,9072434.439841,455586.265782,9290172866.397419,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td10_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td10_t2.csv
new file mode 100644
index 0000000..7c3d1f8
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td10_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.276064,0.028199,0.256384,9078364.803366,456615.381062,9296245558.646889,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td10_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td10_t3.csv
new file mode 100644
index 0000000..63b627b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td10_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.276480,0.028170,0.263232,9087604.170993,450797.699958,9305706671.097305,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td11_t1.csv
new file mode 100644
index 0000000..077f99b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.282144,0.029311,0.256320,8733929.800886,450882.844031,8943544116.107246,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td11_t2.csv
new file mode 100644
index 0000000..efa45a3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.286176,0.029276,0.257696,8744316.594516,446655.889360,8954180192.784128,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td11_t3.csv
new file mode 100644
index 0000000..986e2eb
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.278208,0.029264,0.259168,8747987.767491,451786.078636,8957939473.910442,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td14_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td14_t1.csv
new file mode 100644
index 0000000..15d44a1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td14_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.275648,0.028846,0.265440,8874688.971681,449174.764414,9087681507.001850,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td14_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td14_t2.csv
new file mode 100644
index 0000000..c2723c4
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td14_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.278464,0.028803,0.261568,8887940.573473,450042.573854,9101251147.236479,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td14_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td14_t3.csv
new file mode 100644
index 0000000..40d9307
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td14_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.276160,0.028824,0.261344,8881626.065445,452035.231678,9094785091.015259,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td15_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td15_t1.csv
new file mode 100644
index 0000000..d5f31ca
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td15_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.279456,0.029018,0.267808,8822076.507705,444226.887844,9033806343.889523,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td15_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td15_t2.csv
new file mode 100644
index 0000000..6283029
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td15_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.278208,0.028991,0.263936,8830178.358368,448229.895785,9042102638.969267,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td15_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td15_t3.csv
new file mode 100644
index 0000000..c080208
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td15_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.273664,0.028981,0.265760,8833297.457773,450382.889887,9045296596.759085,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td16_t1.csv
new file mode 100644
index 0000000..64a8a05
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.270656,0.028252,0.264128,9061254.618315,454677.734519,9278724729.154373,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td16_t2.csv
new file mode 100644
index 0000000..235814b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.282336,0.028217,0.259552,9072434.439841,449039.819579,9290172866.397419,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td16_t3.csv
new file mode 100644
index 0000000..b92db1b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.283232,0.028213,0.278976,9073751.562171,433588.734118,9291521599.662823,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td4_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td4_t1.csv
new file mode 100644
index 0000000..30cf83c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td4_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.280160,0.032678,0.259136,7834044.304411,447572.880709,8022061367.717359,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td4_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td4_t2.csv
new file mode 100644
index 0000000..9dbaf6f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td4_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.281056,0.032668,0.261600,7836499.267717,444966.954095,8024575250.142573,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td4_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td4_t3.csv
new file mode 100644
index 0000000..3524ea8
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td4_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.277280,0.032643,0.255456,7842399.967955,452793.555133,8030617567.185468,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td5_t1.csv
new file mode 100644
index 0000000..97dce3c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.204224,0.033694,0.260832,7597860.988601,513283.505833,7780209652.327106,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td5_t2.csv
new file mode 100644
index 0000000..623ec09
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.281632,0.033671,0.255872,7602943.301437,448198.740870,7785413940.671808,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td5_t3.csv
new file mode 100644
index 0000000..b6c598f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.278656,0.033645,0.264256,7608960.741804,444015.423425,7791575799.607325,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td6_t1.csv
new file mode 100644
index 0000000..e12dfb2
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.277696,0.035533,0.262560,7204611.231206,444607.450175,7377521900.755304,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td6_t2.csv
new file mode 100644
index 0000000..5f521e5
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.279872,0.035492,0.260384,7212925.755421,444639.103232,7386035973.551285,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td6_t3.csv
new file mode 100644
index 0000000..516d2e4
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.279040,0.035482,0.264576,7215006.817771,442067.106709,7388166981.397907,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td9_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td9_t1.csv
new file mode 100644
index 0000000..101003d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td9_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.278272,0.027992,0.266880,9145449.180919,446659.072664,9364939961.261169,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td9_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td9_t2.csv
new file mode 100644
index 0000000..f2cc94a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td9_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.278208,0.027965,0.263328,9154155.546166,449516.003480,9373855279.273672,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td9_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td9_t3.csv
new file mode 100644
index 0000000..3893bc0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b256_td9_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,30,500,0.278176,0.027967,0.255936,9153486.128274,455451.592182,9373169795.352226,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td10_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td10_t1.csv
new file mode 100644
index 0000000..1b2121f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td10_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.440256,0.049674,0.427168,10307153.369795,558282.604798,10554525050.670198,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td10_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td10_t2.csv
new file mode 100644
index 0000000..d586c6b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td10_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.440384,0.049639,0.462880,10314382.697581,537305.245634,10561927882.323284,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td10_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td10_t3.csv
new file mode 100644
index 0000000..aea60f6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td10_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.440576,0.049676,0.427200,10306728.248937,558067.182096,10554089726.911467,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td11_t1.csv
new file mode 100644
index 0000000..3352155
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.441472,0.054350,0.424896,9420453.552780,556087.857307,9646544438.046749,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td11_t2.csv
new file mode 100644
index 0000000..2e81987
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.442464,0.054403,0.432928,9411232.887196,550658.978313,9637102476.488379,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td11_t3.csv
new file mode 100644
index 0000000..5514401
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.442272,0.054319,0.433760,9425781.689306,550329.871783,9652000449.849131,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td14_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td14_t1.csv
new file mode 100644
index 0000000..9fe33f0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td14_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.437440,0.054000,0.432032,9481549.262177,554429.604446,9709106444.469080,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td14_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td14_t2.csv
new file mode 100644
index 0000000..1d24e92
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td14_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.441120,0.054018,0.428512,9478313.845333,554322.493319,9705793377.621063,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td14_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td14_t3.csv
new file mode 100644
index 0000000..60c8fcd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td14_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.440672,0.054082,0.471744,9467186.585589,529747.852025,9694399063.642929,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td15_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td15_t1.csv
new file mode 100644
index 0000000..b1a06e5
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td15_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.448864,0.054383,0.450368,9414777.358548,536904.535647,9640732015.153633,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td15_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td15_t2.csv
new file mode 100644
index 0000000..8047dd8
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td15_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.439168,0.054317,0.428576,9426137.242009,555277.764735,9652364535.817709,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td15_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td15_t3.csv
new file mode 100644
index 0000000..69647c3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td15_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.441248,0.054542,0.423936,9387203.258881,556687.325964,9612496137.094645,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td16_t1.csv
new file mode 100644
index 0000000..5be6478
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.441824,0.051810,0.422016,9882204.538745,559165.445532,10119377447.674608,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td16_t2.csv
new file mode 100644
index 0000000..af8b8c1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.438560,0.051773,0.429984,9889240.488603,556329.773671,10126582260.329475,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td16_t3.csv
new file mode 100644
index 0000000..1f6bb0a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.436384,0.051925,0.424896,9860376.993838,560662.729082,10097026041.689825,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td4_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td4_t1.csv
new file mode 100644
index 0000000..e02f583
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td4_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.478976,0.057506,0.433504,8903451.264926,527842.785899,9117134095.284367,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td4_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td4_t2.csv
new file mode 100644
index 0000000..c8db66b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td4_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.439712,0.057496,0.424704,8905036.526672,555367.825761,9118757403.312525,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td4_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td4_t3.csv
new file mode 100644
index 0000000..49f5f48
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td4_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.438688,0.057512,0.429408,8902499.686784,553149.953063,9116159679.267128,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td5_t1.csv
new file mode 100644
index 0000000..bf773c6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.436128,0.057631,0.426592,8884151.021375,556309.675928,9097370645.887869,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td5_t2.csv
new file mode 100644
index 0000000..117054d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.436352,0.057647,0.423168,8881626.065445,558240.683745,9094785091.015259,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td5_t3.csv
new file mode 100644
index 0000000..ab0c161
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.439616,0.057610,0.434016,8887308.948529,549803.248713,9100604363.293764,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td6_t1.csv
new file mode 100644
index 0000000..21f9f9a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.440000,0.065163,0.429408,7857187.973792,547844.786641,8045760485.162642,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td6_t2.csv
new file mode 100644
index 0000000..5abcc83
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.438624,0.065100,0.430208,7864850.435775,548219.920957,8053606846.233221,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td6_t3.csv
new file mode 100644
index 0000000..3c2d838
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.435552,0.065112,0.431200,7863366.415640,549436.362796,8052087209.615808,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td9_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td9_t1.csv
new file mode 100644
index 0000000..a8ee41c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td9_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.449280,0.049594,0.463488,10323752.727113,532024.124427,10571522792.563927,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td9_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td9_t2.csv
new file mode 100644
index 0000000..2fa9e85
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td9_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.440320,0.049590,0.424128,10324605.815282,560151.611633,10572396354.849127,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td9_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td9_t3.csv
new file mode 100644
index 0000000..5043992
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b512_td9_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,30,500,0.423936,0.049590,0.427008,10324605.815282,568551.369398,10572396354.849127,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td10_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td10_t1.csv
new file mode 100644
index 0000000..673ea4c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td10_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.087904,0.020611,0.091584,3881408.990207,399801.962571,3974562805.971902,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td10_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td10_t2.csv
new file mode 100644
index 0000000..6323fd7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td10_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.085152,0.020623,0.087552,3879096.357849,413805.880960,3972194670.436870,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td10_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td10_t3.csv
new file mode 100644
index 0000000..a7b5a62
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td10_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.083968,0.020632,0.088864,3877556.133356,413514.589214,3970617480.557000,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td11_t1.csv
new file mode 100644
index 0000000..2a52451
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.087776,0.022237,0.091392,3597577.598120,397209.235308,3683919460.474844,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td11_t2.csv
new file mode 100644
index 0000000..35afa16
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.085568,0.022239,0.090112,3597246.754413,404205.281756,3683580676.518703,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td11_t3.csv
new file mode 100644
index 0000000..275c475
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.085760,0.022235,0.087872,3597909.105485,408440.145223,3684258924.016775,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td14_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td14_t1.csv
new file mode 100644
index 0000000..b974cf6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td14_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.089504,0.020937,0.096544,3821040.576468,386501.985870,3912745550.303425,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td14_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td14_t2.csv
new file mode 100644
index 0000000..353c2b3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td14_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.085216,0.020945,0.087264,3819546.101072,413597.217108,3911215207.497644,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td14_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td14_t3.csv
new file mode 100644
index 0000000..6ee3e96
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td14_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.084672,0.020951,0.088384,3818426.181214,412356.172144,3910068409.563154,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td15_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td15_t1.csv
new file mode 100644
index 0000000..04b25f6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td15_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.082912,0.020775,0.095296,3850798.485060,402044.571441,3943217648.701576,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td15_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td15_t2.csv
new file mode 100644
index 0000000..87c8e4b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td15_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.085664,0.020781,0.089856,3849660.166084,407537.299483,3942052010.070322,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td15_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td15_t3.csv
new file mode 100644
index 0000000..eac29b6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td15_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.083520,0.020781,0.091808,3849660.166084,407936.285243,3942052010.070322,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td16_t1.csv
new file mode 100644
index 0000000..eefe5b1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.087808,0.021015,0.091808,3806890.103420,398742.912871,3898255465.901749,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td16_t2.csv
new file mode 100644
index 0000000..ab1b219
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.084992,0.021021,0.087808,3805777.591854,412752.678374,3897116254.058456,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td16_t3.csv
new file mode 100644
index 0000000..8c4d445
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.085088,0.021012,0.089216,3807261.310156,409591.652514,3898635581.600160,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td4_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td4_t1.csv
new file mode 100644
index 0000000..c30b31b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td4_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.086720,0.024363,0.090496,3283666.609046,396866.717198,3362474607.663074,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td4_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td4_t2.csv
new file mode 100644
index 0000000..afd137c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td4_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.085568,0.024369,0.090304,3282838.858621,399518.265300,3361626991.228142,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td4_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td4_t3.csv
new file mode 100644
index 0000000..68bf4cc
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td4_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.084544,0.024367,0.092928,3283114.896366,396355.302612,3361909653.879086,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td5_t1.csv
new file mode 100644
index 0000000..7a3fab6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.086080,0.023364,0.092960,3424132.092303,395249.917137,3506311262.517809,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td5_t2.csv
new file mode 100644
index 0000000..bfa881f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.084544,0.023368,0.092192,3423532.173118,399792.740652,3505696945.272568,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td5_t3.csv
new file mode 100644
index 0000000..80a4a02
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.083264,0.023368,0.085824,3423532.173118,415680.124982,3505696945.272568,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td6_t1.csv
new file mode 100644
index 0000000..2d7731a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.088640,0.028666,0.092992,2790776.641041,380412.823774,2857755280.426130,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td6_t2.csv
new file mode 100644
index 0000000..da42dd1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.084064,0.028666,0.089632,2790776.641041,395331.428512,2857755280.426130,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td6_t3.csv
new file mode 100644
index 0000000..7dd2bbd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.083488,0.028658,0.088160,2791574.396252,399389.599347,2858572181.761670,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td9_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td9_t1.csv
new file mode 100644
index 0000000..c9afea1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td9_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.089632,0.020797,0.092544,3846627.477041,394140.252156,3938946536.489950,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td9_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td9_t2.csv
new file mode 100644
index 0000000..e9f833c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td9_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.085024,0.020820,0.089696,3842465.151170,409123.527564,3934684314.798255,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td9_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td9_t3.csv
new file mode 100644
index 0000000..2e77ff1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n10_b80_td9_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,30,500,0.084960,0.020810,0.091104,3844355.749992,406351.831385,3936620287.991430,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td11_t1.csv
new file mode 100644
index 0000000..b5495bd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.520512,0.080445,0.469952,1988925.695949,149405.727879,8146639650.605843,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td11_t2.csv
new file mode 100644
index 0000000..8ee5b40
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.529280,0.080439,0.483008,1989077.678729,146422.625826,8147262172.074544,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td11_t3.csv
new file mode 100644
index 0000000..0b9705c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.505952,0.080435,0.474496,1989178.829233,150817.732457,8147676484.538938,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td12_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td12_t1.csv
new file mode 100644
index 0000000..915bbaa
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td12_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.512448,0.076911,0.480608,2080337.630470,149537.379215,8521062934.405656,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td12_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td12_t2.csv
new file mode 100644
index 0000000..44cab43
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td12_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.498336,0.076917,0.485088,2080171.583739,150894.894908,8520382806.994738,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td12_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td12_t3.csv
new file mode 100644
index 0000000..faf129a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td12_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.532608,0.076898,0.481568,2080670.005065,146644.460213,8522424340.747648,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td13_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td13_t1.csv
new file mode 100644
index 0000000..5f57b35
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td13_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.511040,0.091728,0.477120,1744289.832268,148163.532527,7144611152.970957,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td13_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td13_t2.csv
new file mode 100644
index 0000000..7b7401f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td13_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.512064,0.091740,0.474240,1744056.233836,148416.927590,7143654333.793870,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td13_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td13_t3.csv
new file mode 100644
index 0000000..57827fa
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td13_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.496992,0.091709,0.485600,1744640.418138,148933.991585,7146047152.695098,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td16_t1.csv
new file mode 100644
index 0000000..ce7cae6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.520416,0.079471,0.482432,2013323.425550,147830.774789,8246572751.054203,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td16_t2.csv
new file mode 100644
index 0000000..93edbef
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.498592,0.079507,0.477408,2012389.901521,151585.857648,8242749036.629992,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td16_t3.csv
new file mode 100644
index 0000000..fa869e2
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.508928,0.079417,0.476576,2014673.358216,150245.838556,8252102075.254134,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td5_t1.csv
new file mode 100644
index 0000000..48bc847
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.507840,0.093301,0.475904,1714884.623521,148554.651023,7024167417.940649,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td5_t2.csv
new file mode 100644
index 0000000..f06e761
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.534784,0.093284,0.487936,1715185.814143,143368.615166,7025401094.730574,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td5_t3.csv
new file mode 100644
index 0000000..f95f475
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.507840,0.093311,0.468064,1714696.484434,149642.499987,7023396800.242607,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td6_t1.csv
new file mode 100644
index 0000000..de084fd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.519136,0.083710,0.469088,1911361.672434,149262.927311,7828937410.290369,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td6_t2.csv
new file mode 100644
index 0000000..2a0035b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.522272,0.083259,0.473472,1921705.195024,148284.985155,7871304478.817949,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td6_t3.csv
new file mode 100644
index 0000000..670c7da
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.522976,0.083241,0.472224,1922130.734169,148362.320915,7873047487.156757,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td7_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td7_t1.csv
new file mode 100644
index 0000000..0b30e76
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td7_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.504544,0.120619,0.482464,1326490.698434,144452.958635,5433305900.787006,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td7_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td7_t2.csv
new file mode 100644
index 0000000..45251bf
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td7_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.515584,0.120637,0.476000,1326288.017973,143856.243786,5432475721.616109,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td7_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td7_t3.csv
new file mode 100644
index 0000000..02d6e54
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b160_td7_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,30,500,0.515232,0.120631,0.474592,1326355.680471,144085.040813,5432752867.209384,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td11_t1.csv
new file mode 100644
index 0000000..ce63f1f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.068064,0.071811,0.083936,222806.865803,71488.868574,912616922.329298,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td11_t2.csv
new file mode 100644
index 0000000..3fe2b43
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.067776,0.071809,0.081696,222813.223098,72306.243566,912642961.809263,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td11_t3.csv
new file mode 100644
index 0000000..dd2ff54
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.067712,0.071827,0.074464,222756.043607,74765.146803,912408754.613393,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td12_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td12_t1.csv
new file mode 100644
index 0000000..d58254b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td12_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.067936,0.068178,0.073152,234680.097501,76457.744233,961249679.363676,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td12_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td12_t2.csv
new file mode 100644
index 0000000..0511105
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td12_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.066976,0.068176,0.081056,234687.124764,74002.854275,961278463.033846,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td12_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td12_t3.csv
new file mode 100644
index 0000000..ed25650
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td12_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.068192,0.068180,0.082176,234673.019369,73210.471806,961220687.336336,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td13_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td13_t1.csv
new file mode 100644
index 0000000..24f5f31
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td13_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.066656,0.083831,0.075264,190860.663989,70874.613850,781765279.697479,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td13_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td13_t2.csv
new file mode 100644
index 0000000..b32b279
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td13_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.066784,0.083818,0.072320,190888.657065,71773.823869,781879939.338989,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td13_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td13_t3.csv
new file mode 100644
index 0000000..7cb6656
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td13_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.066784,0.084447,0.074528,189467.423354,70871.961393,776058566.057978,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td16_t1.csv
new file mode 100644
index 0000000..e3aa388
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.066816,0.069399,0.081792,230552.434464,73392.297376,944342771.566050,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td16_t2.csv
new file mode 100644
index 0000000..aa9415e
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.068544,0.069405,0.081536,230532.040655,72898.029087,944259238.523308,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td16_t3.csv
new file mode 100644
index 0000000..4c04ce9
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.067168,0.069409,0.082880,230518.430290,72907.300047,944203490.468272,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td5_t1.csv
new file mode 100644
index 0000000..9978064
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.067936,0.085158,0.073216,187886.281870,70699.515651,769582210.538353,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td5_t2.csv
new file mode 100644
index 0000000..604ed52
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.068128,0.085164,0.082240,187872.737582,67931.312648,769526733.134433,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td5_t3.csv
new file mode 100644
index 0000000..3370298
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.066496,0.085162,0.082720,187877.257606,68265.798622,769545247.155442,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td6_t1.csv
new file mode 100644
index 0000000..638854f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.069120,0.074002,0.083328,216209.095067,70655.637920,885592453.395183,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td6_t2.csv
new file mode 100644
index 0000000..0504fd1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.068704,0.074013,0.084352,216179.190005,70463.263243,885469962.260010,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td6_t3.csv
new file mode 100644
index 0000000..2d9d910
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.066592,0.074019,0.082528,216161.259641,71704.243304,885396519.491150,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td7_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td7_t1.csv
new file mode 100644
index 0000000..c823b89
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td7_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.067392,0.111413,0.082080,143609.492623,61329.646806,588224481.783658,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td7_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td7_t2.csv
new file mode 100644
index 0000000..557123f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td7_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.067456,0.111421,0.074176,143598.929382,63227.751008,588181214.750407,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td7_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td7_t3.csv
new file mode 100644
index 0000000..91a464b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b16_td7_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,30,500,0.067584,0.111432,0.082080,143585.737117,61280.217206,588127179.232403,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td11_t1.csv
new file mode 100644
index 0000000..e950292
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.011264,0.072413,0.020832,13809.640016,9568.537045,56564285.506536,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td11_t2.csv
new file mode 100644
index 0000000..228e020
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.071703,0.021376,13946.508799,9678.805647,57124900.040327,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td11_t3.csv
new file mode 100644
index 0000000..bd36be5
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.071680,0.021824,13950.892485,9639.111468,57142855.616629,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td12_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td12_t1.csv
new file mode 100644
index 0000000..430bbd1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td12_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.068125,0.020832,14678.969270,10080.983128,60125058.129899,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td12_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td12_t2.csv
new file mode 100644
index 0000000..643df41
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td12_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.009216,0.068147,0.021312,14674.116168,10134.258107,60105179.824159,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td12_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td12_t3.csv
new file mode 100644
index 0000000..a11c4e1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td12_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.068127,0.020800,14678.529406,10084.028646,60123256.445424,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td13_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td13_t1.csv
new file mode 100644
index 0000000..6dc204e
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td13_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.011264,0.083687,0.019584,11949.226590,8730.923216,48944032.112999,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td13_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td13_t2.csv
new file mode 100644
index 0000000..f09d491
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td13_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.083669,0.021728,11951.859070,8647.751800,48954814.750885,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td13_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td13_t3.csv
new file mode 100644
index 0000000..8da6fe9
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td13_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.009216,0.083692,0.020352,11948.641516,8829.279622,48941635.648043,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td16_t1.csv
new file mode 100644
index 0000000..239ceae
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.069245,0.019584,14441.490798,10093.982190,59152346.307259,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td16_t2.csv
new file mode 100644
index 0000000..e399248
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.069222,0.020480,14446.191224,10005.763587,59171599.255312,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td16_t3.csv
new file mode 100644
index 0000000..4bbaccd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.069239,0.020800,14442.772853,9972.199330,59157597.604753,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td5_t1.csv
new file mode 100644
index 0000000..58635ff
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.099619,0.021216,10038.264370,7629.230731,41116730.857550,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td5_t2.csv
new file mode 100644
index 0000000..55bafb3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.085029,0.020992,11760.712160,8601.346721,48171877.006910,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td5_t3.csv
new file mode 100644
index 0000000..2c63ee7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.085051,0.020896,11757.596686,8606.785576,48159116.026808,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td6_t1.csv
new file mode 100644
index 0000000..a1ac833
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.084609,0.021536,11819.070237,8592.170756,48410911.689832,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td6_t2.csv
new file mode 100644
index 0000000..faea0e7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.011264,0.073918,0.021504,13528.420041,9373.260523,55412408.487388,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td6_t3.csv
new file mode 100644
index 0000000..c86b411
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.073900,0.021216,13531.794408,9491.625834,55426229.893573,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td7_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td7_t1.csv
new file mode 100644
index 0000000..0194450
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td7_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.012288,0.126081,0.023392,7931.407938,6181.959064,32487046.913932,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td7_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td7_t2.csv
new file mode 100644
index 0000000..fad43da
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td7_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.010240,0.111294,0.022016,8985.172942,6966.191393,36803268.369340,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td7_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td7_t3.csv
new file mode 100644
index 0000000..94ba568
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b1_td7_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,30,500,0.009216,0.111292,0.021568,8985.337759,7038.465515,36803943.459029,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td11_t1.csv
new file mode 100644
index 0000000..ea9485e
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.770848,0.160195,0.741856,1598056.754143,153027.812233,6545640464.971455,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td11_t2.csv
new file mode 100644
index 0000000..1a313ef
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.771008,0.159930,0.743104,1600696.521095,152923.249729,6556452950.406542,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td11_t3.csv
new file mode 100644
index 0000000..5c8f915
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.771072,0.160229,0.732416,1597709.583475,153872.294141,6544218453.915353,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td12_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td12_t1.csv
new file mode 100644
index 0000000..6bb4b1b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td12_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.757312,0.155644,0.739264,1644780.060595,154943.053701,6737019128.197125,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td12_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td12_t2.csv
new file mode 100644
index 0000000..993e200
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td12_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.772384,0.154589,0.736480,1656001.937865,153896.727361,6782983937.494030,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td12_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td12_t3.csv
new file mode 100644
index 0000000..616dace
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td12_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.773728,0.155625,0.741568,1644974.873153,153208.871289,6737817080.433085,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td13_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td13_t1.csv
new file mode 100644
index 0000000..af7efaf
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td13_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.774208,0.182243,0.734240,1404715.315594,151417.348867,5753713932.671433,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td13_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td13_t2.csv
new file mode 100644
index 0000000..3edc418
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td13_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.782368,0.182194,0.740608,1405094.215556,150131.643506,5755265906.917443,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td13_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td13_t3.csv
new file mode 100644
index 0000000..de7986a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td13_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.767264,0.182184,0.739840,1405173.284132,151543.142884,5755589771.803519,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td16_t1.csv
new file mode 100644
index 0000000..3ad74e1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.763040,0.158355,0.750848,1616616.191786,153087.756639,6621659921.555313,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td16_t2.csv
new file mode 100644
index 0000000..bfb174b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.753248,0.158185,0.740928,1618353.472379,154929.783619,6628775822.864493,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td16_t3.csv
new file mode 100644
index 0000000..77c522d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.765280,0.158202,0.738944,1618185.794952,153991.829676,6628089016.123677,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td5_t1.csv
new file mode 100644
index 0000000..4b95653
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.762720,0.198785,0.744768,1287823.386046,150034.604584,5274924589.245604,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td5_t2.csv
new file mode 100644
index 0000000..20176ea
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.761312,0.198820,0.743104,1287597.819131,150302.145342,5274000667.162423,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td5_t3.csv
new file mode 100644
index 0000000..ce338b0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.750720,0.198609,0.735712,1288965.365882,151925.093814,5279602138.653214,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td6_t1.csv
new file mode 100644
index 0000000..66749e7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.785504,0.124781,0.734208,2051601.904756,155671.125136,8403361401.881004,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td6_t2.csv
new file mode 100644
index 0000000..5be81a6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.768544,0.124701,0.737728,2052916.069269,156961.549755,8408744219.726307,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td6_t3.csv
new file mode 100644
index 0000000..11ce25a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.779520,0.124676,0.744032,2053320.671969,155318.308755,8410401472.386034,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td7_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td7_t1.csv
new file mode 100644
index 0000000..5646272
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td7_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.783328,0.235248,0.740864,1088215.015695,145500.874049,4457328704.287987,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td7_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td7_t2.csv
new file mode 100644
index 0000000..957c7aa
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td7_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.763040,0.235254,0.746048,1088186.686118,146760.233640,4457212666.340166,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td7_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td7_t3.csv
new file mode 100644
index 0000000..b6b070d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b256_td7_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,30,500,0.763648,0.235272,0.738048,1088101.430573,147383.241528,4456863459.626728,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td11_t1.csv
new file mode 100644
index 0000000..b2b4280
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.424480,0.309152,1.376736,1656144.655215,164610.760511,6783568507.761237,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td11_t2.csv
new file mode 100644
index 0000000..5a34e5a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.422336,0.309117,1.379552,1656331.310434,164577.047696,6784333047.538227,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td11_t3.csv
new file mode 100644
index 0000000..b5da128
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.423040,0.309139,1.374976,1656210.434803,164780.937029,6783837940.952660,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td12_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td12_t1.csv
new file mode 100644
index 0000000..bd86208
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td12_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.418400,0.297929,1.367360,1718531.864854,166034.914316,7039106518.443398,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td12_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td12_t2.csv
new file mode 100644
index 0000000..feeb255
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td12_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.420000,0.297898,1.369632,1718709.119972,165828.350520,7039832555.406181,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td12_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td12_t3.csv
new file mode 100644
index 0000000..8fe241b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td12_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.424416,0.297697,1.372256,1719867.937964,165461.829721,7044579073.899524,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td13_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td13_t1.csv
new file mode 100644
index 0000000..8c15ee6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td13_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.418368,0.351701,1.372288,1455782.077763,162935.021768,5962883390.515499,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td13_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td13_t2.csv
new file mode 100644
index 0000000..7f5616f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td13_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.423584,0.351652,1.374336,1455985.649533,162561.780301,5963717220.489010,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td13_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td13_t3.csv
new file mode 100644
index 0000000..4e38f18
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td13_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.418080,0.351678,1.370368,1455875.343580,163050.759350,5963265407.304906,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td16_t1.csv
new file mode 100644
index 0000000..991ad4d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.421952,0.307065,1.371392,1667400.326844,165139.510440,6829671738.753066,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td16_t2.csv
new file mode 100644
index 0000000..30c4f09
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.446208,0.307087,1.372416,1667277.992093,163802.711613,6829170655.612472,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td16_t3.csv
new file mode 100644
index 0000000..6ce27a0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.424384,0.306971,1.373600,1667912.029495,164897.739577,6831767672.809477,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td5_t1.csv
new file mode 100644
index 0000000..02e5e9d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.434112,0.314388,1.369472,1628558.380613,164209.275744,6670575126.990508,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td5_t2.csv
new file mode 100644
index 0000000..5e3402c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.418560,0.314046,1.371264,1630331.957663,164955.336601,6677839698.587854,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td5_t3.csv
new file mode 100644
index 0000000..c6ee709
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.439584,0.313704,1.364384,1632109.556996,164225.074798,6685120745.454521,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td6_t1.csv
new file mode 100644
index 0000000..b2a82d3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.420096,0.224688,1.378432,2278714.079755,169356.065079,9333612870.676222,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td6_t2.csv
new file mode 100644
index 0000000..9ac383c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.420448,0.224276,1.373472,2282896.659670,169637.735256,9350744718.009155,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td6_t3.csv
new file mode 100644
index 0000000..08c6337
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.417280,0.224680,1.370624,2278797.200295,169953.776465,9333953332.406687,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td7_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td7_t1.csv
new file mode 100644
index 0000000..6c6335f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td7_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.431008,0.453669,1.373536,1128576.462327,157141.361228,4622649189.692616,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td7_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td7_t2.csv
new file mode 100644
index 0000000..0724ca1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td7_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.424544,0.453720,1.369504,1128449.107247,157646.727749,4622127543.285450,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td7_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td7_t3.csv
new file mode 100644
index 0000000..e127370
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b512_td7_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,30,500,1.421792,0.453618,1.371200,1128703.846157,157702.974467,4623170953.857539,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td11_t1.csv
new file mode 100644
index 0000000..8579606
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.333984,0.072167,0.302720,1108533.365379,112855.444964,4540552664.592777,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td11_t2.csv
new file mode 100644
index 0000000..6e37535
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.326464,0.072167,0.288352,1108533.365379,116451.133706,4540552664.592777,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td11_t3.csv
new file mode 100644
index 0000000..adfb780
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.319008,0.072172,0.294016,1108470.538513,116754.996894,4540295325.748292,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td12_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td12_t1.csv
new file mode 100644
index 0000000..fcafef9
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td12_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.324672,0.068358,0.286944,1170306.760583,117651.529393,4793576491.346204,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td12_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td12_t2.csv
new file mode 100644
index 0000000..05a03a0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td12_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.321632,0.068356,0.298848,1170341.839426,116137.932180,4793720174.289887,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td12_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td12_t3.csv
new file mode 100644
index 0000000..bf87143
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td12_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.324800,0.068344,0.292192,1170552.229048,116731.091015,4794581930.181465,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td13_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td13_t1.csv
new file mode 100644
index 0000000..aa77d42
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td13_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.321664,0.084236,0.337856,949709.480884,107562.116005,3890010033.699796,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td13_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td13_t2.csv
new file mode 100644
index 0000000..fcb78e3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td13_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.245472,0.084232,0.290048,949755.599377,129083.850286,3890198935.048517,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td13_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td13_t3.csv
new file mode 100644
index 0000000..df4cea6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td13_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.323360,0.084242,0.294336,949640.185559,113970.111422,3889726200.048325,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td16_t1.csv
new file mode 100644
index 0000000..3a5f446
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.328224,0.069687,0.321696,1147985.489567,111171.744720,4702148565.265409,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td16_t2.csv
new file mode 100644
index 0000000..c7c15e4
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.323232,0.069675,0.289184,1148187.794588,117286.400968,4702977206.632176,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td16_t3.csv
new file mode 100644
index 0000000..c88ecdb
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.322272,0.069679,0.292672,1148120.269815,116852.611903,4702700625.163865,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td5_t1.csv
new file mode 100644
index 0000000..eb043e7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.330176,0.085320,0.292192,937649.991521,113044.215738,3840614365.268778,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td5_t2.csv
new file mode 100644
index 0000000..205b332
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.324064,0.085332,0.298272,937514.989658,113047.366117,3840061397.640090,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td5_t3.csv
new file mode 100644
index 0000000..9fa067b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.323360,0.085330,0.288320,937537.500912,114775.984647,3840153603.737360,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td6_t1.csv
new file mode 100644
index 0000000..a366dc7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.327680,0.074244,0.297728,1077526.744443,114342.544054,4413549545.236598,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td6_t2.csv
new file mode 100644
index 0000000..b52f826
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.322048,0.074250,0.291744,1077437.650629,116271.931490,4413184616.977155,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td6_t3.csv
new file mode 100644
index 0000000..6cd4317
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.318976,0.074248,0.292320,1077467.274850,116695.608195,4413305957.783632,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td7_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td7_t1.csv
new file mode 100644
index 0000000..31f4a62
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td7_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.322016,0.112380,0.299136,711871.018796,109061.374958,2915823692.987565,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td7_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td7_t2.csv
new file mode 100644
index 0000000..6b9151b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td7_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.317824,0.112351,0.299136,712052.721548,109692.535229,2916567947.458829,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td7_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td7_t3.csv
new file mode 100644
index 0000000..8df65e2
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w32_n12_b80_td7_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,30,500,0.324192,0.112343,0.294656,712104.619925,109410.531207,2916780523.211040,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td10_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td10_t1.csv
new file mode 100644
index 0000000..4d9a3e9
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td10_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.309792,0.033966,0.258304,4710581.940621,265753.320680,4823635907.195893,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td10_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td10_t2.csv
new file mode 100644
index 0000000..97572b7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td10_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.309952,0.033964,0.304640,4710866.110572,246701.897689,4823926897.225558,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td10_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td10_t3.csv
new file mode 100644
index 0000000..3332569
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td10_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.312512,0.033964,0.301504,4710866.110572,246921.191021,4823926897.225558,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td11_t1.csv
new file mode 100644
index 0000000..5118046
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.311648,0.036604,0.260544,4371118.296287,262813.851295,4476025135.397820,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td11_t2.csv
new file mode 100644
index 0000000..685f81c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.306912,0.036612,0.266176,4370140.708410,262424.106981,4475024085.411616,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td11_t3.csv
new file mode 100644
index 0000000..61046b4
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.314176,0.036602,0.304960,4371362.984055,243999.941553,4476275695.671839,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td14_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td14_t1.csv
new file mode 100644
index 0000000..a9dfb0a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td14_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.317376,0.033855,0.271680,4725969.577728,256858.329353,4839392847.593858,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td14_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td14_t2.csv
new file mode 100644
index 0000000..b3366f0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td14_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.318016,0.033860,0.295744,4725397.622408,247058.620819,4838807165.346058,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td14_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td14_t3.csv
new file mode 100644
index 0000000..6ac581f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td14_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.311904,0.033868,0.272224,4724254.646634,258901.436491,4837636758.153278,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td15_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td15_t1.csv
new file mode 100644
index 0000000..530e837
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td15_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.315008,0.033911,0.268352,4718262.954147,259205.521604,4831501265.046787,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td15_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td15_t2.csv
new file mode 100644
index 0000000..fbe9413
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td15_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.315616,0.033911,0.305952,4718262.954147,244096.373210,4831501265.046787,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td15_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td15_t3.csv
new file mode 100644
index 0000000..a91bb35
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td15_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.312928,0.033896,0.268320,4720258.841403,260101.517275,4833545053.597052,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td16_t1.csv
new file mode 100644
index 0000000..3dc26b8
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.312736,0.034695,0.273888,4611593.296679,257516.602378,4722271535.798960,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td16_t2.csv
new file mode 100644
index 0000000..9be9f85
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.310816,0.034695,0.303648,4611593.296679,246472.686231,4722271535.798960,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td16_t3.csv
new file mode 100644
index 0000000..94f2e6f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.312768,0.034691,0.269600,4612138.032732,259294.456163,4722829345.517059,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td4_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td4_t1.csv
new file mode 100644
index 0000000..0d1be9c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td4_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.326336,0.045031,0.263136,3553074.355948,252165.701311,3638348140.490374,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td4_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td4_t2.csv
new file mode 100644
index 0000000..fae6f0f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td4_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.312896,0.045036,0.264832,3552751.352661,256919.351175,3638017385.125315,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td4_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td4_t3.csv
new file mode 100644
index 0000000..81382e3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td4_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.312256,0.045031,0.305216,3553074.355948,241508.177251,3638348140.490374,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td5_t1.csv
new file mode 100644
index 0000000..a80f76d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.321728,0.033307,0.302880,4803849.121526,243192.655682,4919141500.443088,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td5_t2.csv
new file mode 100644
index 0000000..af5e11b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.311232,0.033298,0.295584,4805030.940384,249955.310095,4920351682.952806,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td5_t3.csv
new file mode 100644
index 0000000..4e34f6e
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.314432,0.033292,0.269952,4805917.551759,259035.362215,4921259573.000765,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td6_t1.csv
new file mode 100644
index 0000000..ed20703
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.313888,0.045140,0.291328,3544530.616395,246019.105388,3629599351.188331,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td6_t2.csv
new file mode 100644
index 0000000..0e66dc0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.316832,0.045136,0.266944,3544852.419118,254407.665379,3629928877.176985,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td6_t3.csv
new file mode 100644
index 0000000..ad78d55
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.310400,0.045132,0.299360,3545173.987651,244315.170517,3630258163.354773,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td9_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td9_t1.csv
new file mode 100644
index 0000000..c961bd5
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td9_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.317440,0.034454,0.302048,4643939.872901,244670.201938,4755394429.850673,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td9_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td9_t2.csv
new file mode 100644
index 0000000..239bfa4
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td9_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.314880,0.034456,0.305984,4643663.719639,244155.692273,4755111648.909968,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td9_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td9_t3.csv
new file mode 100644
index 0000000..be812ed
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b160_td9_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,30,500,0.311200,0.034456,0.309600,4643663.719639,244179.545137,4755111648.909968,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td10_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td10_t1.csv
new file mode 100644
index 0000000..ccb20fa
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td10_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036320,0.031042,0.045088,515438.403322,142286.044833,527808925.001401,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td10_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td10_t2.csv
new file mode 100644
index 0000000..8d7afdd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td10_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.037632,0.031048,0.045984,515336.420176,139538.519244,527704494.260224,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td10_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td10_t3.csv
new file mode 100644
index 0000000..0cd4331
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td10_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036672,0.031044,0.049952,515404.383839,135976.275173,527774089.050795,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td11_t1.csv
new file mode 100644
index 0000000..587d12a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.037312,0.034046,0.044704,469953.061891,137857.404735,481231935.375983,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td11_t2.csv
new file mode 100644
index 0000000..40a2008
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.037024,0.034046,0.044928,469953.061891,137933.470343,481231935.375983,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td11_t3.csv
new file mode 100644
index 0000000..3563562
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.037440,0.034040,0.045696,470037.923539,136546.958825,481318833.704351,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td14_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td14_t1.csv
new file mode 100644
index 0000000..ebc5d33
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td14_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036704,0.031048,0.045472,515336.420176,141313.196055,527704494.260224,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td14_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td14_t2.csv
new file mode 100644
index 0000000..910a87f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td14_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036064,0.031046,0.046400,515370.430687,140957.204706,527739321.023866,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td14_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td14_t3.csv
new file mode 100644
index 0000000..0a434aa
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td14_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036960,0.031048,0.045152,515336.420176,141393.119518,527704494.260224,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td15_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td15_t1.csv
new file mode 100644
index 0000000..2240899
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td15_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036992,0.030923,0.044960,517418.374190,141750.037038,529836415.170991,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td15_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td15_t2.csv
new file mode 100644
index 0000000..1f9f692
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td15_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036800,0.030921,0.050304,517452.660070,135564.840052,529871523.911977,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td15_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td15_t3.csv
new file mode 100644
index 0000000..61d4453
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td15_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.037728,0.030931,0.051584,517281.338395,133063.938902,529696090.516132,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td16_t1.csv
new file mode 100644
index 0000000..2557c71
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036736,0.031971,0.045440,500448.402386,140169.728917,512459164.043691,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td16_t2.csv
new file mode 100644
index 0000000..217f993
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036224,0.031988,0.045216,500192.077084,141059.001406,512196686.933509,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td16_t3.csv
new file mode 100644
index 0000000..a6d87bf
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036832,0.031986,0.052480,500224.117951,131906.908578,512229496.781654,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td4_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td4_t1.csv
new file mode 100644
index 0000000..d07577a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td4_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036640,0.042072,0.048544,380299.848215,125730.745514,389427044.572544,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td4_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td4_t2.csv
new file mode 100644
index 0000000..4f049e6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td4_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036256,0.042064,0.045152,380373.911376,129584.166704,389502885.249218,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td4_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td4_t3.csv
new file mode 100644
index 0000000..e232634
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td4_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.037120,0.042062,0.046784,380392.440097,127018.580786,389521858.658909,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td5_t1.csv
new file mode 100644
index 0000000..243f449
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.038880,0.029417,0.050656,543894.459104,134506.372370,556947926.122741,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td5_t2.csv
new file mode 100644
index 0000000..aebf5ad
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.037632,0.029415,0.051232,543932.309230,135272.894624,556986684.651481,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td5_t3.csv
new file mode 100644
index 0000000..44658d4
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036640,0.029415,0.046784,543932.309230,141794.415086,556986684.651481,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td6_t1.csv
new file mode 100644
index 0000000..4bab785
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.037536,0.042387,0.046016,377470.167413,127045.174325,386529451.431392,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td6_t2.csv
new file mode 100644
index 0000000..7010f28
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036640,0.042402,0.045216,377342.554795,128764.560917,386398776.109668,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td6_t3.csv
new file mode 100644
index 0000000..ed62c7a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036864,0.042392,0.044864,377433.678905,128907.972363,386492087.199004,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td9_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td9_t1.csv
new file mode 100644
index 0000000..fd413d8
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td9_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.037280,0.031672,0.050784,505172.951129,133626.954881,517297101.955852,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td9_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td9_t2.csv
new file mode 100644
index 0000000..e16534a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td9_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.037056,0.031666,0.048224,505271.010376,136815.081080,517397514.624619,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td9_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td9_t3.csv
new file mode 100644
index 0000000..a7204f1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b16_td9_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,30,500,0.036352,0.031664,0.047296,505303.705251,138753.838124,517430994.177492,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td10_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td10_t1.csv
new file mode 100644
index 0000000..9ccb9e9
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td10_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.008192,0.030841,0.019296,32424.547963,17144.180486,33202737.113986,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td10_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td10_t2.csv
new file mode 100644
index 0000000..aac5392
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td10_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.007168,0.030833,0.019040,32433.162830,17531.360479,33211558.737925,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td10_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td10_t3.csv
new file mode 100644
index 0000000..0797890
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td10_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.007168,0.030835,0.019584,32431.007705,17365.124359,33209351.889458,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td11_t1.csv
new file mode 100644
index 0000000..58dc365
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.007168,0.033726,0.019104,29650.305814,16667.093001,30361913.153531,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td11_t2.csv
new file mode 100644
index 0000000..cafccbd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.008192,0.033729,0.020736,29648.507918,15960.033601,30360072.108371,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td11_t3.csv
new file mode 100644
index 0000000..82bda3a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.007168,0.033745,0.019520,29634.109698,16547.278763,30345328.330938,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td14_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td14_t1.csv
new file mode 100644
index 0000000..403c4ab
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td14_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.008192,0.030665,0.018464,32610.783936,17445.703464,33393442.750577,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td14_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td14_t2.csv
new file mode 100644
index 0000000..8ff5dd3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td14_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.008192,0.030671,0.020192,32604.248426,16933.410573,33386750.388111,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td14_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td14_t3.csv
new file mode 100644
index 0000000..ec6edbd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td14_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.007168,0.030663,0.019584,32612.959060,17417.155071,33395670.076988,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td15_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td15_t1.csv
new file mode 100644
index 0000000..743a02e
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td15_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.007168,0.030812,0.020288,32454.718077,17162.031243,33233631.310749,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td15_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td15_t2.csv
new file mode 100644
index 0000000..34c4171
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td15_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.008192,0.030808,0.020160,32459.034920,16903.294770,33238051.757946,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td15_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td15_t3.csv
new file mode 100644
index 0000000..928c11f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td15_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.007168,0.030814,0.018720,32452.564009,17635.998320,33231425.545559,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td16_t1.csv
new file mode 100644
index 0000000..59c702f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.008192,0.031656,0.019360,31589.654225,16889.628352,32347805.926279,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td16_t2.csv
new file mode 100644
index 0000000..47cc31e
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.008192,0.031654,0.020544,31591.695259,16559.063533,32349895.945240,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td16_t3.csv
new file mode 100644
index 0000000..63c731e
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.007168,0.031877,0.019008,31370.463468,17225.603437,32123354.590988,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td4_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td4_t1.csv
new file mode 100644
index 0000000..2230a84
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td4_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.010240,0.041523,0.021344,24082.922592,13678.543338,24660912.733814,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td4_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td4_t2.csv
new file mode 100644
index 0000000..0dc6d43
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td4_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.008192,0.041542,0.019136,24072.236585,14520.187799,24649970.262877,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td4_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td4_t3.csv
new file mode 100644
index 0000000..07f05ca
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td4_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.008192,0.041550,0.019936,24067.490532,14351.768282,24645110.304385,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td5_t1.csv
new file mode 100644
index 0000000..6ddd20d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.009216,0.029209,0.018976,34236.519764,17421.428015,35058196.238243,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td5_t2.csv
new file mode 100644
index 0000000..26d7856
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.009216,0.029209,0.020672,34236.519764,16921.454211,35058196.238243,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td5_t3.csv
new file mode 100644
index 0000000..dd15de5
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.007168,0.029202,0.019392,34243.721735,17933.220088,35065571.056192,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td6_t1.csv
new file mode 100644
index 0000000..c7b2506
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.009216,0.042154,0.022048,23722.549989,13620.640796,24291891.189032,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td6_t2.csv
new file mode 100644
index 0000000..dc1aae7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.008192,0.042142,0.019488,23729.466071,14322.195442,24298973.256605,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td6_t3.csv
new file mode 100644
index 0000000..d6071d9
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.008192,0.042160,0.020448,23719.091364,14124.267800,24288349.556969,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td9_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td9_t1.csv
new file mode 100644
index 0000000..fec18b1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td9_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.008192,0.031410,0.019424,31836.815885,16941.635900,32600899.466234,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td9_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td9_t2.csv
new file mode 100644
index 0000000..460a9ed
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td9_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.008192,0.031406,0.018464,31840.969906,17222.945010,32605153.184062,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td9_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td9_t3.csv
new file mode 100644
index 0000000..6f078bd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b1_td9_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,30,500,0.007168,0.031412,0.019136,31834.739281,17326.150267,32598773.023503,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td10_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td10_t1.csv
new file mode 100644
index 0000000..baa82fb
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td10_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.428160,0.040395,0.419104,6337456.714251,288399.109266,6489555675.392848,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td10_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td10_t2.csv
new file mode 100644
index 0000000..e113ca1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td10_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.425152,0.040391,0.429472,6338099.678629,286028.834890,6490214070.915686,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td10_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td10_t3.csv
new file mode 100644
index 0000000..e8672cf
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td10_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.424128,0.040387,0.436384,6338742.773483,284160.742785,6490872600.046638,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td11_t1.csv
new file mode 100644
index 0000000..efccf14
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.430496,0.042813,0.427840,5979430.908725,284081.627839,6122937250.534059,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td11_t2.csv
new file mode 100644
index 0000000..f28e6e7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.433888,0.042813,0.433888,5979430.908725,281136.586501,6122937250.534059,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td11_t3.csv
new file mode 100644
index 0000000..32f7cf7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.427872,0.042834,0.398560,5976571.759109,294501.368321,6120009481.327898,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td14_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td14_t1.csv
new file mode 100644
index 0000000..093dd2c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td14_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.425312,0.042805,0.399200,5980575.230587,295163.043800,6124109036.121313,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td14_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td14_t2.csv
new file mode 100644
index 0000000..46a9b56
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td14_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.430656,0.042869,0.398848,5971717.786217,293452.550746,6115039013.086521,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td14_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td14_t3.csv
new file mode 100644
index 0000000..8d038fa
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td14_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.426944,0.042854,0.402368,5973715.342473,293521.970485,6117084510.692224,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td15_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td15_t1.csv
new file mode 100644
index 0000000..e2766de
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td15_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.429600,0.042185,0.402304,6068550.481063,292876.456175,6214195692.608975,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td15_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td15_t2.csv
new file mode 100644
index 0000000..4cb142a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td15_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.426560,0.042193,0.424320,6067371.712871,286650.723237,6212988633.980189,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td15_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td15_t3.csv
new file mode 100644
index 0000000..d2c4950
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td15_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.439904,0.042185,0.430240,6068550.481063,280600.617357,6214195692.608975,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td16_t1.csv
new file mode 100644
index 0000000..4bceed5
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.435968,0.041294,0.412960,6199474.550476,287568.774785,6348261939.687458,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td16_t2.csv
new file mode 100644
index 0000000..7259ca9
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.429408,0.041300,0.430240,6198551.874481,284145.148666,6347317119.468435,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td16_t3.csv
new file mode 100644
index 0000000..7c2944c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.424448,0.041284,0.425728,6201011.835252,287169.494150,6349836119.297837,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td4_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td4_t1.csv
new file mode 100644
index 0000000..5072ed0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td4_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.430240,0.050016,0.399520,5118336.112192,290983.070313,5241176178.884528,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td4_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td4_t2.csv
new file mode 100644
index 0000000..34f88cc
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td4_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.430080,0.050012,0.400544,5118755.109278,290698.947141,5241605231.900962,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td4_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td4_t3.csv
new file mode 100644
index 0000000..58070f0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td4_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.429152,0.050020,0.401920,5117916.802535,290548.429625,5240746805.795623,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td5_t1.csv
new file mode 100644
index 0000000..a55cff7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.433344,0.045695,0.399456,5602366.311456,291407.471215,5736823102.931058,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td5_t2.csv
new file mode 100644
index 0000000..6c98575
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.425824,0.045611,0.404608,5612680.043765,292223.096377,5747384364.815220,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td5_t3.csv
new file mode 100644
index 0000000..81747d1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.428896,0.045674,0.425856,5604878.559985,284309.713374,5739395645.425114,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td6_t1.csv
new file mode 100644
index 0000000..44d9363
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.427936,0.051075,0.422208,5012229.563904,284059.678136,5132523073.437963,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td6_t2.csv
new file mode 100644
index 0000000..8c58937
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.435552,0.051036,0.402112,5016051.321194,288061.158365,5136436552.902992,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td6_t3.csv
new file mode 100644
index 0000000..0dee450
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.430784,0.051046,0.437952,5015045.377384,278326.700968,5135406466.441158,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td9_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td9_t1.csv
new file mode 100644
index 0000000..852ee26
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td9_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.435584,0.040376,0.401920,6340349.911740,291611.503506,6492518309.621795,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td9_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td9_t2.csv
new file mode 100644
index 0000000..dbfd0a2
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td9_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.425792,0.040362,0.431680,6342601.743232,285130.662685,6494824185.069520,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td9_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td9_t3.csv
new file mode 100644
index 0000000..1416f2b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b256_td9_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,30,500,0.430560,0.040391,0.402816,6338099.678629,292984.404055,6490214070.915686,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td10_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td10_t1.csv
new file mode 100644
index 0000000..2acb5ef
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td10_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.743424,0.085096,0.714944,6016702.319110,331721.277628,6161103174.768322,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td10_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td10_t2.csv
new file mode 100644
index 0000000..d94a26b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td10_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.740064,0.085195,0.712096,6009759.351207,333039.590708,6153993575.635872,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td10_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td10_t3.csv
new file mode 100644
index 0000000..ab3248f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td10_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.742336,0.085610,0.716544,5980575.230587,331500.918480,6124109036.121313,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td11_t1.csv
new file mode 100644
index 0000000..0f5c307
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.743904,0.091388,0.711840,5602492.372824,330934.945611,5736952189.771362,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td11_t2.csv
new file mode 100644
index 0000000..7ff57a0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.743072,0.091439,0.721600,5599354.858150,329025.355729,5733739374.745136,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td11_t3.csv
new file mode 100644
index 0000000..0380322
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.739872,0.091507,0.715296,5595219.335245,331032.776444,5729504599.290985,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td14_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td14_t1.csv
new file mode 100644
index 0000000..dc0ec89
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td14_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.743616,0.089332,0.714976,5731447.507273,330765.655865,5869002247.447123,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td14_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td14_t2.csv
new file mode 100644
index 0000000..14f4e8e
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td14_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.739488,0.089377,0.713088,5728557.881758,332046.490709,5866043270.920087,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td14_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td14_t3.csv
new file mode 100644
index 0000000..c620679
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td14_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.739872,0.089620,0.713728,5712979.514090,331773.721376,5850091022.428604,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td15_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td15_t1.csv
new file mode 100644
index 0000000..fcac732
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td15_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.738752,0.089989,0.708960,5689576.804366,332964.574533,5826126647.670688,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td15_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td15_t2.csv
new file mode 100644
index 0000000..9f0afe3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td15_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.740256,0.089424,0.711168,5725540.457059,332284.587108,5862953428.027984,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td15_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td15_t3.csv
new file mode 100644
index 0000000..22b4f72
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td15_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.744672,0.090042,0.716096,5686212.099643,330149.975689,5822681190.034622,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td16_t1.csv
new file mode 100644
index 0000000..22413f3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.743328,0.088656,0.719936,5775139.527240,329913.943875,5913742875.893811,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td16_t2.csv
new file mode 100644
index 0000000..1be72fd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.740480,0.088216,0.719584,5803965.251281,330689.636284,5943260417.311319,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td16_t3.csv
new file mode 100644
index 0000000..3f8de95
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.743200,0.088150,0.716576,5808280.220889,330765.165509,5947678946.190084,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td4_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td4_t1.csv
new file mode 100644
index 0000000..502d931
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td4_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.751904,0.101378,0.715584,5050402.751814,326350.361056,5171612417.857866,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td4_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td4_t2.csv
new file mode 100644
index 0000000..d120e66
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td4_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.739264,0.101712,0.716256,5033827.456192,328788.537525,5154639315.141095,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td4_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td4_t3.csv
new file mode 100644
index 0000000..2346331
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td4_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.743232,0.101122,0.714624,5063188.792585,328420.276434,5184705323.606612,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td5_t1.csv
new file mode 100644
index 0000000..7ff4479
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.739808,0.082180,0.712128,6230218.925685,333742.666923,6379744179.901661,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td5_t2.csv
new file mode 100644
index 0000000..78bcc0d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.740320,0.082131,0.710976,6233947.416543,333892.651850,6383562154.540479,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td5_t3.csv
new file mode 100644
index 0000000..15e06aa
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.740224,0.082045,0.717152,6240483.166732,332592.593215,6390254762.733062,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td6_t1.csv
new file mode 100644
index 0000000..6cf5120
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.741056,0.105583,0.717984,4849284.455956,327235.455470,4965667282.899120,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td6_t2.csv
new file mode 100644
index 0000000..716a1e8
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.742624,0.105658,0.712256,4845806.472304,328091.901495,4962105827.638880,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td6_t3.csv
new file mode 100644
index 0000000..bf152d4
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.746432,0.106703,0.715200,4798372.335022,326460.893150,4913533271.062759,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td9_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td9_t1.csv
new file mode 100644
index 0000000..6f9b310
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td9_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.740800,0.085574,0.718944,5983151.687110,331323.462924,6126747327.600771,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td9_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td9_t2.csv
new file mode 100644
index 0000000..f3215fc
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td9_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.740192,0.085717,0.713632,5973144.698272,332566.659729,6116500171.030724,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td9_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td9_t3.csv
new file mode 100644
index 0000000..821fbbc
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b512_td9_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,30,500,0.742432,0.085639,0.716416,5978572.564564,331501.620509,6122058306.113076,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td10_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td10_t1.csv
new file mode 100644
index 0000000..8256a6c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td10_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.147488,0.031224,0.156864,2562147.490860,238396.207745,2623639030.640654,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td10_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td10_t2.csv
new file mode 100644
index 0000000..213cfe9
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td10_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.150464,0.031236,0.171776,2561139.575656,226323.652950,2622606925.471941,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td10_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td10_t3.csv
new file mode 100644
index 0000000..2718400
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td10_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.151712,0.031242,0.179968,2560635.839039,220432.894907,2622091099.176357,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td11_t1.csv
new file mode 100644
index 0000000..28e2c7c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.155136,0.034208,0.162080,2338651.576051,227645.396181,2394779213.876025,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td11_t2.csv
new file mode 100644
index 0000000..6dfac07
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.150720,0.034220,0.160224,2337811.930715,231773.855723,2393919417.052495,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td11_t3.csv
new file mode 100644
index 0000000..a188543
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.149152,0.034212,0.178176,2338371.712140,221275.753925,2394492633.231308,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td14_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td14_t1.csv
new file mode 100644
index 0000000..da46dd6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td14_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.148576,0.031306,0.161248,2555442.697673,234514.883241,2616773322.417336,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td14_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td14_t2.csv
new file mode 100644
index 0000000..8b89cd8
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td14_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.154688,0.031312,0.180608,2554941.351306,218216.805265,2616259943.737324,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td14_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td14_t3.csv
new file mode 100644
index 0000000..dd083d7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td14_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.150048,0.031310,0.159168,2555108.546240,234930.781973,2616431151.349602,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td15_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td15_t1.csv
new file mode 100644
index 0000000..4b0ab20
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td15_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.154912,0.031134,0.176992,2569563.179309,220362.794522,2631232695.612552,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td15_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td15_t2.csv
new file mode 100644
index 0000000..c2e182b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td15_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.148416,0.031128,0.161248,2570070.434828,234747.606115,2631752125.263374,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td15_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td15_t3.csv
new file mode 100644
index 0000000..d7b950f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td15_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.148896,0.031130,0.158272,2569901.276147,236478.183053,2631578906.774221,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td16_t1.csv
new file mode 100644
index 0000000..21cc409
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.149344,0.032176,0.172864,2486315.203027,225743.741994,2545986767.899927,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td16_t2.csv
new file mode 100644
index 0000000..d06229b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.151392,0.032176,0.175168,2486315.203027,223005.143623,2545986767.899927,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td16_t3.csv
new file mode 100644
index 0000000..0c8f832
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.151712,0.032168,0.160608,2486948.658103,232228.747458,2546635425.897399,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td4_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td4_t1.csv
new file mode 100644
index 0000000..88857fd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td4_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.149888,0.042222,0.176352,1894766.177456,217118.987146,1940240565.714874,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td4_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td4_t2.csv
new file mode 100644
index 0000000..4837e3d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td4_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.151360,0.042228,0.163552,1894490.539605,224001.969021,1939958312.555826,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td4_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td4_t3.csv
new file mode 100644
index 0000000..6cb0372
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td4_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.151200,0.042236,0.160896,1894123.091508,225777.016652,1939582045.703796,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td5_t1.csv
new file mode 100644
index 0000000..e1ac486
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.150048,0.029690,0.165504,2694523.016233,231721.616346,2759191568.622087,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td5_t2.csv
new file mode 100644
index 0000000..48e506a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.152032,0.029696,0.164704,2693965.619092,230925.551820,2758620793.950016,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td5_t3.csv
new file mode 100644
index 0000000..c772105
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.149888,0.029688,0.174656,2694708.979253,225840.816547,2759381994.754846,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td6_t1.csv
new file mode 100644
index 0000000..a8bf478
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.149024,0.042557,0.160896,1879812.288700,226964.881169,1924927783.628851,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td6_t2.csv
new file mode 100644
index 0000000..1d539c5
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.149088,0.042549,0.158496,1880174.204829,228484.440368,1925298385.744993,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td6_t3.csv
new file mode 100644
index 0000000..719a18f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.148256,0.042543,0.182464,1880445.856889,214326.028930,1925576557.454035,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td9_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td9_t1.csv
new file mode 100644
index 0000000..48b2009
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td9_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.156128,0.031912,0.175168,2506899.012934,220259.506547,2567064589.244242,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td9_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td9_t2.csv
new file mode 100644
index 0000000..3d906ab
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td9_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.150944,0.031906,0.157376,2507381.680457,235137.962926,2567558840.788049,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td9_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td9_t3.csv
new file mode 100644
index 0000000..bb0acf7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n10_b80_td9_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,30,500,0.147264,0.031914,0.161440,2506738.067515,234867.220046,2566899781.135295,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td11_t1.csv
new file mode 100644
index 0000000..69252b5
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.916288,0.142590,0.887680,1122098.666012,82196.370496,4596116135.984241,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td11_t2.csv
new file mode 100644
index 0000000..7f0189a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.910400,0.142596,0.879360,1122050.355600,82800.473930,4595918256.537306,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td11_t3.csv
new file mode 100644
index 0000000..6d629d7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.908288,0.142518,0.881344,1122663.103672,82809.293292,4598428072.640176,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td12_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td12_t1.csv
new file mode 100644
index 0000000..c12478d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td12_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.907680,0.136651,0.875552,1170868.019188,83338.423503,4795875406.594444,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td12_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td12_t2.csv
new file mode 100644
index 0000000..104163e
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td12_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.906848,0.136745,0.882336,1170061.395046,83076.790689,4792571474.109872,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td12_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td12_t3.csv
new file mode 100644
index 0000000..8319de3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td12_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.908640,0.136622,0.886496,1171113.723180,82826.104515,4796881810.143869,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td13_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td13_t1.csv
new file mode 100644
index 0000000..38842fe
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td13_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.907424,0.159001,0.877280,1006285.665660,82317.037520,4121746086.541882,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td13_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td13_t2.csv
new file mode 100644
index 0000000..d918eb9
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td13_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.909856,0.159052,0.884096,1005961.732034,81925.082815,4120419254.412493,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td13_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td13_t3.csv
new file mode 100644
index 0000000..feca5b6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td13_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.907264,0.159066,0.879520,1005871.075527,82226.272036,4120047925.359536,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td16_t1.csv
new file mode 100644
index 0000000..38021e6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.918464,0.148847,0.895264,1074932.311535,81525.562743,4402922748.047462,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td16_t2.csv
new file mode 100644
index 0000000..b6801ea
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.907968,0.148679,0.886432,1076146.473295,82343.554280,4407895954.614586,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td16_t3.csv
new file mode 100644
index 0000000..e060382
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.906912,0.148679,0.878528,1076146.473295,82725.016937,4407895954.614586,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td5_t1.csv
new file mode 100644
index 0000000..9ca1c4a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.907008,0.150868,0.890272,1060529.953940,82129.284556,4343930691.337457,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td5_t2.csv
new file mode 100644
index 0000000..ec74367
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.908192,0.150897,0.874528,1060328.456954,82746.496543,4343105359.682939,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td5_t3.csv
new file mode 100644
index 0000000..d8f8541
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.911040,0.150821,0.883360,1060861.165981,82252.868962,4345287335.858211,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td6_t1.csv
new file mode 100644
index 0000000..8f052c3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.915168,0.148791,0.886560,1075331.809614,82029.437253,4404559092.177694,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td6_t2.csv
new file mode 100644
index 0000000..88caf08
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.907616,0.148967,0.880608,1074060.390312,82593.798077,4399351358.716995,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td6_t3.csv
new file mode 100644
index 0000000..a7b6016
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.908224,0.148873,0.880480,1074740.042552,82577.355364,4402135214.291034,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td7_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td7_t1.csv
new file mode 100644
index 0000000..f66dd54
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td7_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.912736,0.189254,0.882496,845426.328024,80625.426501,3462866239.587497,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td7_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td7_t2.csv
new file mode 100644
index 0000000..8f7380f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td7_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.908416,0.189198,0.884032,845673.426199,80740.946984,3463878353.709591,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td7_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td7_t3.csv
new file mode 100644
index 0000000..e56d3d1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b160_td7_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,30,500,0.911584,0.189243,0.887200,845472.061257,80481.787775,3463053562.906632,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td11_t1.csv
new file mode 100644
index 0000000..b24acca
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.119648,0.101454,0.128608,157707.211817,45752.216762,645968739.600828,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td11_t2.csv
new file mode 100644
index 0000000..1917f88
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.118880,0.101532,0.128160,157586.333422,45901.610095,645473621.696725,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td11_t3.csv
new file mode 100644
index 0000000..036f3e4
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.119488,0.101515,0.127488,157611.766713,45912.197934,645577796.454615,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td12_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td12_t1.csv
new file mode 100644
index 0000000..9758bca
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td12_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.124768,0.097055,0.142528,164855.454865,43913.733100,675247943.126239,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td12_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td12_t2.csv
new file mode 100644
index 0000000..7c130df
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td12_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.120544,0.097042,0.132992,164876.326305,45638.859705,675333432.544570,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td12_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td12_t3.csv
new file mode 100644
index 0000000..26bb202
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td12_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.118816,0.097061,0.132032,164845.014799,45989.053644,675205180.618009,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td13_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td13_t1.csv
new file mode 100644
index 0000000..8a36ccd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td13_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.121568,0.114639,0.127456,139568.741199,43996.795821,571673563.952346,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td13_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td13_t2.csv
new file mode 100644
index 0000000..807b698
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td13_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.120640,0.114571,0.131072,139651.071127,43682.039037,572010787.336169,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td13_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td13_t3.csv
new file mode 100644
index 0000000..7a01f1b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td13_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.121184,0.114649,0.147264,139556.279008,41764.869598,571622518.817204,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td16_t1.csv
new file mode 100644
index 0000000..112199c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.121824,0.098116,0.147936,163072.970299,43492.965337,667946886.346273,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td16_t2.csv
new file mode 100644
index 0000000..2ff67ec
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.120992,0.098077,0.145312,163137.661203,43910.122584,668211860.286248,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td16_t3.csv
new file mode 100644
index 0000000..fb90ce3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.119712,0.098157,0.144032,163004.915689,44211.040471,667668134.661379,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td5_t1.csv
new file mode 100644
index 0000000..8b8efc8
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.125408,0.116449,0.140448,137398.872572,41851.370785,562785782.055257,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td5_t2.csv
new file mode 100644
index 0000000..c3623a6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.122976,0.116443,0.146464,137406.125500,41463.330324,562815490.046954,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td5_t3.csv
new file mode 100644
index 0000000..5d63901
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.120576,0.116431,0.146176,137420.624859,41755.522635,562874879.421394,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td6_t1.csv
new file mode 100644
index 0000000..38ce387
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.118784,0.106590,0.128480,150107.592350,45216.360998,614840698.263757,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td6_t2.csv
new file mode 100644
index 0000000..7410587
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.121088,0.106564,0.128544,150145.101611,44919.141959,614994336.197543,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td6_t3.csv
new file mode 100644
index 0000000..797e711
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.119584,0.106514,0.131584,150214.386626,44732.417245,615278127.619058,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td7_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td7_t1.csv
new file mode 100644
index 0000000..b2161fe
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td7_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.121312,0.155154,0.141888,103123.058078,38245.083306,422392045.889078,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td7_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td7_t2.csv
new file mode 100644
index 0000000..f3ba06f
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td7_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.129280,0.154976,0.145152,103241.616645,37260.577461,422877661.777023,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td7_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td7_t3.csv
new file mode 100644
index 0000000..9452172
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b16_td7_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,30,500,0.121248,0.155052,0.143968,103191.163482,38070.941907,422671005.623829,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td11_t1.csv
new file mode 100644
index 0000000..6e48d2d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.014336,0.101059,0.024672,9895.252314,7139.462583,40530953.479805,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td11_t2.csv
new file mode 100644
index 0000000..d583040
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.015360,0.101151,0.023872,9886.236964,7123.383839,40494026.605933,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td11_t3.csv
new file mode 100644
index 0000000..a71bb25
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.014336,0.101120,0.024384,9889.240255,7151.029637,40506328.085336,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td12_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td12_t1.csv
new file mode 100644
index 0000000..1209914
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td12_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.016384,0.096555,0.025920,10356.790449,7201.549288,42421413.677831,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td12_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td12_t2.csv
new file mode 100644
index 0000000..790fb98
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td12_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.016384,0.096504,0.023008,10362.285275,7358.578651,42443920.488072,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td12_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td12_t3.csv
new file mode 100644
index 0000000..586eec3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td12_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.015360,0.096504,0.024448,10362.285275,7336.121575,42443920.488072,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td13_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td13_t1.csv
new file mode 100644
index 0000000..85d5c7c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td13_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.015360,0.114168,0.024928,8759.036409,6474.343743,35877013.130293,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td13_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td13_t2.csv
new file mode 100644
index 0000000..d06eba8
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td13_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.015360,0.114086,0.024768,8765.325816,6484.500178,35902774.544128,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td13_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td13_t3.csv
new file mode 100644
index 0000000..5881be4
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td13_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.015360,0.114045,0.022304,8768.474195,6591.569921,35915670.302664,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td16_t1.csv
new file mode 100644
index 0000000..c38ac13
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.015360,0.096940,0.023776,10315.655644,7348.832686,42252925.519198,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td16_t2.csv
new file mode 100644
index 0000000..13800d1
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.016384,0.096926,0.023744,10317.181288,7296.410184,42259174.555257,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td16_t3.csv
new file mode 100644
index 0000000..a31dddb
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.015360,0.096983,0.025312,10311.081420,7264.536131,42234189.494949,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td5_t1.csv
new file mode 100644
index 0000000..af11a60
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.015360,0.117080,0.024000,8541.163863,6392.224500,34984607.183048,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td5_t2.csv
new file mode 100644
index 0000000..235e731
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.016384,0.116130,0.024128,8611.054685,6383.992318,35270879.988595,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td5_t3.csv
new file mode 100644
index 0000000..b320947
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.016384,0.116109,0.027136,8612.573672,6264.513648,35277101.760737,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td6_t1.csv
new file mode 100644
index 0000000..a01390d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.015360,0.106240,0.023776,9412.650881,6878.714656,38554218.010419,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td6_t2.csv
new file mode 100644
index 0000000..20476af
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.015360,0.106181,0.025792,9417.915533,6787.363699,38575782.024963,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td6_t3.csv
new file mode 100644
index 0000000..babf1a6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.015360,0.106060,0.024672,9428.645330,6845.012364,38619731.273299,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td7_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td7_t1.csv
new file mode 100644
index 0000000..1725969
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td7_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.014336,0.154487,0.024448,6473.045353,5174.087600,26513593.764628,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td7_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td7_t2.csv
new file mode 100644
index 0000000..1170cdb
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td7_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.015360,0.154356,0.025056,6478.541916,5134.215581,26536107.689071,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td7_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td7_t3.csv
new file mode 100644
index 0000000..2449dde
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b1_td7_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,30,500,0.015360,0.154417,0.024096,6475.964943,5158.012064,26525552.407810,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td11_t1.csv
new file mode 100644
index 0000000..1f5d4b0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.413856,0.263168,1.367328,972762.619539,84090.142304,3984435689.633590,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td11_t2.csv
new file mode 100644
index 0000000..270d7f0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.410208,0.263307,1.356544,972248.224219,84486.796802,3982328726.399683,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td11_t3.csv
new file mode 100644
index 0000000..b6904b4
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.414336,0.262820,1.357120,974051.213259,84369.388891,3989713769.507338,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td12_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td12_t1.csv
new file mode 100644
index 0000000..07f5c32
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td12_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.420992,0.256737,1.371328,997128.340449,83960.377555,4084237682.478719,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td12_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td12_t2.csv
new file mode 100644
index 0000000..87cf3a9
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td12_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.414528,0.256711,1.363840,997231.713835,84347.072997,4084661099.869279,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td12_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td12_t3.csv
new file mode 100644
index 0000000..db3084d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td12_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.409120,0.256860,1.360928,996651.225455,84574.748889,4082283419.464688,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td13_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td13_t1.csv
new file mode 100644
index 0000000..5df7d43
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td13_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.413312,0.294015,1.364352,870703.904290,83342.043649,3566403191.973326,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td13_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td13_t2.csv
new file mode 100644
index 0000000..a0c4370
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td13_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.414368,0.294111,1.349312,870419.014392,83720.562649,3565236282.951361,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td13_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td13_t3.csv
new file mode 100644
index 0000000..12b5f25
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td13_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.422528,0.294529,1.370464,869184.297413,82914.415359,3560178882.205506,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td16_t1.csv
new file mode 100644
index 0000000..570f7c3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.411616,0.268624,1.361344,953005.445042,84166.676411,3903510302.891844,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td16_t2.csv
new file mode 100644
index 0000000..be0f352
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.416192,0.268497,1.357120,953456.070592,84160.445518,3905356065.145854,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td16_t3.csv
new file mode 100644
index 0000000..97115f6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.410848,0.268982,1.362880,951735.622450,84135.516335,3898309109.556684,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td5_t1.csv
new file mode 100644
index 0000000..ccaaefd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.412352,0.287488,1.368224,890471.908300,83440.241029,3647372936.396705,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td5_t2.csv
new file mode 100644
index 0000000..b1c7722
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.425536,0.287918,1.364576,889141.766919,83170.076608,3641924677.301394,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td5_t3.csv
new file mode 100644
index 0000000..cee117e
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.420992,0.287431,1.367008,890649.548922,83240.374498,3648100552.386508,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td6_t1.csv
new file mode 100644
index 0000000..ccd4c28
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.411168,0.355879,1.345984,719345.783274,82234.969652,2946440328.291482,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td6_t2.csv
new file mode 100644
index 0000000..864ff40
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.412128,0.355973,1.354976,719155.414771,81970.437285,2945660578.901243,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td6_t3.csv
new file mode 100644
index 0000000..380fbb0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.411488,0.355895,1.343808,719312.712990,82283.590994,2946304872.407859,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td7_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td7_t1.csv
new file mode 100644
index 0000000..7593fe3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td7_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.424256,0.361298,1.363872,708556.557184,81284.655106,2902247658.226008,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td7_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td7_t2.csv
new file mode 100644
index 0000000..405ad17
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td7_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.424224,0.361241,1.366816,708669.026275,81211.043735,2902708331.621350,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td7_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td7_t3.csv
new file mode 100644
index 0000000..b35a8a7
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b256_td7_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,30,500,1.416960,0.361411,1.370560,708335.697934,81297.440868,2901343018.736323,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td11_t1.csv
new file mode 100644
index 0000000..84a06c5
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.759552,0.519809,2.611616,984977.159823,86912.579727,4034466446.633095,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td11_t2.csv
new file mode 100644
index 0000000..c252e7c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.753344,0.519598,2.622496,985377.030262,86846.812511,4036104315.953514,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td11_t3.csv
new file mode 100644
index 0000000..6911fc3
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.754272,0.520495,2.629568,983678.777307,86715.943894,4029148271.847826,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td12_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td12_t1.csv
new file mode 100644
index 0000000..2469be8
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td12_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.752160,0.513853,2.652160,996393.075073,86513.179421,4081226035.500630,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td12_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td12_t2.csv
new file mode 100644
index 0000000..094905a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td12_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,3.015680,0.513608,2.624800,996869.827190,83196.734123,4083178812.169147,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td12_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td12_t3.csv
new file mode 100644
index 0000000..1c822a6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td12_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.753600,0.513294,2.627168,997478.368489,86867.085208,4085671397.331754,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td13_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td13_t1.csv
new file mode 100644
index 0000000..295b548
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td13_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.751648,0.577487,2.625344,886600.240158,85985.694474,3631514583.687133,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td13_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td13_t2.csv
new file mode 100644
index 0000000..ba76788
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td13_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.751232,0.577411,2.630944,886716.655432,85911.993884,3631991420.649817,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td13_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td13_t3.csv
new file mode 100644
index 0000000..75f0e41
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td13_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.752576,0.576319,2.625536,888396.174345,85986.377892,3638870730.115391,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td16_t1.csv
new file mode 100644
index 0000000..efef861
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.755104,0.514003,2.627328,996103.292175,86832.129653,4080039084.750597,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td16_t2.csv
new file mode 100644
index 0000000..c7af776
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.751648,0.513563,2.630624,996957.294736,86840.970377,4083537079.240139,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td16_t3.csv
new file mode 100644
index 0000000..faedd33
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.750464,0.512645,2.626528,998741.575103,86932.350875,4090845491.622017,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td5_t1.csv
new file mode 100644
index 0000000..fbcbb3a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.751520,0.574728,2.627680,890855.900420,85993.647414,3648945768.120370,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td5_t2.csv
new file mode 100644
index 0000000..d04ae3e
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.750656,0.574820,2.625952,890712.995985,86029.768770,3648360431.555495,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td5_t3.csv
new file mode 100644
index 0000000..c36e21b
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.762240,0.574659,2.626688,890963.825037,85854.376256,3649387827.353337,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td6_t1.csv
new file mode 100644
index 0000000..f391919
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.753024,0.547099,2.632256,935845.870786,86306.019886,3833224686.737863,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td6_t2.csv
new file mode 100644
index 0000000..a259e16
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.749312,0.548233,2.627328,933909.127884,86415.353600,3825291787.813796,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td6_t3.csv
new file mode 100644
index 0000000..b83539a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.753472,0.547437,2.625344,935268.230983,86395.236434,3830858674.105318,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td7_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td7_t1.csv
new file mode 100644
index 0000000..5764c7d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td7_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.754592,0.721412,2.627616,709719.152491,83884.645605,2907009648.604714,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td7_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td7_t2.csv
new file mode 100644
index 0000000..9e61e22
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td7_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.752800,0.721525,2.625312,709608.401563,83939.424160,2906556012.802457,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td7_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td7_t3.csv
new file mode 100644
index 0000000..3025c1d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b512_td7_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,30,500,2.756512,0.721369,2.626496,709761.492047,83874.241773,2907183071.425933,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td11_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td11_t1.csv
new file mode 100644
index 0000000..d2f8ef5
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td11_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.510080,0.102541,0.448384,780173.356385,75400.190321,3195590067.751896,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td11_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td11_t2.csv
new file mode 100644
index 0000000..12d4e34
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td11_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.503360,0.102525,0.443520,780298.030698,76233.681688,3196100733.739356,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td11_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td11_t3.csv
new file mode 100644
index 0000000..b7b62aa
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td11_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.505120,0.102525,0.438976,780298.030698,76436.463438,3196100733.739356,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td12_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td12_t1.csv
new file mode 100644
index 0000000..09b4f30
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td12_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.503936,0.101159,0.440672,790834.938768,76498.882353,3239259909.194149,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td12_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td12_t2.csv
new file mode 100644
index 0000000..987c175
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td12_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.511488,0.101274,0.442208,789939.361623,75831.568354,3235591625.206213,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td12_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td12_t3.csv
new file mode 100644
index 0000000..7abfcf8
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td12_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.500960,0.101212,0.441504,790418.868140,76652.129862,3237555683.899536,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td13_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td13_t1.csv
new file mode 100644
index 0000000..2ae059c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td13_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.506208,0.115741,0.440928,691200.411988,75267.433202,2831156887.501006,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td13_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td13_t2.csv
new file mode 100644
index 0000000..e35a112
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td13_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.505696,0.115745,0.441408,691175.940779,75269.409687,2831056653.430319,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td13_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td13_t3.csv
new file mode 100644
index 0000000..5e877b6
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td13_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.502336,0.115775,0.441248,690992.550867,75517.328160,2830305488.349632,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td16_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td16_t1.csv
new file mode 100644
index 0000000..1504e7d
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td16_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.501824,0.101120,0.440320,791139.220417,76682.411456,3240506246.826854,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td16_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td16_t2.csv
new file mode 100644
index 0000000..8e9dd21
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td16_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.502656,0.101114,0.444864,791187.313908,76289.736864,3240703237.768722,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td16_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td16_t3.csv
new file mode 100644
index 0000000..312621c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td16_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.501120,0.101276,0.441280,789923.322231,76652.168166,3235525927.856333,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td5_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td5_t1.csv
new file mode 100644
index 0000000..c38a347
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td5_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.501728,0.117172,0.444896,682755.653959,75202.371666,2796567158.617348,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td5_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td5_t2.csv
new file mode 100644
index 0000000..9420d82
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td5_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.501984,0.117131,0.445024,682994.428122,75178.129168,2797545177.589445,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td5_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td5_t3.csv
new file mode 100644
index 0000000..05d28df
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td5_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.504832,0.117160,0.447232,682827.294731,74820.619656,2796860599.216277,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td6_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td6_t1.csv
new file mode 100644
index 0000000..205bb5c
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td6_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.503040,0.108335,0.444128,738449.444489,75793.238058,3024688924.627860,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td6_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td6_t2.csv
new file mode 100644
index 0000000..6b48743
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td6_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.500896,0.108380,0.444608,738142.521609,75909.673030,3023431768.510143,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td6_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td6_t3.csv
new file mode 100644
index 0000000..4b1317a
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td6_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.502176,0.108341,0.443104,738407.599422,75928.614128,3024517527.233436,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td7_t1.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td7_t1.csv
new file mode 100644
index 0000000..baed8f0
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td7_t1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.499040,0.155488,0.440032,514508.322280,73088.711987,2107426088.060537,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td7_t2.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td7_t2.csv
new file mode 100644
index 0000000..c55dc87
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td7_t2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.503456,0.155562,0.446240,514264.463310,72381.290948,2106427241.718735,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td7_t3.csv b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td7_t3.csv
new file mode 100644
index 0000000..8690b45
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/raw/w64_n12_b80_td7_t3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,30,500,0.501504,0.155390,0.441472,514833.811100,72835.469977,2108759290.263763,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_confirm/summary.csv b/results/hybrid_dataflow_td_confirm/summary.csv
new file mode 100644
index 0000000..a0b36da
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/summary.csv
@@ -0,0 +1,193 @@
+word_bits,logN,batch,role_stages,data_time,median_ms,min_ms,max_ms,cv_pct,regret
+32,10,1,5,4,0.023847,0.023706,0.027929,7.783392517574605,1.177571477951706
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+64,12,512,6,12,0.513608,0.513294,0.513853,0.04454755659272771,1.0000876231348441
+64,12,512,6,13,0.577411,0.576319,0.577487,0.0924650009102158,1.124323598078522
+64,12,512,6,16,0.513563,0.512645,0.514003,0.11019269743797576,1.0
diff --git a/results/hybrid_dataflow_td_confirm/summary.md b/results/hybrid_dataflow_td_confirm/summary.md
new file mode 100644
index 0000000..72adebd
--- /dev/null
+++ b/results/hybrid_dataflow_td_confirm/summary.md
@@ -0,0 +1,30 @@
+# HybridDataflow repeated Td confirmation
+
+Each candidate has three trials of 30 warmups and 500 timed repetitions.
+
+| bits | logN | batch | best Td | median ms | <=2% candidates | winner CV |
+|---:|---:|---:|---:|---:|---|---:|
+| 32 | 10 | 1 | 10 | 0.020251 | 9,10,15 | 7.41% |
+| 32 | 10 | 16 | 10 | 0.020347 | 9,10,15 | 0.06% |
+| 32 | 10 | 80 | 10 | 0.020623 | 9,10,14,15,16 | 0.04% |
+| 32 | 10 | 160 | 15 | 0.022680 | 9,10,14,15,16 | 0.06% |
+| 32 | 10 | 256 | 9 | 0.027967 | 9,10,16 | 0.04% |
+| 32 | 10 | 512 | 9 | 0.049590 | 9,10 | 0.00% |
+| 32 | 12 | 1 | 12 | 0.068127 | 12,16 | 0.01% |
+| 32 | 12 | 16 | 12 | 0.068178 | 12,16 | 0.00% |
+| 32 | 12 | 80 | 12 | 0.068356 | 12,16 | 0.01% |
+| 32 | 12 | 160 | 12 | 0.076911 | 12 | 0.01% |
+| 32 | 12 | 256 | 6 | 0.124701 | 6 | 0.04% |
+| 32 | 12 | 512 | 6 | 0.224680 | 6 | 0.09% |
+| 64 | 10 | 1 | 5 | 0.029209 | 5 | 0.01% |
+| 64 | 10 | 16 | 5 | 0.029415 | 5 | 0.00% |
+| 64 | 10 | 80 | 5 | 0.029690 | 5 | 0.01% |
+| 64 | 10 | 160 | 5 | 0.033298 | 5,14,15 | 0.02% |
+| 64 | 10 | 256 | 9 | 0.040376 | 9,10 | 0.03% |
+| 64 | 10 | 512 | 5 | 0.082131 | 5 | 0.07% |
+| 64 | 12 | 1 | 12 | 0.096504 | 12,16 | 0.02% |
+| 64 | 12 | 16 | 12 | 0.097055 | 12,16 | 0.01% |
+| 64 | 12 | 80 | 16 | 0.101120 | 11,12,16 | 0.07% |
+| 64 | 12 | 160 | 12 | 0.136651 | 12 | 0.04% |
+| 64 | 12 | 256 | 12 | 0.256737 | 12 | 0.03% |
+| 64 | 12 | 512 | 16 | 0.513563 | 11,12,16 | 0.11% |
diff --git a/results/hybrid_dataflow_td_fine/analysis.md b/results/hybrid_dataflow_td_fine/analysis.md
new file mode 100644
index 0000000..fbe625e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/analysis.md
@@ -0,0 +1,60 @@
+# HybridDataflow packet-depth breakpoints
+
+## Coverage
+
+The primary scan contains 384 exact-reference-checked points: uint32/uint64,
+`logN=10/12`, six representative batches, and every `Td` from 1 through 16.
+A 576-run confirmation repeats plateau candidates three times with alternating
+scan order. A further 492-point scan covers batch 1 and every multiple of 16
+from 16 through 640. The raw tables are in this directory and the sibling
+`hybrid_dataflow_td_confirm` and `hybrid_dataflow_td_batch_fine` directories.
+
+## Structural model
+
+For a full-fusion fold, let `R=Ur` be the replicated role warps and let `K` be
+the number of independent tokens (`K=32` for the screened `logN=10` graph and
+`K=64` for `logN=12`). A packet depth has:
+
+```text
+packet_count       P = ceil(K / Td)
+serial warp slots  L = ceil(Td / R)
+critical slots     S = P * L
+token utilization  E = K / (P * L * R)
+```
+
+Crossing `Td=kR+1` increases one replica from `k` to `k+1` tokens while the
+other replicas remain shorter. The CTA waits for that longest warp, producing
+the measured sawtooth at `Td=6/11/16` for `Ur=5` and `Td=7/13` for `Ur=6`.
+Packet depth is therefore not a smooth reuse knob: useful candidates cluster at
+or just below multiples of the physical replica count.
+
+## Confirmed preferences
+
+- uint32 `logN=10`: `Td=10` has 1.002 mean regret and 1.009 worst regret over
+  the six representative batches. It is the robust default.
+- uint64 `logN=10`: `Td=5` wins through `2*SM_count`; `Td=9/10` wins in the
+  next wave region, and the preference changes again after `4*SM_count`.
+  `Td=10` is retained as the simple minimax default rather than encoding a
+  periodic table beyond measured coverage.
+- uint32 `logN=12`: `Td=12` wins through batch 160. Starting at batch 176 and
+  continuing through 640, `Td=6` wins every sampled point, by as much as 1.50x.
+  The generated table expresses the boundary as `2*SM_count+1`.
+- uint64 `logN=12`: `Td=12` has 1.000 mean regret and 1.001 worst regret in the
+  repeated representative scan. It remains the robust default.
+
+## Hardware interpretation
+
+The packet optimum combines control amortization, replica balance, and CTA
+waves. For uint64 `logN=10`, `Td=5` uses 66 registers/thread and admits about
+five CTAs/SM, while `Td=9/10` uses 88 registers and admits four. Their first
+capacity discontinuities are therefore near 400 and 320 transforms on the
+80-SM V100. For uint32 `logN=12`, `Td=6` uses 70 registers/thread (about four
+CTAs/SM) and has 11 critical token slots; `Td=12` uses 102 registers (three
+CTAs/SM) and has 12 slots but half as many packet boundaries. Low batch favors
+the latter's control amortization; saturated execution favors the former's
+shorter critical path and higher residency.
+
+This yields a portable search rule: enumerate `Td` near `k*Ur`, reject points
+with poor `E`, compute register/shared-memory CTA capacity, and explicitly test
+batches around `m*SM_count*resident_ctas`. It replaces an arbitrary tile list
+with architecture-derived candidate and breakpoint locations.
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td1.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td1.csv
new file mode 100644
index 0000000..44ce3d0
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,1,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.178240,0.088556,0.169472,1806776.239050,366747.457264,1850138868.787082,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td10.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td10.csv
new file mode 100644
index 0000000..fdc98dc
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.172864,0.022758,0.161088,7030371.182690,448543.119653,7199100091.074692,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td11.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td11.csv
new file mode 100644
index 0000000..d5a5961
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.177376,0.023880,0.159872,6700257.070307,443056.596357,6861063239.994428,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td12.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td12.csv
new file mode 100644
index 0000000..86c99b0
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,12,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.171392,0.023731,0.166048,6742179.065320,443003.208559,6903991362.887326,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td13.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td13.csv
new file mode 100644
index 0000000..6ca09fc
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,13,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.172800,0.023434,0.158752,6827616.234494,450721.696563,6991479024.121937,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td14.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td14.csv
new file mode 100644
index 0000000..43afd13
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.168896,0.022973,0.160864,6964564.118746,453600.315535,7131713657.596395,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td15.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td15.csv
new file mode 100644
index 0000000..d369c77
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.173056,0.022697,0.162400,7049401.987864,446736.482559,7218587635.573178,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td16.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td16.csv
new file mode 100644
index 0000000..61b8631
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.174208,0.022845,0.159936,7003585.954629,448192.534377,7171672017.540570,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td2.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td2.csv
new file mode 100644
index 0000000..334062b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,2,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.172576,0.045420,0.161824,3522714.336449,421252.704644,3607259480.524040,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td3.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td3.csv
new file mode 100644
index 0000000..893d87a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td4.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td4.csv
new file mode 100644
index 0000000..8705f77
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
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diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td5.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td5.csv
new file mode 100644
index 0000000..5ba1e01
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.173984,0.025989,0.162944,6156422.184130,440871.996430,6304176316.549441,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td6.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td6.csv
new file mode 100644
index 0000000..a4f6553
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.175392,0.030592,0.161792,5230125.503875,435047.423544,5355648515.968291,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td7.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td7.csv
new file mode 100644
index 0000000..a944fec
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,7,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.176512,0.026752,0.158976,5980861.093200,441696.104359,6124401759.436517,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td8.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td8.csv
new file mode 100644
index 0000000..bc0aaeb
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,8,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.172640,0.023721,0.167616,6745089.272211,439588.274086,6906971414.744171,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td9.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td9.csv
new file mode 100644
index 0000000..f58707e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b160_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,160,1073479681,30,0,0,160,0,20,200,0.173280,0.022794,0.159200,7019317.400097,450356.324847,7187781017.699274,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td1.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td1.csv
new file mode 100644
index 0000000..3c52583
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,1,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.027648,0.101120,0.034400,158227.844083,98058.440559,162025312.341343,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td10.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td10.csv
new file mode 100644
index 0000000..8516add
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.025600,0.021601,0.031200,740696.776953,204078.299286,758473499.599728,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td11.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td11.csv
new file mode 100644
index 0000000..e0640bd
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.026624,0.023450,0.032864,682314.417962,192916.119859,698689963.992588,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td12.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td12.csv
new file mode 100644
index 0000000..949229e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,12,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.026624,0.022625,0.031008,707173.609891,199358.867028,724145776.528474,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td13.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td13.csv
new file mode 100644
index 0000000..0320f11
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,13,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.025600,0.022579,0.030592,708616.762288,203119.921922,725623564.582949,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td14.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td14.csv
new file mode 100644
index 0000000..ca58965
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.025600,0.022098,0.031072,724050.074639,203123.226459,741427276.430600,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td15.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td15.csv
new file mode 100644
index 0000000..a3a44d3
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.025600,0.021852,0.032896,732193.068934,199133.371275,749765702.588753,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td16.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td16.csv
new file mode 100644
index 0000000..72663fd
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.025600,0.022006,0.031616,727082.329454,201964.715296,744532305.360991,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td2.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td2.csv
new file mode 100644
index 0000000..646aae8
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,2,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.027648,0.044805,0.033184,357102.040087,151461.910240,365672489.048774,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td3.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td3.csv
new file mode 100644
index 0000000..2c6a9c8
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,3,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.027648,0.031913,0.033728,501363.707528,171510.112355,513396436.508895,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td4.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td4.csv
new file mode 100644
index 0000000..0d07923
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.027648,0.025441,0.033728,628899.183911,184295.109221,643992764.324935,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td5.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td5.csv
new file mode 100644
index 0000000..48a61cd
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.029696,0.024387,0.034912,656099.082562,179786.264777,671845460.543283,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td6.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td6.csv
new file mode 100644
index 0000000..7da5249
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.027648,0.030290,0.036064,528228.531974,170209.291096,540906016.741467,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td7.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td7.csv
new file mode 100644
index 0000000..c0929b4
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,7,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.028672,0.025498,0.034272,627510.029425,180910.338742,642570270.131464,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td8.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td8.csv
new file mode 100644
index 0000000..93967ce
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,8,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.027648,0.022461,0.034848,712331.876539,188329.588937,729427841.575521,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td9.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td9.csv
new file mode 100644
index 0000000..f243eb7
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b16_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,16,1073479681,30,0,0,160,0,20,200,0.027648,0.021770,0.032672,734948.297576,194907.462428,752587056.718249,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td1.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td1.csv
new file mode 100644
index 0000000..135a8cf
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,1,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.009216,0.100736,0.021280,9926.937773,7620.092663,10165184.279908,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td10.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td10.csv
new file mode 100644
index 0000000..984ef6d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.008192,0.022897,0.019968,43674.530406,19586.091327,44722719.135996,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td11.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td11.csv
new file mode 100644
index 0000000..e2485e9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.007168,0.024801,0.022624,40320.499019,18317.272294,41288190.995387,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td12.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td12.csv
new file mode 100644
index 0000000..ac9ff51
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,12,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.007168,0.024013,0.018752,41644.458989,20026.917016,42643926.005213,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td13.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td13.csv
new file mode 100644
index 0000000..41d5839
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,13,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.007168,0.024791,0.019904,40337.154839,19281.553762,41305246.555190,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td14.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td14.csv
new file mode 100644
index 0000000..f637c1d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.007168,0.024182,0.017696,41353.484692,20389.122439,42345968.324241,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td15.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td15.csv
new file mode 100644
index 0000000..f9a94b0
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.007168,0.023900,0.018112,41840.723088,20333.402431,42844900.442130,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td16.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td16.csv
new file mode 100644
index 0000000..f3fa989
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.006144,0.024090,0.019296,41511.688157,20189.946659,42507968.672403,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td2.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td2.csv
new file mode 100644
index 0000000..3609e8a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,2,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.007168,0.047232,0.020896,21172.087485,13280.918122,21680217.584977,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td3.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td3.csv
new file mode 100644
index 0000000..30bbedb
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,3,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.008192,0.033797,0.020320,29588.317730,16049.014295,30298437.355013,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td4.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td4.csv
new file mode 100644
index 0000000..121653b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.008192,0.026839,0.020704,37259.156505,17942.034464,38153376.261390,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td5.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td5.csv
new file mode 100644
index 0000000..c3d67ec
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.008192,0.025882,0.020384,38637.488181,18362.909783,39564787.897412,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td6.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td6.csv
new file mode 100644
index 0000000..c82cfe1
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.007168,0.032113,0.018240,31140.386426,17385.064263,31887755.700438,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td7.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td7.csv
new file mode 100644
index 0000000..f7c6cd1
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,7,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.008192,0.027034,0.020320,36991.002479,18003.225834,37878786.538983,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td8.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td8.csv
new file mode 100644
index 0000000..774d1db
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,8,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.008192,0.023828,0.020000,41966.587190,19223.198276,42973785.282336,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td9.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td9.csv
new file mode 100644
index 0000000..a313cc7
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b1_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,1,1073479681,30,0,0,160,0,20,200,0.008192,0.023030,0.019520,43422.077372,19707.633657,44464207.228594,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td1.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td1.csv
new file mode 100644
index 0000000..ad0dc40
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,1,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.277472,0.093046,0.260384,2751334.508932,405768.417131,2817366537.146262,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td10.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td10.csv
new file mode 100644
index 0000000..3478496
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.281824,0.028201,0.262816,9077705.224773,446895.414085,9295570150.167549,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td11.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td11.csv
new file mode 100644
index 0000000..ab9d060
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.283072,0.029281,0.257984,8742786.921444,448857.203184,8952613807.559006,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td12.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td12.csv
new file mode 100644
index 0000000..4874d20
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,12,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.282464,0.029460,0.265952,8689607.100950,443001.253174,8898157671.372919,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td13.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td13.csv
new file mode 100644
index 0000000..0dbebbe
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,13,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.279040,0.029599,0.265472,8649022.551818,445907.016337,8856599093.062027,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td14.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td14.csv
new file mode 100644
index 0000000..f9431fa
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.286368,0.028810,0.262880,8885729.991617,442861.944648,9098987511.415346,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td15.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td15.csv
new file mode 100644
index 0000000..ead828f
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.279616,0.029010,0.264736,8824567.713727,446489.369941,9036357338.856863,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td16.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td16.csv
new file mode 100644
index 0000000..44f1519
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.280384,0.028247,0.262496,9062896.577082,448236.526667,9280406094.931927,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td2.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td2.csv
new file mode 100644
index 0000000..0484417
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,2,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.290400,0.049777,0.266400,5142974.718330,422040.645661,5266406111.569723,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td3.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td3.csv
new file mode 100644
index 0000000..5bb105a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,3,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.280544,0.038753,0.265120,6605892.067630,438043.162509,6764433477.253285,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td4.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td4.csv
new file mode 100644
index 0000000..c8322cd
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.280160,0.032666,0.264000,7836990.802528,443808.313364,8025078581.788551,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td5.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td5.csv
new file mode 100644
index 0000000..67097a9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.278016,0.033633,0.258464,7611508.477559,449033.559548,7794184681.020761,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td6.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td6.csv
new file mode 100644
index 0000000..f1d3b9c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.280960,0.035523,0.257280,7206687.497844,446177.606465,7379647997.791835,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td7.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td7.csv
new file mode 100644
index 0000000..a584821
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,7,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.281376,0.031677,0.266528,8081461.176939,441698.053066,8275416245.185308,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td8.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td8.csv
new file mode 100644
index 0000000..0e60e42
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,8,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.288416,0.028626,0.269632,8942943.887545,436358.233737,9157574540.846088,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td9.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td9.csv
new file mode 100644
index 0000000..d81090b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b256_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,256,1073479681,30,0,0,160,0,20,200,0.284192,0.027981,0.263168,9149131.206823,444953.667768,9368710355.786886,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td1.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td1.csv
new file mode 100644
index 0000000..a9f1857
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,1,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.446784,0.182948,0.431008,2798611.823231,482681.971829,2865778506.988845,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td10.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td10.csv
new file mode 100644
index 0000000..88b1508
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.445664,0.049690,0.425696,10303967.362924,555887.560531,10551262579.634665,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td11.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td11.csv
new file mode 100644
index 0000000..fa03d08
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.449632,0.054190,0.424800,9448224.276594,551354.543577,9674981659.232458,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td12.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td12.csv
new file mode 100644
index 0000000..9f3d497
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,12,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.449280,0.054584,0.424960,9379983.006978,551234.500435,9605102599.145107,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td13.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td13.csv
new file mode 100644
index 0000000..c0d2018
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,13,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.445760,0.054103,0.460928,9463424.005799,532894.226305,9690546181.938465,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td14.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td14.csv
new file mode 100644
index 0000000..6a0a8b3
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.446432,0.053990,0.462720,9483167.144716,531593.250060,9710763156.188759,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td15.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td15.csv
new file mode 100644
index 0000000..f691598
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.448032,0.054031,0.429792,9475978.891241,549441.506973,9703402384.631147,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td16.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td16.csv
new file mode 100644
index 0000000..705bb69
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.450176,0.051697,0.428864,9903931.955203,550101.905001,10141626322.128273,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td2.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td2.csv
new file mode 100644
index 0000000..1b78521
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,2,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.450560,0.095514,0.425344,5360492.908253,527064.777115,5489144738.050639,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td3.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td3.csv
new file mode 100644
index 0000000..ff1d59d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,3,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.447296,0.071921,0.426784,7118957.708698,541225.847729,7289812693.706274,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td4.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td4.csv
new file mode 100644
index 0000000..99b157b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.460480,0.057539,0.425056,8898380.259223,542905.102870,9111941385.444330,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td5.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td5.csv
new file mode 100644
index 0000000..fdc0629
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.444320,0.057641,0.426656,8882572.612191,551357.580438,9095754354.883581,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td6.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td6.csv
new file mode 100644
index 0000000..0e94b7b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.452480,0.065167,0.426016,7856693.902270,542566.371078,8045254555.924092,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td7.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td7.csv
new file mode 100644
index 0000000..a62f199
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,7,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.442112,0.057257,0.428896,8942144.423238,551566.651330,9156755889.396074,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td8.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td8.csv
new file mode 100644
index 0000000..b94fb80
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,8,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.447264,0.051364,0.431328,9968101.937673,550563.786064,10207336384.177519,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td9.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td9.csv
new file mode 100644
index 0000000..7a9dfd0
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b512_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,512,1073479681,30,0,0,160,0,20,200,0.449664,0.049633,0.433568,10315659.286431,548846.669139,10563235109.305090,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td1.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td1.csv
new file mode 100644
index 0000000..fc18efb
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,1,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.088640,0.091914,0.093632,870376.521874,291772.484261,891265558.398514,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td10.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td10.csv
new file mode 100644
index 0000000..4e4480c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,10,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.088192,0.020623,0.099648,3879096.357849,383760.485028,3972194670.436870,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td11.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td11.csv
new file mode 100644
index 0000000..97a50e6
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,11,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.087488,0.022252,0.095552,3595259.959783,389689.743086,3681546198.817800,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td12.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td12.csv
new file mode 100644
index 0000000..27c70fb
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,12,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.088032,0.021514,0.093824,3718467.605667,393371.227254,3807710828.202978,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td13.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td13.csv
new file mode 100644
index 0000000..c1b4a23
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,13,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.088448,0.021524,0.092480,3716698.449368,395154.460062,3805899212.152580,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td14.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td14.csv
new file mode 100644
index 0000000..25e9d1e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,14,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.087744,0.020961,0.094944,3816560.993774,392832.232113,3908158457.624876,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td15.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td15.csv
new file mode 100644
index 0000000..e29ce5c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,15,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.086912,0.020777,0.090880,3850418.740485,402882.708797,3942828790.256457,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td16.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td16.csv
new file mode 100644
index 0000000..eaf2f89
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,16,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.084736,0.021033,0.089600,3803553.844607,409481.639681,3894839136.878060,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td2.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td2.csv
new file mode 100644
index 0000000..75758b6
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,2,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.084000,0.042486,0.088416,1882983.745715,372263.114695,1928175355.612189,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td3.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td3.csv
new file mode 100644
index 0000000..78da9f7
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,3,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.088672,0.030490,0.089920,2623845.565444,382625.738568,2686817859.014909,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td4.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td4.csv
new file mode 100644
index 0000000..ea9c10c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,4,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.087680,0.024381,0.093376,3281184.358433,389412.951380,3359932783.035437,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td5.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td5.csv
new file mode 100644
index 0000000..291de5b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,5,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.084224,0.023383,0.091552,3421283.120782,401689.027401,3503393915.680780,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td6.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td6.csv
new file mode 100644
index 0000000..e824055
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,6,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.084896,0.028677,0.089728,2789680.335923,393504.970606,2856632663.985089,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td7.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td7.csv
new file mode 100644
index 0000000..b760ae3
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,7,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.086112,0.024351,0.097984,3285323.865409,383791.118248,3364171638.178982,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td8.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td8.csv
new file mode 100644
index 0000000..5dbd04e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,8,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.083168,0.021499,0.086944,3721123.855540,417512.825567,3810430828.072892,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td9.csv b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td9.csv
new file mode 100644
index 0000000..048b7c9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n10_b80_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,32,5,1,9,1,2,hermes-xor,inplace,radix2,32,10,1024,80,1073479681,30,0,0,160,0,20,200,0.085216,0.020813,0.089696,3843788.409426,408737.169064,3936039331.252690,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td1.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td1.csv
new file mode 100644
index 0000000..beefada
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,1,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.516896,0.393288,0.479680,406826.871730,115119.202003,1666362866.607889,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td10.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td10.csv
new file mode 100644
index 0000000..ff1cae3
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,10,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.504992,0.087532,0.484768,1827912.922077,148520.614009,7487131328.825781,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td11.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td11.csv
new file mode 100644
index 0000000..f4af8d8
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.504064,0.080466,0.484224,1988419.438492,149707.051082,8144566020.063236,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td12.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td12.csv
new file mode 100644
index 0000000..439210d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.506848,0.076938,0.480704,2079590.024709,150306.687330,8518000741.209295,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td13.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td13.csv
new file mode 100644
index 0000000..96b9d4d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.504960,0.091786,0.485504,1743180.619808,147840.114384,7140067818.731538,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td14.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td14.csv
new file mode 100644
index 0000000..a15198a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,14,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.505728,0.092355,0.477888,1732453.598933,148702.953316,7096129941.227627,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td15.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td15.csv
new file mode 100644
index 0000000..d8c48d7
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,15,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.505728,0.086615,0.465344,1847254.222137,151273.477946,7566353293.873332,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td16.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td16.csv
new file mode 100644
index 0000000..4148142
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.506240,0.079498,0.483328,2012623.201360,149663.314078,8243704632.768679,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td2.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td2.csv
new file mode 100644
index 0000000..cbb8f81
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,2,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.514944,0.202752,0.485344,789141.436977,132996.408679,3232323325.856491,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td3.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td3.csv
new file mode 100644
index 0000000..528da2d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,3,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.534432,0.143800,0.469600,1112654.004922,139393.184361,4557430804.159384,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td4.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td4.csv
new file mode 100644
index 0000000..8d308d5
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,4,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.507136,0.112364,0.479840,1423949.729119,145541.934790,5832498090.472521,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td5.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td5.csv
new file mode 100644
index 0000000..d42f627
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.522048,0.093281,0.483392,1715242.393351,145623.830080,7025632843.166706,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td6.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td6.csv
new file mode 100644
index 0000000..23be2ae
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.510208,0.083277,0.479520,1921303.565412,149113.965224,7869659403.927023,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td7.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td7.csv
new file mode 100644
index 0000000..7baf728
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.506112,0.120663,0.480288,1326006.711034,144526.551271,5431323488.396720,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td8.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td8.csv
new file mode 100644
index 0000000..5f10afd
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.521824,0.101212,0.489376,1580837.736279,143831.580035,6475111367.799072,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td9.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td9.csv
new file mode 100644
index 0000000..9a5c906
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b160_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,9,1,2,hermes-xor,inplace,radix2,32,12,4096,160,1073479681,30,0,0,192,0,20,200,0.504960,0.096102,0.481248,1664890.755200,147831.898287,6819392533.300007,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td1.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td1.csv
new file mode 100644
index 0000000..4cc8038
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,1,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.071808,0.451630,0.079360,35427.223532,26542.884395,145109907.586093,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td10.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td10.csv
new file mode 100644
index 0000000..55e077b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,10,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.068864,0.083005,0.080832,192758.460366,68757.633372,789538653.657668,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td11.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td11.csv
new file mode 100644
index 0000000..6dce364
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.071232,0.076293,0.093408,209717.473305,66408.470464,859002770.655815,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td12.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td12.csv
new file mode 100644
index 0000000..7ab0db8
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.070720,0.072412,0.079264,220957.354854,71943.686576,905041325.483414,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td13.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td13.csv
new file mode 100644
index 0000000..c8f1185
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.071456,0.089047,0.073984,179680.303676,68234.047711,735970523.856204,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td14.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td14.csv
new file mode 100644
index 0000000..28ec4c0
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,14,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.067072,0.088852,0.081728,180073.758102,67325.198799,737582113.186296,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td15.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td15.csv
new file mode 100644
index 0000000..4739324
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,15,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.068352,0.082934,0.081408,192925.049732,68759.900957,790221003.701943,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td16.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td16.csv
new file mode 100644
index 0000000..39f416d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.067296,0.073713,0.081408,217059.110978,71937.063919,889074118.564805,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td2.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td2.csv
new file mode 100644
index 0000000..2a632c8
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,2,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.071232,0.209628,0.083328,76325.621692,43933.333262,312629746.448726,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td3.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td3.csv
new file mode 100644
index 0000000..878dcd2
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,3,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.067136,0.146611,0.082560,109132.181803,53998.013109,447005416.666946,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td4.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td4.csv
new file mode 100644
index 0000000..9e211fa
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,4,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.069088,0.109117,0.084480,146631.004824,60909.352154,600600595.760539,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td5.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td5.csv
new file mode 100644
index 0000000..1ee618d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.068480,0.090476,0.084064,176843.411892,65838.332322,724350615.111609,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td6.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td6.csv
new file mode 100644
index 0000000..9f7298c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.067744,0.078643,0.075552,203450.532912,72091.816568,833333382.806816,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td7.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td7.csv
new file mode 100644
index 0000000..ecb1ee6
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.070912,0.118369,0.083712,135170.204848,58609.500985,553657159.059312,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td8.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td8.csv
new file mode 100644
index 0000000..085859d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.067328,0.099528,0.074688,160759.287279,66240.604921,658470040.694156,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td9.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td9.csv
new file mode 100644
index 0000000..b4a037e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b16_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,9,1,2,hermes-xor,inplace,radix2,32,12,4096,16,1073479681,30,0,0,192,0,20,200,0.068576,0.093486,0.082016,171148.478233,65552.794303,701024166.843900,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td1.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td1.csv
new file mode 100644
index 0000000..84ca6ce
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,1,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.011264,0.446986,0.023776,2237.205392,2074.575906,9163593.286177,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td10.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td10.csv
new file mode 100644
index 0000000..887e551
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,10,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.010240,0.088300,0.022144,11325.089836,8286.135563,46387567.966920,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td11.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td11.csv
new file mode 100644
index 0000000..6b1344c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.010240,0.081178,0.021536,12318.669231,8853.192851,50457269.169315,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td12.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td12.csv
new file mode 100644
index 0000000..d980597
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.011264,0.078577,0.024672,12726.428732,8732.660497,52127452.087153,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td13.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td13.csv
new file mode 100644
index 0000000..f884f14
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.012288,0.097976,0.023456,10206.547921,7478.295012,41806020.283709,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td14.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td14.csv
new file mode 100644
index 0000000..ab1d807
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,14,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.011264,0.097792,0.021920,10225.785384,7634.986624,41884816.934468,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td15.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td15.csv
new file mode 100644
index 0000000..3b37a7a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,15,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.011264,0.091223,0.022112,10962.143049,8025.744047,44900937.930694,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td16.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td16.csv
new file mode 100644
index 0000000..9e2ba52
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.012288,0.081121,0.022816,12327.221541,8603.980004,50492299.432931,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td2.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td2.csv
new file mode 100644
index 0000000..74cf269
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,2,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.011264,0.222740,0.023648,4489.529873,3881.197012,18389114.357774,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td3.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td3.csv
new file mode 100644
index 0000000..c8995e0
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,3,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.012288,0.156308,0.023136,6397.605876,5215.600626,26204593.669743,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td4.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td4.csv
new file mode 100644
index 0000000..0faefd9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,4,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.011264,0.115876,0.021344,8629.927193,6734.739923,35348181.784501,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td5.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td5.csv
new file mode 100644
index 0000000..5377a24
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.011264,0.096333,0.020992,10380.680748,7776.727318,42519268.344366,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td6.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td6.csv
new file mode 100644
index 0000000..0258e1b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.010240,0.083743,0.021536,11941.336103,8656.605412,48911712.679935,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td7.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td7.csv
new file mode 100644
index 0000000..788bde0
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.015360,0.126039,0.020992,7934.049447,6157.975130,32497866.536176,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td8.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td8.csv
new file mode 100644
index 0000000..ac5b8b8
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.010240,0.105989,0.021600,9434.930600,7255.360778,38645475.735573,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td9.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td9.csv
new file mode 100644
index 0000000..0f8a067
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b1_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,9,1,2,hermes-xor,inplace,radix2,32,12,4096,1,1073479681,30,0,0,192,0,20,200,0.010240,0.099441,0.020864,10056.250472,7660.214811,41190401.931504,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td1.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td1.csv
new file mode 100644
index 0000000..15ad7d6
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,1,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.757152,0.414694,0.742112,617322.058939,133754.213224,2528551153.415186,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td10.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td10.csv
new file mode 100644
index 0000000..f44b4e1
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,10,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.755872,0.172549,0.740608,1483635.555191,153382.586160,6076971234.062044,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td11.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td11.csv
new file mode 100644
index 0000000..0b16cb5
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.754432,0.160215,0.743232,1597852.535317,154414.157653,6544803984.660127,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td12.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td12.csv
new file mode 100644
index 0000000..f84ea8c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.755008,0.155668,0.747232,1644520.434758,154411.418011,6735955700.768134,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td13.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td13.csv
new file mode 100644
index 0000000..e91c38f
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.763968,0.182200,0.744480,1405046.985522,151421.201781,5755072452.696174,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td14.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td14.csv
new file mode 100644
index 0000000..f9bf2ce
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,14,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.762080,0.181704,0.743712,1408887.208781,151704.089507,5770802007.168158,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td15.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td15.csv
new file mode 100644
index 0000000..ab7d17c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,15,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.764960,0.173010,0.744032,1479683.963971,152199.587235,6060785516.424747,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td16.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td16.csv
new file mode 100644
index 0000000..9b23f6d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.762976,0.158387,0.743840,1616292.235388,153734.994485,6620332996.148247,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td2.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td2.csv
new file mode 100644
index 0000000..1474d6c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,2,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.761920,0.393784,0.743360,650102.026078,134803.228975,2662817898.817320,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td3.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td3.csv
new file mode 100644
index 0000000..07dbc9a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,3,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.757216,0.291297,0.742368,878827.272499,142946.384929,3599676508.157554,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td4.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td4.csv
new file mode 100644
index 0000000..da0566a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,4,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.755296,0.232566,0.744160,1100763.927269,147804.148617,4508729046.091990,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td5.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td5.csv
new file mode 100644
index 0000000..85aa4c8
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.756064,0.198671,0.743616,1288560.189832,150734.417665,5277942537.553152,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td6.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td6.csv
new file mode 100644
index 0000000..e08e4f2
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.770976,0.124836,0.740928,2050693.111976,156408.485538,8399638986.654338,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td7.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td7.csv
new file mode 100644
index 0000000..6d10aed
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.759520,0.235284,0.745792,1088044.577994,147076.021538,4456630591.465282,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td8.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td8.csv
new file mode 100644
index 0000000..fd2dafa
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.776576,0.198461,0.744288,1289923.099875,148895.602951,5283525017.090034,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td9.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td9.csv
new file mode 100644
index 0000000..44ddfef
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b256_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,9,1,2,hermes-xor,inplace,radix2,32,12,4096,256,1073479681,30,0,0,192,0,20,200,0.778080,0.190234,0.752864,1345713.984566,148735.379357,5512044480.781053,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td1.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td1.csv
new file mode 100644
index 0000000..ad27e68
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,1,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.426048,0.805929,1.368736,635291.737358,142194.059322,2602154956.217934,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td10.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td10.csv
new file mode 100644
index 0000000..845b148
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,10,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.448832,0.332314,1.380512,1540713.225079,161940.366373,6310761369.923668,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td11.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td11.csv
new file mode 100644
index 0000000..e162555
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.441760,0.309156,1.368608,1656122.623415,164127.614950,6783478265.506240,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td12.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td12.csv
new file mode 100644
index 0000000..525ec8f
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.441440,0.297764,1.368448,1719483.384790,164754.619611,7043003944.098949,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td13.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td13.csv
new file mode 100644
index 0000000..123a66c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.440960,0.351703,1.366112,1455773.566001,162088.146583,5962848526.341228,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td14.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td14.csv
new file mode 100644
index 0000000..c6a38d3
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,14,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.440896,0.349548,1.365792,1464750.709041,162218.561603,5999618904.232284,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td15.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td15.csv
new file mode 100644
index 0000000..232bd9f
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,15,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.444576,0.334075,1.364256,1532590.516440,162906.510039,6277490755.336833,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td16.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td16.csv
new file mode 100644
index 0000000..88e08b7
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.420992,0.307031,1.370112,1667583.862635,165260.713593,6830423501.353296,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td2.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td2.csv
new file mode 100644
index 0000000..f22b989
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,2,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.447776,0.594355,1.370816,861437.702537,150016.971642,3528448829.592285,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td3.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td3.csv
new file mode 100644
index 0000000..7f1ddc5
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,3,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.429728,0.450452,1.369440,1136634.962205,157556.862356,4655656805.191458,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td4.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td4.csv
new file mode 100644
index 0000000..3ea3d55
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,4,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.452992,0.360033,1.367520,1422090.782729,160978.689520,5824883846.056756,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td5.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td5.csv
new file mode 100644
index 0000000..e1918bd
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.438976,0.313969,1.371104,1630736.173260,163889.891751,6679495365.671071,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td6.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td6.csv
new file mode 100644
index 0000000..3a70c7a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.435360,0.224532,1.367008,2280293.802299,169149.933284,9340083414.215670,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td7.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td7.csv
new file mode 100644
index 0000000..ecaa582
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.434368,0.453596,1.373952,1128757.388572,156962.953711,4623390263.589458,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td8.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td8.csv
new file mode 100644
index 0000000..5261a8e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.470880,0.383985,1.381216,1333386.616220,158216.077342,5461551580.037451,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td9.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td9.csv
new file mode 100644
index 0000000..cbb51f1
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b512_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,9,1,2,hermes-xor,inplace,radix2,32,12,4096,512,1073479681,30,0,0,192,0,20,200,1.450016,0.367693,1.379616,1392466.761006,160133.869803,5703543853.080832,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td1.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td1.csv
new file mode 100644
index 0000000..67c0667
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,1,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.300128,0.410547,0.298624,194861.869241,79262.914465,798154216.409950,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td10.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td10.csv
new file mode 100644
index 0000000..6db0862
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,10,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.320672,0.078541,0.292224,1018578.852785,115701.102838,4172098981.009277,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td11.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td11.csv
new file mode 100644
index 0000000..3be14c2
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,11,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.315840,0.072182,0.288736,1108313.216500,118210.688622,4539650934.782483,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td12.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td12.csv
new file mode 100644
index 0000000..43d4c61
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.320704,0.068362,0.290048,1170236.609203,117800.500944,4793289151.297079,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td13.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td13.csv
new file mode 100644
index 0000000..a79028b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,13,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.323584,0.084250,0.291072,949559.395779,114464.671280,3889395285.112298,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td14.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td14.csv
new file mode 100644
index 0000000..7ec2a71
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,14,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.318880,0.085248,0.293024,938438.428313,114752.594035,3843843802.369087,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td15.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td15.csv
new file mode 100644
index 0000000..ab35acc
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,15,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.303104,0.078694,0.300000,1016590.720253,117336.732793,4163955590.154461,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td16.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td16.csv
new file mode 100644
index 0000000..5968bc5
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,16,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.322400,0.069719,0.294464,1147462.748454,116519.045705,4700007417.666048,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td2.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td2.csv
new file mode 100644
index 0000000..a9564a7
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,2,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.321216,0.197581,0.286592,404897.642982,99330.907831,1658460745.653864,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td3.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td3.csv
new file mode 100644
index 0000000..ce47241
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,3,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.322880,0.138460,0.288704,577783.532848,106660.385502,2366601350.543441,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td4.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td4.csv
new file mode 100644
index 0000000..0b43e28
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,4,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.322720,0.102774,0.332544,778408.783316,105535.640726,3188362376.463320,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td5.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td5.csv
new file mode 100644
index 0000000..c7f7318
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,5,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.320896,0.085330,0.285600,937537.500912,115636.024841,3840153603.737360,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td6.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td6.csv
new file mode 100644
index 0000000..6105c9e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.321568,0.074286,0.284896,1076917.762172,117517.430280,4411055153.858243,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td7.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td7.csv
new file mode 100644
index 0000000..0b484c3
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,7,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.319488,0.112399,0.283968,711747.812059,111754.420375,2915319038.193524,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td8.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td8.csv
new file mode 100644
index 0000000..74ae496
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,8,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.319680,0.094259,0.289312,848723.564579,113757.359230,3476371720.516265,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td9.csv b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td9.csv
new file mode 100644
index 0000000..15bab6f
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w32_n12_b80_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,9,1,2,hermes-xor,inplace,radix2,32,12,4096,80,1073479681,30,0,0,192,0,20,200,0.317024,0.088515,0.290720,903806.118791,114899.847822,3701989862.567395,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td1.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td1.csv
new file mode 100644
index 0000000..f99f3d2
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,1,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.316704,0.138803,0.272288,1152711.185544,219842.065895,1180376253.996677,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td10.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td10.csv
new file mode 100644
index 0000000..dc11848
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.316128,0.033976,0.266368,4709162.121295,259541.260863,4822182012.205758,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td11.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td11.csv
new file mode 100644
index 0000000..55bad53
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.317024,0.036639,0.302592,4366964.567430,243807.768888,4471771717.048637,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td12.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td12.csv
new file mode 100644
index 0000000..cfbaa3e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,12,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.311072,0.035656,0.300416,4487363.452774,247240.309193,4595060175.640609,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td13.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td13.csv
new file mode 100644
index 0000000..7872a9e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,13,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.313952,0.034396,0.268256,4651681.994951,259485.758144,4763322362.829844,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td14.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td14.csv
new file mode 100644
index 0000000..126d2db
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.314624,0.033874,0.269760,4723397.907458,258791.660781,4836759457.237308,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td15.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td15.csv
new file mode 100644
index 0000000..78b5eca
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.315296,0.033920,0.270336,4716980.959836,258251.124380,4830188502.871559,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td16.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td16.csv
new file mode 100644
index 0000000..a8c324a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.324448,0.034703,0.280192,4610504.705434,250256.772746,4721156818.364698,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td2.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td2.csv
new file mode 100644
index 0000000..c65854b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,2,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.310368,0.072791,0.301024,2198072.731531,233855.551330,2250826477.087463,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td3.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td3.csv
new file mode 100644
index 0000000..3f4e408
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,3,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.316384,0.051538,0.273376,3104510.245143,249494.035662,3179018491.025946,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td4.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td4.csv
new file mode 100644
index 0000000..702c3e3
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.315136,0.045051,0.302816,3551540.099260,241326.256496,3636777061.642554,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td5.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td5.csv
new file mode 100644
index 0000000..42d07da
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.297824,0.033331,0.291328,4800307.150467,257035.045676,4915514522.078005,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td6.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td6.csv
new file mode 100644
index 0000000..c4b575e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.316256,0.045153,0.305312,3543485.745632,239980.343253,3628529403.527391,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td7.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td7.csv
new file mode 100644
index 0000000..93268fa
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,7,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.313408,0.038666,0.271616,4137976.601708,256537.604273,4237288040.148795,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td8.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td8.csv
new file mode 100644
index 0000000..b17198b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,8,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.314656,0.036413,0.267008,4393981.719465,258867.239085,4499437280.731737,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td9.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td9.csv
new file mode 100644
index 0000000..026be9f
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b160_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,160,1152921504606584833,60,0,0,160,0,20,200,0.312256,0.034458,0.301728,4643387.599217,246745.420132,4754828901.598570,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td1.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td1.csv
new file mode 100644
index 0000000..86d629c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,1,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037184,0.120074,0.050720,133250.892834,76931.124679,136448914.262341,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td10.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td10.csv
new file mode 100644
index 0000000..037bdb1
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037248,0.031053,0.045408,515251.444440,140710.305988,527617479.106095,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td11.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td11.csv
new file mode 100644
index 0000000..ad5042d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037184,0.034038,0.044096,470066.217567,138747.060761,481347806.788289,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td12.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td12.csv
new file mode 100644
index 0000000..d394b69
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,12,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037344,0.032937,0.046368,485776.458336,137163.673660,497435093.335843,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td13.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td13.csv
new file mode 100644
index 0000000..4daad15
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,13,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037344,0.031570,0.045728,506811.539485,139564.999587,518975016.432147,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td14.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td14.csv
new file mode 100644
index 0000000..2f614c1
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.036480,0.031068,0.045920,514996.685291,141008.721234,527356605.737598,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td15.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td15.csv
new file mode 100644
index 0000000..17faa37
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037696,0.030940,0.045152,517127.252079,140612.167376,529538306.129142,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td16.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td16.csv
new file mode 100644
index 0000000..0226cdb
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037312,0.031990,0.048704,500160.040321,135586.601858,512163881.288236,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td2.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td2.csv
new file mode 100644
index 0000000..53a63b2
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,2,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037408,0.070303,0.050176,227587.219876,101338.480251,233049313.153179,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td3.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td3.csv
new file mode 100644
index 0000000..ca0c95a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,3,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.038432,0.049060,0.049920,326132.344374,116438.295299,333959520.639057,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td4.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td4.csv
new file mode 100644
index 0000000..d002db6
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037024,0.042076,0.050496,380262.844283,123460.449295,389389152.546058,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td5.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td5.csv
new file mode 100644
index 0000000..df2b63c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037024,0.029425,0.044224,543761.939084,144570.507910,556812225.621777,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td6.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td6.csv
new file mode 100644
index 0000000..967953f
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037184,0.042399,0.050336,377369.874145,123153.922155,386426751.124123,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td7.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td7.csv
new file mode 100644
index 0000000..cd9832f
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,7,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.036384,0.035963,0.046016,444903.193300,135177.513693,455580869.939356,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td8.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td8.csv
new file mode 100644
index 0000000..3169392
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,8,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.036864,0.033905,0.050432,471911.783139,132012.500434,483237665.934456,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td9.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td9.csv
new file mode 100644
index 0000000..e392071
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b16_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,16,1152921504606584833,60,0,0,160,0,20,200,0.037184,0.031672,0.045344,505172.951129,140104.686105,517297101.955852,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td1.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td1.csv
new file mode 100644
index 0000000..9b2b16b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,1,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.008192,0.119583,0.020032,8362.412221,6765.592260,8563110.114372,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td10.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td10.csv
new file mode 100644
index 0000000..faf1dfa
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.008192,0.030853,0.019104,32411.634240,17197.165130,33189513.461548,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td11.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td11.csv
new file mode 100644
index 0000000..01cf4af
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.008192,0.033761,0.019296,29619.731992,16326.723186,30330605.560094,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td12.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td12.csv
new file mode 100644
index 0000000..c5fd90b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,12,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.008192,0.032553,0.018528,30719.171507,16871.099186,31456431.622881,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td13.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td13.csv
new file mode 100644
index 0000000..3537322
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,13,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.007168,0.031283,0.019872,31966.039497,17145.835523,32733224.445312,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td14.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td14.csv
new file mode 100644
index 0000000..910752c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.007168,0.030684,0.018752,32590.103071,17666.545628,33372265.545119,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td15.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td15.csv
new file mode 100644
index 0000000..43cfb65
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.007168,0.030833,0.019648,32433.160871,17346.462529,33211556.731565,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td16.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td16.csv
new file mode 100644
index 0000000..6ca3d3a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.007168,0.031667,0.018912,31578.416533,17316.857021,32336298.529551,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td2.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td2.csv
new file mode 100644
index 0000000..cef956c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,2,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.008192,0.069842,0.018528,14318.048258,10356.049169,14661681.415793,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td3.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td3.csv
new file mode 100644
index 0000000..069e64e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,3,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.007168,0.048727,0.018656,20522.486394,13413.629134,21015026.067837,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td4.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td4.csv
new file mode 100644
index 0000000..5f0bf28
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.008192,0.041533,0.018400,24076.984510,14678.804117,24654832.138493,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td5.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td5.csv
new file mode 100644
index 0000000..4c3c79c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.007168,0.029220,0.018432,34223.322562,18241.570778,35044682.303027,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td6.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td6.csv
new file mode 100644
index 0000000..9e7628e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.008192,0.042158,0.020160,23720.246223,14182.369556,24289532.132579,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td7.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td7.csv
new file mode 100644
index 0000000..673730d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,7,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.007168,0.035661,0.019968,28041.996013,15924.378566,28715003.917317,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td8.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td8.csv
new file mode 100644
index 0000000..1f742dc
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,8,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.008192,0.033510,0.019584,29841.483722,16316.834228,30557679.331132,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td9.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td9.csv
new file mode 100644
index 0000000..a74fd14
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b1_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,1,1152921504606584833,60,0,0,160,0,20,200,0.007168,0.031427,0.019296,31820.218177,17273.973508,32583903.413026,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td1.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td1.csv
new file mode 100644
index 0000000..d4d9613
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,1,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.428480,0.126771,0.434112,2019386.158824,258752.294226,2067851426.636189,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td10.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td10.csv
new file mode 100644
index 0000000..c093d79
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.428992,0.040387,0.403904,6338742.188792,293146.815301,6490872001.323103,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td11.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td11.csv
new file mode 100644
index 0000000..a6fd3fd
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.439744,0.042788,0.423872,5983008.434522,282434.817656,6126600636.950078,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td12.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td12.csv
new file mode 100644
index 0000000..4897a73
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,12,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.428160,0.042900,0.401824,5967299.154481,293280.500514,6110514334.189012,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td13.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td13.csv
new file mode 100644
index 0000000..e13b431
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,13,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.430208,0.043489,0.400096,5886507.976099,292975.474266,6027784167.525536,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td14.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td14.csv
new file mode 100644
index 0000000..c57f69f
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.438016,0.042834,0.426656,5976571.759109,282091.821924,6120009481.327898,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td15.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td15.csv
new file mode 100644
index 0000000..818e4c1
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.430368,0.042240,0.426944,6060605.879644,284586.106634,6206060420.755299,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td16.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td16.csv
new file mode 100644
index 0000000..21710fe
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.430432,0.041267,0.432992,6203473.749321,282969.480356,6352357119.304397,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td2.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td2.csv
new file mode 100644
index 0000000..73e0a24
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,2,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.430016,0.077460,0.401856,3304910.981987,281525.185020,3384228845.555025,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td3.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td3.csv
new file mode 100644
index 0000000..a4e52ff
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,3,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.418592,0.057303,0.433664,4467476.964462,281455.067165,4574696411.608585,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td4.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td4.csv
new file mode 100644
index 0000000..10b4300
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.430624,0.050012,0.419264,5118755.109278,284476.003263,5241605231.900962,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td5.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td5.csv
new file mode 100644
index 0000000..af65474
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.429760,0.045558,0.400640,5619240.315445,292251.528516,5754102083.015913,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td6.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td6.csv
new file mode 100644
index 0000000..c45f065
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.428800,0.051092,0.424032,5010521.792071,283209.502289,5130774315.081100,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td7.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td7.csv
new file mode 100644
index 0000000..b997fd2
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,7,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.432032,0.045123,0.401664,5673436.953823,291300.181914,5809599440.715063,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td8.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td8.csv
new file mode 100644
index 0000000..e2385e4
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,8,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.429216,0.042127,0.427552,6076810.938909,284793.990556,6222654401.442740,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td9.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td9.csv
new file mode 100644
index 0000000..1190c67
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b256_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,256,1152921504606584833,60,0,0,160,0,20,200,0.427136,0.040366,0.431360,6341957.865158,284804.534308,6494164853.921966,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td1.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td1.csv
new file mode 100644
index 0000000..3dd96db
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,1,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.745760,0.255084,0.713472,2007185.637227,298661.466371,2055358092.520746,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td10.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td10.csv
new file mode 100644
index 0000000..5d40076
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.744032,0.085560,0.716000,5984082.214531,331264.575781,6127700187.680081,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td11.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td11.csv
new file mode 100644
index 0000000..4ed61b6
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.741472,0.091924,0.715488,5569789.847117,330560.478390,5703464803.447330,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td12.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td12.csv
new file mode 100644
index 0000000..eafe479
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,12,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.746016,0.092503,0.719136,5534953.168076,328699.216594,5667792044.109853,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td13.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td13.csv
new file mode 100644
index 0000000..b0f47c0
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,13,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.742880,0.091254,0.717728,5610727.866522,329926.293828,5745385335.318985,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td14.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td14.csv
new file mode 100644
index 0000000..b78ed22
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.741600,0.089564,0.711136,5716572.374337,331971.704704,5853770111.321279,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td15.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td15.csv
new file mode 100644
index 0000000..446cf79
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.742368,0.089226,0.713504,5738222.399729,331370.515809,5875939737.322686,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td16.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td16.csv
new file mode 100644
index 0000000..bb9fbf4
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.739904,0.089667,0.711872,5710043.948728,332156.399332,5847085003.497678,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td2.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td2.csv
new file mode 100644
index 0000000..8bd0115
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,2,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.741408,0.155131,0.722432,3300438.998999,316250.282490,3379649534.974786,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td3.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td3.csv
new file mode 100644
index 0000000..d7ac807
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,3,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.743296,0.117120,0.712512,4371584.783817,325507.579865,4476502818.628997,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td4.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td4.csv
new file mode 100644
index 0000000..d91a3ce
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.747808,0.101381,0.718336,5050249.834646,326629.540836,5171455830.677179,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td5.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td5.csv
new file mode 100644
index 0000000..50a6dc7
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.743776,0.082115,0.712640,6235191.238727,332785.067065,6384835828.456897,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td6.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td6.csv
new file mode 100644
index 0000000..227733d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.743488,0.105917,0.712480,4833953.402501,327808.927270,4949968284.160966,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td7.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td7.csv
new file mode 100644
index 0000000..60672ce
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,7,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.773408,0.096579,0.713824,5301383.618893,323270.991136,5428616825.746468,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td8.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td8.csv
new file mode 100644
index 0000000..9ee9324
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,8,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.745632,0.088320,0.713952,5797101.809676,330769.868524,5936232253.108521,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td9.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td9.csv
new file mode 100644
index 0000000..5effb97
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b512_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,512,1152921504606584833,60,0,0,160,0,20,200,0.744928,0.085571,0.721664,5983365.797403,329862.352394,6126966576.540866,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td1.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td1.csv
new file mode 100644
index 0000000..9b4d0ae
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,1,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.149408,0.120371,0.161312,664610.803117,185575.582585,680561462.391346,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td10.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td10.csv
new file mode 100644
index 0000000..64aa069
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,10,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.152448,0.031237,0.181056,2561055.580338,219333.652142,2622520914.266238,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td11.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td11.csv
new file mode 100644
index 0000000..a10d071
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,11,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.154144,0.034222,0.157696,2337671.963616,231172.396047,2393776090.742640,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td12.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td12.csv
new file mode 100644
index 0000000..c03d291
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,12,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.151296,0.033178,0.180832,2411265.482183,218994.725078,2469135853.755045,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td13.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td13.csv
new file mode 100644
index 0000000..16675de
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,13,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.151424,0.035994,0.180192,2222617.452901,217622.174424,2275960271.771001,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td14.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td14.csv
new file mode 100644
index 0000000..4d1d7d9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,14,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.151840,0.035420,0.159712,2258600.704436,230566.046370,2312807121.342840,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td15.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td15.csv
new file mode 100644
index 0000000..7916668
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,15,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.151712,0.035236,0.181536,2270415.763603,217105.856506,2324905741.929945,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td16.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td16.csv
new file mode 100644
index 0000000..c7eca7b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,16,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.152288,0.036485,0.165792,2192674.673011,225628.505254,2245298865.163010,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td2.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td2.csv
new file mode 100644
index 0000000..6be77fa
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,2,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.149120,0.070467,0.158048,1135290.220982,211845.011963,1162537186.285865,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td3.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td3.csv
new file mode 100644
index 0000000..4ff59cc
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,3,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.152096,0.049213,0.178208,1625572.226976,210794.004190,1664585960.423392,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td4.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td4.csv
new file mode 100644
index 0000000..db518f5
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,4,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.149536,0.042230,0.170112,1894398.622438,221069.126850,1939864189.376026,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td5.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td5.csv
new file mode 100644
index 0000000..8fefd20
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,5,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.155712,0.029716,0.181856,2692108.843009,217814.811818,2756719455.240890,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td6.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td6.csv
new file mode 100644
index 0000000..5a4f547
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,6,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.150816,0.042563,0.179968,1879586.223556,214278.127164,1924696292.921849,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td7.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td7.csv
new file mode 100644
index 0000000..b83f9d9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,7,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.151168,0.036188,0.157824,2210667.851189,231763.032275,2263723879.617281,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td8.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td8.csv
new file mode 100644
index 0000000..4dfb756
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,8,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.151392,0.034048,0.177536,2349624.164496,220400.251547,2406015144.443630,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td9.csv b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td9.csv
new file mode 100644
index 0000000..7ab9b1c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n10_b80_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,5,named-barrier,5,16,5,1,9,1,2,hermes-xor,inplace,radix2,64,10,1024,80,1152921504606584833,60,0,0,160,0,20,200,0.150208,0.031918,0.159808,2506416.531200,233963.231573,2566570527.949296,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td1.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td1.csv
new file mode 100644
index 0000000..fd4b139
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,1,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.910016,0.570680,0.889344,280367.123798,67509.400650,1148383739.074934,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td10.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td10.csv
new file mode 100644
index 0000000..746f40d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,10,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.908992,0.152479,0.881184,1049326.719487,82361.523165,4298042243.018785,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td11.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td11.csv
new file mode 100644
index 0000000..39311fe
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.909632,0.142746,0.883168,1120875.186009,82664.029876,4591104761.894024,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td12.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td12.csv
new file mode 100644
index 0000000..fbc781e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.910272,0.136832,0.885632,1169317.128843,82784.199028,4789522959.741426,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td13.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td13.csv
new file mode 100644
index 0000000..6ad0dc5
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.910144,0.159227,0.881440,1004855.464888,82017.178267,4115887984.180483,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td14.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td14.csv
new file mode 100644
index 0000000..06b18e3
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,14,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.922912,0.165688,0.894208,965668.545856,80693.628852,3955378363.827107,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td15.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td15.csv
new file mode 100644
index 0000000..cc49103
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,15,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.908256,0.162949,0.886976,981901.530004,81708.478199,4021868666.896320,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td16.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td16.csv
new file mode 100644
index 0000000..c286292
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.910432,0.148367,0.880032,1078404.305013,82523.939215,4417144033.332111,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td2.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td2.csv
new file mode 100644
index 0000000..ecff68d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,2,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.909088,0.294426,0.882048,543430.993582,76717.943723,2225893349.712388,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td3.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td3.csv
new file mode 100644
index 0000000..82a03d1
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,3,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.908640,0.208947,0.880896,765743.702722,80060.718213,3136486206.348800,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td4.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td4.csv
new file mode 100644
index 0000000..afa388d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,4,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.909824,0.182584,0.869632,876307.400612,81547.762263,3589355112.907202,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td5.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td5.csv
new file mode 100644
index 0000000..b6a5038
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.918528,0.150943,0.878688,1060004.797823,82128.832256,4341779651.883383,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td6.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td6.csv
new file mode 100644
index 0000000..eb85e5d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.909248,0.149023,0.888032,1073661.728835,82207.149261,4397718441.308279,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td7.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td7.csv
new file mode 100644
index 0000000..1328e64
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.907488,0.189348,0.886656,845005.707914,80665.823444,3461143379.617308,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td8.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td8.csv
new file mode 100644
index 0000000..bfdc329
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.913728,0.164316,0.886912,973732.575042,81426.753490,3988408627.371675,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td9.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td9.csv
new file mode 100644
index 0000000..73462f9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b160_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,9,1,2,hermes-xor,inplace,radix2,64,12,4096,160,1152921504606584833,60,0,0,192,0,20,200,0.909184,0.160108,0.875264,999328.431290,82281.015236,4093249254.561859,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td1.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td1.csv
new file mode 100644
index 0000000..6a6b707
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,1,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.119904,0.510351,0.130496,31350.950069,21031.839068,128413491.481645,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td10.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td10.csv
new file mode 100644
index 0000000..9a3dc8c
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,10,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.121632,0.109850,0.143040,145653.701026,42721.167687,596597559.402440,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td11.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td11.csv
new file mode 100644
index 0000000..ec4df7d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.122048,0.101530,0.130560,157589.513580,45180.179570,645486647.623789,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td12.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td12.csv
new file mode 100644
index 0000000..35f59e9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.126720,0.097137,0.134944,164716.425800,44593.008257,674678480.078672,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td13.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td13.csv
new file mode 100644
index 0000000..53cd393
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.119296,0.114627,0.146144,139583.709654,42097.889522,571734874.744068,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td14.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td14.csv
new file mode 100644
index 0000000..f8918b9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,14,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.119488,0.113894,0.145472,140481.012481,42232.583126,575410227.122272,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td15.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td15.csv
new file mode 100644
index 0000000..7ff0451
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,15,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.119744,0.107131,0.131808,149350.031918,44607.649172,611737730.737681,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td16.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td16.csv
new file mode 100644
index 0000000..ae79163
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.119808,0.098084,0.141664,163125.752340,44499.346689,668163081.585374,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td2.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td2.csv
new file mode 100644
index 0000000..dc1eaa6
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,2,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.121984,0.274289,0.141120,58332.714409,29773.389685,238930798.218393,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td3.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td3.csv
new file mode 100644
index 0000000..25fa968
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,3,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.120992,0.186230,0.131328,85915.374292,36483.886885,351909373.100966,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td4.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td4.csv
new file mode 100644
index 0000000..2de7dda
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,4,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.120768,0.151788,0.132896,105410.511071,39462.177021,431761453.348266,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td5.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td5.csv
new file mode 100644
index 0000000..99ff3ec
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.120288,0.116434,0.131872,137417.001930,43408.204239,562860039.907097,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td6.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td6.csv
new file mode 100644
index 0000000..6a57df6
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.120704,0.106593,0.148544,150103.269599,42571.161693,614822992.278028,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td7.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td7.csv
new file mode 100644
index 0000000..072a66d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.120768,0.154988,0.149280,103234.122447,37643.913215,422846965.543048,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td8.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td8.csv
new file mode 100644
index 0000000..c426ed2
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.125536,0.127749,0.142336,125245.485821,40442.736134,513005509.922317,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td9.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td9.csv
new file mode 100644
index 0000000..1dfd180
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b16_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,9,1,2,hermes-xor,inplace,radix2,64,12,4096,16,1152921504606584833,60,0,0,192,0,20,200,0.120160,0.122547,0.145664,130561.944591,41197.699587,534781725.043631,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td1.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td1.csv
new file mode 100644
index 0000000..c49b1da
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,1,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.014336,0.510684,0.025280,1958.157341,1817.189986,8020612.469930,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td10.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td10.csv
new file mode 100644
index 0000000..daf20bd
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,10,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.109092,0.022912,9166.587762,6785.924903,37546343.471342,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td11.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td11.csv
new file mode 100644
index 0000000..f6ff1c8
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.101161,0.025504,9885.236515,7041.015963,40489928.767055,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td12.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td12.csv
new file mode 100644
index 0000000..d992a7a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.096625,0.022944,10349.326766,7411.324878,42390842.432495,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td13.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td13.csv
new file mode 100644
index 0000000..83e6da8
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.114237,0.024192,8753.697362,6502.396958,35855144.393319,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td14.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td14.csv
new file mode 100644
index 0000000..f4d22db
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,14,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.017408,0.113224,0.027232,8832.074753,6334.579292,36176178.190092,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td15.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td15.csv
new file mode 100644
index 0000000..84fe6b7
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,15,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.106563,0.023584,9384.159394,6872.542605,38437516.877230,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td16.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td16.csv
new file mode 100644
index 0000000..1c08ae1
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.096783,0.024448,10332.354404,7321.107181,42321323.639036,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td2.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td2.csv
new file mode 100644
index 0000000..2f64494
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,2,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.273659,0.024736,3654.184474,3187.201509,14967539.606128,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td3.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td3.csv
new file mode 100644
index 0000000..30cbe64
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,3,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.185938,0.024416,5378.138934,4430.386818,22028857.072356,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td4.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td4.csv
new file mode 100644
index 0000000..5dee772
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,4,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.151270,0.024608,6610.678431,5229.075241,27077338.853391,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td5.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td5.csv
new file mode 100644
index 0000000..98df6c2
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.116116,0.027520,8612.042048,6289.447504,35274924.230328,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td6.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td6.csv
new file mode 100644
index 0000000..fbfb016
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.106214,0.024064,9414.919554,6866.321113,38563510.493618,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td7.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td7.csv
new file mode 100644
index 0000000..12a4742
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.154414,0.026304,6476.093056,5100.008976,26526077.156655,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td8.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td8.csv
new file mode 100644
index 0000000..79fb113
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.127355,0.024288,7852.074751,5987.920854,32162098.179156,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td9.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td9.csv
new file mode 100644
index 0000000..4927fec
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b1_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,9,1,2,hermes-xor,inplace,radix2,64,12,4096,1,1152921504606584833,60,0,0,192,0,20,200,0.015360,0.122173,0.024800,8185.084842,6160.160081,33526107.513903,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td1.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td1.csv
new file mode 100644
index 0000000..01b7321
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,1,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.411616,1.051044,1.372576,243567.378849,66749.480624,997651983.765983,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td10.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td10.csv
new file mode 100644
index 0000000..ffb547b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,10,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.412960,0.282148,1.365056,907325.701247,83655.648718,3716406072.308388,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td11.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td11.csv
new file mode 100644
index 0000000..54b27ec
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.413408,0.263306,1.366656,972251.965713,84117.271886,3982344051.558948,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td12.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td12.csv
new file mode 100644
index 0000000..5ac34e8
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.411744,0.256957,1.362688,996273.929400,84449.725010,4080738014.824066,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td13.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td13.csv
new file mode 100644
index 0000000..0a486eb
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.413536,0.294154,1.359872,870291.672724,83453.890719,3564714691.479455,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td14.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td14.csv
new file mode 100644
index 0000000..a9a9038
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,14,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.414304,0.299894,1.354272,853635.615261,83429.206511,3496491480.108301,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td15.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td15.csv
new file mode 100644
index 0000000..8cf1841
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,15,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.415616,0.293340,1.365440,872706.913832,83268.382292,3574607519.055381,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td16.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td16.csv
new file mode 100644
index 0000000..616a021
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.411776,0.268774,1.369024,952471.698624,83946.140840,3901324077.562612,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td2.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td2.csv
new file mode 100644
index 0000000..f35cbb9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,2,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.412704,0.567250,1.367744,451300.216437,76470.461541,1848525686.524378,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td3.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td3.csv
new file mode 100644
index 0000000..61b11e9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,3,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.413888,0.401239,1.365248,638023.661871,80493.652985,2613344919.022520,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td4.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td4.csv
new file mode 100644
index 0000000..8583eef
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,4,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.411456,0.348887,1.359936,733761.879046,82043.945058,3005488656.572737,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td5.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td5.csv
new file mode 100644
index 0000000..41ef334
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.412448,0.287452,1.352032,890582.971551,83881.287954,3647827851.471609,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td6.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td6.csv
new file mode 100644
index 0000000..578957a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.412064,0.356332,1.365152,718432.079215,81696.544008,2942697796.465220,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td7.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td7.csv
new file mode 100644
index 0000000..dfddfa9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.416544,0.361298,1.362016,708556.557184,81532.354002,2902247658.226008,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td8.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td8.csv
new file mode 100644
index 0000000..c8b553b
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.412128,0.310605,1.363136,824198.438559,82958.807924,3375916804.337831,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td9.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td9.csv
new file mode 100644
index 0000000..89ef2d8
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b256_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,9,1,2,hermes-xor,inplace,radix2,64,12,4096,256,1152921504606584833,60,0,0,192,0,20,200,1.414976,0.300795,1.370144,851078.261156,82957.569304,3486016557.693340,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td1.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td1.csv
new file mode 100644
index 0000000..c072062
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,1,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.752832,1.582423,2.629120,323554.429238,73517.004732,1325278942.157746,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td10.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td10.csv
new file mode 100644
index 0000000..faeab13
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,10,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.751264,0.553933,2.615168,924299.866250,86481.154807,3785932252.159532,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td11.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td11.csv
new file mode 100644
index 0000000..9890ff6
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.753536,0.519485,2.631808,985590.713760,86708.685659,4036979563.561504,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td12.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td12.csv
new file mode 100644
index 0000000..2fb66fa
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.750464,0.512671,2.626624,998691.761033,86930.555286,4090641453.189194,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td13.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td13.csv
new file mode 100644
index 0000000..c305ab8
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.755200,0.575729,2.631584,889307.828743,85869.841043,3642604866.531582,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td14.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td14.csv
new file mode 100644
index 0000000..116a677
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,14,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.751168,0.575201,2.627520,890123.203937,85994.207851,3645944643.327507,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td15.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td15.csv
new file mode 100644
index 0000000..788fb40
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,15,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.763840,0.558377,2.629920,916943.264904,86019.526381,3755799613.048276,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td16.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td16.csv
new file mode 100644
index 0000000..33ea5a5
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.755328,0.512266,2.602272,999480.311891,87225.156967,4093871357.507289,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td2.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td2.csv
new file mode 100644
index 0000000..8ec2523
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,2,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.764128,1.132431,2.627072,452124.522042,78483.894078,1851902042.283176,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td3.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td3.csv
new file mode 100644
index 0000000..3761635
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,3,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.752640,0.804736,2.627840,636233.483320,82778.029784,2606012347.677360,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td4.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td4.csv
new file mode 100644
index 0000000..55c6cd2
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,4,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.751296,0.705003,2.629248,726237.529333,84133.761908,2974668920.147758,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td5.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td5.csv
new file mode 100644
index 0000000..be23c28
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.749696,0.574111,2.625440,891813.997953,86061.316761,3652870135.614069,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td6.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td6.csv
new file mode 100644
index 0000000..0641cd2
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.758656,0.546253,2.632160,937294.988838,86237.842387,3839160274.280571,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td7.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td7.csv
new file mode 100644
index 0000000..949b2de
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.751328,0.721106,2.627968,710020.506606,83928.895211,2908243995.059741,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td8.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td8.csv
new file mode 100644
index 0000000..6099622
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.751552,0.617252,2.626208,829483.104681,85404.332162,3397562796.774899,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td9.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td9.csv
new file mode 100644
index 0000000..e88833d
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b512_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,9,1,2,hermes-xor,inplace,radix2,64,12,4096,512,1152921504606584833,60,0,0,192,0,20,200,2.752992,0.599178,2.627648,854503.640721,85621.330890,3500046912.391422,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td1.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td1.csv
new file mode 100644
index 0000000..39b066a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td1.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,1,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.503968,0.510776,0.441056,156624.325726,54952.589999,641533238.174646,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td10.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td10.csv
new file mode 100644
index 0000000..30cc5f2
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td10.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,10,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.500096,0.111841,0.454400,715299.419456,75023.165583,2929866422.090026,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td11.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td11.csv
new file mode 100644
index 0000000..c921b57
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td11.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,11,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.505824,0.102559,0.443904,780040.958365,76024.904157,3195047765.461855,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td12.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td12.csv
new file mode 100644
index 0000000..ae7f7d6
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td12.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,12,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.504448,0.114719,0.442496,697357.848649,75353.498427,2856377748.068069,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td13.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td13.csv
new file mode 100644
index 0000000..f186edf
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td13.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,13,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.502560,0.131067,0.443168,610375.434770,74294.556416,2500097780.816619,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td14.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td14.csv
new file mode 100644
index 0000000..9112a20
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td14.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,14,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.502464,0.134835,0.446528,593316.885184,73812.505610,2430225961.713350,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td15.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td15.csv
new file mode 100644
index 0000000..18b15e9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td15.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,15,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.503264,0.128435,0.442208,622882.227229,74494.332712,2551325602.730667,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td16.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td16.csv
new file mode 100644
index 0000000..68e36f9
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td16.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,16,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.506144,0.114657,0.447488,697731.563355,74886.083817,2857908483.501796,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td2.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td2.csv
new file mode 100644
index 0000000..a4458a0
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td2.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,2,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.513792,0.275686,0.457568,290184.807308,64151.584990,1188596970.732393,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td3.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td3.csv
new file mode 100644
index 0000000..f56b7fb
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td3.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,3,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.501760,0.186962,0.442368,427894.623666,70728.240238,1752656378.535343,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td4.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td4.csv
new file mode 100644
index 0000000..7cee12f
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td4.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,4,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.501440,0.152643,0.445536,524100.265647,72752.503010,2146714688.090243,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td5.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td5.csv
new file mode 100644
index 0000000..1244c32
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td5.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,5,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.505792,0.117192,0.442112,682642.318577,75110.621492,2796102936.890437,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td6.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td6.csv
new file mode 100644
index 0000000..a4d4c3a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td6.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,6,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.504192,0.108375,0.442528,738177.333304,75822.552902,3023574357.214689,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td7.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td7.csv
new file mode 100644
index 0000000..9d6763a
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td7.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,7,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.514144,0.155500,0.447232,514471.048344,71628.393587,2107273414.015146,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td8.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td8.csv
new file mode 100644
index 0000000..3038910
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td8.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,8,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.503392,0.128829,0.442496,620976.101477,74438.172033,2543518111.649201,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td9.csv b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td9.csv
new file mode 100644
index 0000000..bee6841
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/raw/w64_n12_b80_td9.csv
@@ -0,0 +1,2 @@
+device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,inverse,warmup,repeat,h2d_ms,kernel_ms,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,output_order,correct
+"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,16,6,1,9,1,2,hermes-xor,inplace,radix2,64,12,4096,80,1152921504606584833,60,0,0,192,0,20,200,0.502208,0.123136,0.443840,649688.155782,74823.417411,2661122686.081483,fused,shoup,natural,1
diff --git a/results/hybrid_dataflow_td_fine/summary.csv b/results/hybrid_dataflow_td_fine/summary.csv
new file mode 100644
index 0000000..d7f7a76
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/summary.csv
@@ -0,0 +1,385 @@
+case,word_bits,logN,batch,role_stages,data_time,full_replica_rounds,tail_replicas,tokens_per_replica,kernel_ms,token_count,packet_count,serial_slots_per_packet,serial_token_slots,token_capacity_utilization,adjacent_speedup,regret,correct
+w32_n10_b1_td1,32,10,1,5,1,0,1,0.2,0.100736,32,32,1,32,0.2,,4.3995283224876625,1
+w32_n10_b1_td2,32,10,1,5,2,0,2,0.4,0.047232,32,16,1,16,0.4,2.1327913279132793,2.0628029872909117,1
+w32_n10_b1_td3,32,10,1,5,3,0,3,0.6,0.033797,32,11,1,11,0.5818181818181818,1.397520489984318,1.4760448967113595,1
+w32_n10_b1_td4,32,10,1,5,4,0,4,0.8,0.026839,32,8,1,8,0.8,1.2592495994634674,1.172162292003319,1
+w32_n10_b1_td5,32,10,1,5,5,1,0,1.0,0.025882,32,7,1,7,0.9142857142857143,1.036975504211421,1.1303664235489363,1
+w32_n10_b1_td6,32,10,1,5,6,1,1,1.2,0.032113,32,6,2,12,0.5333333333333333,0.8059664310403886,1.4024981438616413,1
+w32_n10_b1_td7,32,10,1,5,7,1,2,1.4,0.027034,32,5,2,10,0.64,1.1878745283716803,1.1806786915316416,1
+w32_n10_b1_td8,32,10,1,5,8,1,3,1.6,0.023828,32,4,2,8,0.8,1.1345475910693301,1.040660348517273,1
+w32_n10_b1_td9,32,10,1,5,9,1,4,1.8,0.02303,32,4,2,8,0.8,1.0346504559270517,1.0058086212167532,1
+w32_n10_b1_td10,32,10,1,5,10,2,0,2.0,0.022897,32,4,2,8,0.8,1.0058086212167532,1.0,1
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+w64_n12_b160_td1,64,12,160,6,1,0,1,0.16666666666666666,0.57068,64,64,1,64,0.16666666666666666,,4.170661833489242,1
+w64_n12_b160_td2,64,12,160,6,2,0,2,0.3333333333333333,0.294426,64,32,1,32,0.3333333333333333,1.938279907345139,2.151733512628625,1
+w64_n12_b160_td3,64,12,160,6,3,0,3,0.5,0.208947,64,22,1,22,0.48484848484848486,1.409094172206349,1.5270331501403178,1
+w64_n12_b160_td4,64,12,160,6,4,0,4,0.6666666666666666,0.182584,64,16,1,16,0.6666666666666666,1.144388336327389,1.3343662301216088,1
+w64_n12_b160_td5,64,12,160,6,5,0,5,0.8333333333333334,0.150943,64,13,1,13,0.8205128205128205,1.2096221752582101,1.1031264616463985,1
+w64_n12_b160_td6,64,12,160,6,6,1,0,1.0,0.149023,64,11,1,11,0.9696969696969697,1.0128839172476731,1.0890946562207668,1
+w64_n12_b160_td7,64,12,160,6,7,1,1,1.1666666666666667,0.189348,64,10,2,20,0.5333333333333333,0.7870323425650125,1.3837991113189896,1
+w64_n12_b160_td8,64,12,160,6,8,1,2,1.3333333333333333,0.164316,64,8,2,16,0.6666666666666666,1.1523406119915285,1.2008594480823198,1
+w64_n12_b160_td9,64,12,160,6,9,1,3,1.5,0.160108,64,8,2,16,0.6666666666666666,1.0262822594748544,1.170106407857811,1
+w64_n12_b160_td10,64,12,160,6,10,1,4,1.6666666666666667,0.152479,64,7,2,14,0.7619047619047619,1.050033119314791,1.1143519059869036,1
+w64_n12_b160_td11,64,12,160,6,11,1,5,1.8333333333333333,0.142746,64,6,2,12,0.8888888888888888,1.0681840471887127,1.0432208840037418,1
+w64_n12_b160_td12,64,12,160,6,12,2,0,2.0,0.136832,64,6,2,12,0.8888888888888888,1.0432208840037418,1.0,1
+w64_n12_b160_td13,64,12,160,6,13,2,1,2.1666666666666665,0.159227,64,5,3,15,0.7111111111111111,0.8593517431088948,1.163667855472404,1
+w64_n12_b160_td14,64,12,160,6,14,2,2,2.3333333333333335,0.165688,64,5,3,15,0.7111111111111111,0.9610050214861668,1.2108863423760523,1
+w64_n12_b160_td15,64,12,160,6,15,2,3,2.5,0.162949,64,5,3,15,0.7111111111111111,1.0168089402205598,1.19086909494855,1
+w64_n12_b160_td16,64,12,160,6,16,2,4,2.6666666666666665,0.148367,64,4,3,12,0.8888888888888888,1.0982833109788566,1.0843004560336762,1
+w64_n12_b256_td1,64,12,256,6,1,0,1,0.16666666666666666,1.051044,64,64,1,64,0.16666666666666666,,4.090349747233973,1
+w64_n12_b256_td2,64,12,256,6,2,0,2,0.3333333333333333,0.56725,64,32,1,32,0.3333333333333333,1.8528761568973116,2.2075678031732937,1
+w64_n12_b256_td3,64,12,256,6,3,0,3,0.5,0.401239,64,22,1,22,0.48484848484848486,1.4137459220065847,1.5615025082017615,1
+w64_n12_b256_td4,64,12,256,6,4,0,4,0.6666666666666666,0.348887,64,16,1,16,0.6666666666666666,1.1500543155806895,1.3577641395252902,1
+w64_n12_b256_td5,64,12,256,6,5,0,5,0.8333333333333334,0.287452,64,13,1,13,0.8205128205128205,1.2137226389101485,1.1186774440859755,1
+w64_n12_b256_td6,64,12,256,6,6,1,0,1.0,0.356332,64,11,1,11,0.9696969696969697,0.8066971251529472,1.3867378588635453,1
+w64_n12_b256_td7,64,12,256,6,7,1,1,1.1666666666666667,0.361298,64,10,2,20,0.5333333333333333,0.9862551135074094,1.4060640496269805,1
+w64_n12_b256_td8,64,12,256,6,8,1,2,1.3333333333333333,0.310605,64,8,2,16,0.6666666666666666,1.163207289000499,1.2087820141113106,1
+w64_n12_b256_td9,64,12,256,6,9,1,3,1.5,0.300795,64,8,2,16,0.6666666666666666,1.0326135740288238,1.1706044201948185,1
+w64_n12_b256_td10,64,12,256,6,10,1,4,1.6666666666666667,0.282148,64,7,2,14,0.7619047619047619,1.066089428243333,1.0980358581396887,1
+w64_n12_b256_td11,64,12,256,6,11,1,5,1.8333333333333333,0.263306,64,6,2,12,0.8888888888888888,1.0715593264110959,1.0247084142482983,1
+w64_n12_b256_td12,64,12,256,6,12,2,0,2.0,0.256957,64,6,2,12,0.8888888888888888,1.0247084142482983,1.0,1
+w64_n12_b256_td13,64,12,256,6,13,2,1,2.1666666666666665,0.294154,64,5,3,15,0.7111111111111111,0.8735458297354446,1.1447596290429918,1
+w64_n12_b256_td14,64,12,256,6,14,2,2,2.3333333333333335,0.299894,64,5,3,15,0.7111111111111111,0.9808599038326876,1.1670979969411224,1
+w64_n12_b256_td15,64,12,256,6,15,2,3,2.5,0.29334,64,5,3,15,0.7111111111111111,1.0223426740301358,1.1415917838393195,1
+w64_n12_b256_td16,64,12,256,6,16,2,4,2.6666666666666665,0.268774,64,4,3,12,0.8888888888888888,1.0914002098417257,1.045988239277389,1
+w64_n12_b512_td1,64,12,512,6,1,0,1,0.16666666666666666,1.582423,64,64,1,64,0.16666666666666666,,3.0890650560451016,1
+w64_n12_b512_td2,64,12,512,6,2,0,2,0.3333333333333333,1.132431,64,32,1,32,0.3333333333333333,1.3973681398690074,2.210630805089543,1
+w64_n12_b512_td3,64,12,512,6,3,0,3,0.5,0.804736,64,22,1,22,0.48484848484848486,1.407208078177191,1.5709338507728408,1
+w64_n12_b512_td4,64,12,512,6,4,0,4,0.6666666666666666,0.705003,64,16,1,16,0.6666666666666666,1.1414646462497322,1.3762439826184054,1
+w64_n12_b512_td5,64,12,512,6,5,0,5,0.8333333333333334,0.574111,64,13,1,13,0.8205128205128205,1.2279907544011524,1.1207282935037657,1
+w64_n12_b512_td6,64,12,512,6,6,1,0,1.0,0.546253,64,11,1,11,0.9696969696969697,1.0509983469198338,1.0663463903518875,1
+w64_n12_b512_td7,64,12,512,6,7,1,1,1.1666666666666667,0.721106,64,10,2,20,0.5333333333333333,0.7575210856656303,1.4076788231114303,1
+w64_n12_b512_td8,64,12,512,6,8,1,2,1.3333333333333333,0.617252,64,8,2,16,0.6666666666666666,1.1682521887332888,1.204944306278379,1
+w64_n12_b512_td9,64,12,512,6,9,1,3,1.5,0.599178,64,8,2,16,0.6666666666666666,1.0301646589160485,1.1696618553642053,1
+w64_n12_b512_td10,64,12,512,6,10,1,4,1.6666666666666667,0.553933,64,7,2,14,0.7619047619047619,1.0816795533033778,1.081338601429726,1
+w64_n12_b512_td11,64,12,512,6,11,1,5,1.8333333333333333,0.519485,64,6,2,12,0.8888888888888888,1.066311828060483,1.0140922879910046,1
+w64_n12_b512_td12,64,12,512,6,12,2,0,2.0,0.512671,64,6,2,12,0.8888888888888888,1.0132911750420834,1.0007906048810578,1
+w64_n12_b512_td13,64,12,512,6,13,2,1,2.1666666666666665,0.575729,64,5,3,15,0.7111111111111111,0.8904727745171772,1.1238868088063625,1
+w64_n12_b512_td14,64,12,512,6,14,2,2,2.3333333333333335,0.575201,64,5,3,15,0.7111111111111111,1.0009179399896733,1.1228560942947607,1
+w64_n12_b512_td15,64,12,512,6,15,2,3,2.5,0.558377,64,5,3,15,0.7111111111111111,1.0301301808634666,1.090013781902371,1
+w64_n12_b512_td16,64,12,512,6,16,2,4,2.6666666666666665,0.512266,64,4,3,12,0.8888888888888888,1.090013781902371,1.0,1
diff --git a/results/hybrid_dataflow_td_fine/summary.md b/results/hybrid_dataflow_td_fine/summary.md
new file mode 100644
index 0000000..d17c14e
--- /dev/null
+++ b/results/hybrid_dataflow_td_fine/summary.md
@@ -0,0 +1,66 @@
+# HybridDataflow fine packet-depth scan
+
+All points use `Ti=1`; `Td` is scanned from 1 through 16.
+
+| bits | logN | batch | Ur | best Td | Td/Ur | packets | serial slots | utilization | best ms | Td1/best | <=2% plateau | negative adjacent steps |
+|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---|---|
+| 32 | 10 | 1 | 5 | 10 | 2.00 | 4 | 8 | 0.800 | 0.022897 | 4.400x | 9,10 | 6,11,13,16 |
+| 32 | 10 | 16 | 5 | 10 | 2.00 | 4 | 8 | 0.800 | 0.021601 | 4.681x | 9,10,15,16 | 6,11,16 |
+| 32 | 10 | 80 | 5 | 10 | 2.00 | 4 | 8 | 0.800 | 0.020623 | 4.457x | 9,10,14,15,16 | 6,11,13,16 |
+| 32 | 10 | 160 | 5 | 15 | 3.00 | 3 | 9 | 0.711 | 0.022697 | 3.902x | 9,10,14,15,16 | 6,11,16 |
+| 32 | 10 | 256 | 5 | 9 | 1.80 | 4 | 8 | 0.800 | 0.027981 | 3.325x | 9,10,16 | 5,6,10,11,12,13,15 |
+| 32 | 10 | 512 | 5 | 9 | 1.80 | 4 | 8 | 0.800 | 0.049633 | 3.686x | 9,10 | 5,6,10,11,12,15 |
+| 32 | 12 | 1 | 6 | 12 | 2.00 | 6 | 12 | 0.889 | 0.078577 | 5.689x | 12 | 7,13 |
+| 32 | 12 | 16 | 6 | 12 | 2.00 | 6 | 12 | 0.889 | 0.072412 | 6.237x | 12,16 | 7,13 |
+| 32 | 12 | 80 | 6 | 12 | 2.00 | 6 | 12 | 0.889 | 0.068362 | 6.005x | 12,16 | 7,13,14 |
+| 32 | 12 | 160 | 6 | 12 | 2.00 | 6 | 12 | 0.889 | 0.076938 | 5.112x | 12 | 7,13,14 |
+| 32 | 12 | 256 | 6 | 6 | 1.00 | 11 | 11 | 0.970 | 0.124836 | 3.322x | 6 | 7,13 |
+| 32 | 12 | 512 | 6 | 6 | 1.00 | 11 | 11 | 0.970 | 0.224532 | 3.589x | 6 | 7,13 |
+| 64 | 10 | 1 | 5 | 5 | 1.00 | 7 | 7 | 0.914 | 0.029220 | 4.093x | 5 | 6,11,15,16 |
+| 64 | 10 | 16 | 5 | 5 | 1.00 | 7 | 7 | 0.914 | 0.029425 | 4.081x | 5 | 6,11,16 |
+| 64 | 10 | 80 | 5 | 5 | 1.00 | 7 | 7 | 0.914 | 0.029716 | 4.051x | 5 | 6,11,13,16 |
+| 64 | 10 | 160 | 5 | 5 | 1.00 | 7 | 7 | 0.914 | 0.033331 | 4.164x | 5,10,14,15 | 6,11,15,16 |
+| 64 | 10 | 256 | 5 | 9 | 1.80 | 4 | 8 | 0.800 | 0.040366 | 3.141x | 9,10 | 6,10,11,12,13 |
+| 64 | 10 | 512 | 5 | 5 | 1.00 | 7 | 7 | 0.914 | 0.082115 | 3.106x | 5 | 6,11,12,16 |
+| 64 | 12 | 1 | 6 | 12 | 2.00 | 6 | 12 | 0.889 | 0.096625 | 5.285x | 12,16 | 7,13 |
+| 64 | 12 | 16 | 6 | 12 | 2.00 | 6 | 12 | 0.889 | 0.097137 | 5.254x | 12,16 | 7,13 |
+| 64 | 12 | 80 | 6 | 11 | 1.83 | 6 | 12 | 0.889 | 0.102559 | 4.980x | 11 | 7,12,13,14 |
+| 64 | 12 | 160 | 6 | 12 | 2.00 | 6 | 12 | 0.889 | 0.136832 | 4.171x | 12 | 7,13,14 |
+| 64 | 12 | 256 | 6 | 12 | 2.00 | 6 | 12 | 0.889 | 0.256957 | 4.090x | 12 | 6,7,13,14 |
+| 64 | 12 | 512 | 6 | 16 | 2.67 | 4 | 12 | 0.889 | 0.512266 | 3.089x | 11,12,16 | 7,13 |
+
+## Winner map
+
+| bits | logN | batch -> best Td |
+|---:|---:|---|
+| 32 | 10 | 1->10, 16->10, 80->10, 160->15, 256->9, 512->9 |
+| 32 | 12 | 1->12, 16->12, 80->12, 160->12, 256->6, 512->6 |
+| 64 | 10 | 1->5, 16->5, 80->5, 160->5, 256->9, 512->5 |
+| 64 | 12 | 1->12, 16->12, 80->11, 160->12, 256->12, 512->16 |
+
+## Full curves
+
+- `32-bit logN=10 batch=1`: 1:0.100736, 2:0.047232, 3:0.033797, 4:0.026839, 5:0.025882, 6:0.032113, 7:0.027034, 8:0.023828, 9:0.023030, 10:0.022897, 11:0.024801, 12:0.024013, 13:0.024791, 14:0.024182, 15:0.023900, 16:0.024090
+- `32-bit logN=10 batch=16`: 1:0.101120, 2:0.044805, 3:0.031913, 4:0.025441, 5:0.024387, 6:0.030290, 7:0.025498, 8:0.022461, 9:0.021770, 10:0.021601, 11:0.023450, 12:0.022625, 13:0.022579, 14:0.022098, 15:0.021852, 16:0.022006
+- `32-bit logN=10 batch=80`: 1:0.091914, 2:0.042486, 3:0.030490, 4:0.024381, 5:0.023383, 6:0.028677, 7:0.024351, 8:0.021499, 9:0.020813, 10:0.020623, 11:0.022252, 12:0.021514, 13:0.021524, 14:0.020961, 15:0.020777, 16:0.021033
+- `32-bit logN=10 batch=160`: 1:0.088556, 2:0.045420, 3:0.033239, 4:0.026650, 5:0.025989, 6:0.030592, 7:0.026752, 8:0.023721, 9:0.022794, 10:0.022758, 11:0.023880, 12:0.023731, 13:0.023434, 14:0.022973, 15:0.022697, 16:0.022845
+- `32-bit logN=10 batch=256`: 1:0.093046, 2:0.049777, 3:0.038753, 4:0.032666, 5:0.033633, 6:0.035523, 7:0.031677, 8:0.028626, 9:0.027981, 10:0.028201, 11:0.029281, 12:0.029460, 13:0.029599, 14:0.028810, 15:0.029010, 16:0.028247
+- `32-bit logN=10 batch=512`: 1:0.182948, 2:0.095514, 3:0.071921, 4:0.057539, 5:0.057641, 6:0.065167, 7:0.057257, 8:0.051364, 9:0.049633, 10:0.049690, 11:0.054190, 12:0.054584, 13:0.054103, 14:0.053990, 15:0.054031, 16:0.051697
+- `32-bit logN=12 batch=1`: 1:0.446986, 2:0.222740, 3:0.156308, 4:0.115876, 5:0.096333, 6:0.083743, 7:0.126039, 8:0.105989, 9:0.099441, 10:0.088300, 11:0.081178, 12:0.078577, 13:0.097976, 14:0.097792, 15:0.091223, 16:0.081121
+- `32-bit logN=12 batch=16`: 1:0.451630, 2:0.209628, 3:0.146611, 4:0.109117, 5:0.090476, 6:0.078643, 7:0.118369, 8:0.099528, 9:0.093486, 10:0.083005, 11:0.076293, 12:0.072412, 13:0.089047, 14:0.088852, 15:0.082934, 16:0.073713
+- `32-bit logN=12 batch=80`: 1:0.410547, 2:0.197581, 3:0.138460, 4:0.102774, 5:0.085330, 6:0.074286, 7:0.112399, 8:0.094259, 9:0.088515, 10:0.078541, 11:0.072182, 12:0.068362, 13:0.084250, 14:0.085248, 15:0.078694, 16:0.069719
+- `32-bit logN=12 batch=160`: 1:0.393288, 2:0.202752, 3:0.143800, 4:0.112364, 5:0.093281, 6:0.083277, 7:0.120663, 8:0.101212, 9:0.096102, 10:0.087532, 11:0.080466, 12:0.076938, 13:0.091786, 14:0.092355, 15:0.086615, 16:0.079498
+- `32-bit logN=12 batch=256`: 1:0.414694, 2:0.393784, 3:0.291297, 4:0.232566, 5:0.198671, 6:0.124836, 7:0.235284, 8:0.198461, 9:0.190234, 10:0.172549, 11:0.160215, 12:0.155668, 13:0.182200, 14:0.181704, 15:0.173010, 16:0.158387
+- `32-bit logN=12 batch=512`: 1:0.805929, 2:0.594355, 3:0.450452, 4:0.360033, 5:0.313969, 6:0.224532, 7:0.453596, 8:0.383985, 9:0.367693, 10:0.332314, 11:0.309156, 12:0.297764, 13:0.351703, 14:0.349548, 15:0.334075, 16:0.307031
+- `64-bit logN=10 batch=1`: 1:0.119583, 2:0.069842, 3:0.048727, 4:0.041533, 5:0.029220, 6:0.042158, 7:0.035661, 8:0.033510, 9:0.031427, 10:0.030853, 11:0.033761, 12:0.032553, 13:0.031283, 14:0.030684, 15:0.030833, 16:0.031667
+- `64-bit logN=10 batch=16`: 1:0.120074, 2:0.070303, 3:0.049060, 4:0.042076, 5:0.029425, 6:0.042399, 7:0.035963, 8:0.033905, 9:0.031672, 10:0.031053, 11:0.034038, 12:0.032937, 13:0.031570, 14:0.031068, 15:0.030940, 16:0.031990
+- `64-bit logN=10 batch=80`: 1:0.120371, 2:0.070467, 3:0.049213, 4:0.042230, 5:0.029716, 6:0.042563, 7:0.036188, 8:0.034048, 9:0.031918, 10:0.031237, 11:0.034222, 12:0.033178, 13:0.035994, 14:0.035420, 15:0.035236, 16:0.036485
+- `64-bit logN=10 batch=160`: 1:0.138803, 2:0.072791, 3:0.051538, 4:0.045051, 5:0.033331, 6:0.045153, 7:0.038666, 8:0.036413, 9:0.034458, 10:0.033976, 11:0.036639, 12:0.035656, 13:0.034396, 14:0.033874, 15:0.033920, 16:0.034703
+- `64-bit logN=10 batch=256`: 1:0.126771, 2:0.077460, 3:0.057303, 4:0.050012, 5:0.045558, 6:0.051092, 7:0.045123, 8:0.042127, 9:0.040366, 10:0.040387, 11:0.042788, 12:0.042900, 13:0.043489, 14:0.042834, 15:0.042240, 16:0.041267
+- `64-bit logN=10 batch=512`: 1:0.255084, 2:0.155131, 3:0.117120, 4:0.101381, 5:0.082115, 6:0.105917, 7:0.096579, 8:0.088320, 9:0.085571, 10:0.085560, 11:0.091924, 12:0.092503, 13:0.091254, 14:0.089564, 15:0.089226, 16:0.089667
+- `64-bit logN=12 batch=1`: 1:0.510684, 2:0.273659, 3:0.185938, 4:0.151270, 5:0.116116, 6:0.106214, 7:0.154414, 8:0.127355, 9:0.122173, 10:0.109092, 11:0.101161, 12:0.096625, 13:0.114237, 14:0.113224, 15:0.106563, 16:0.096783
+- `64-bit logN=12 batch=16`: 1:0.510351, 2:0.274289, 3:0.186230, 4:0.151788, 5:0.116434, 6:0.106593, 7:0.154988, 8:0.127749, 9:0.122547, 10:0.109850, 11:0.101530, 12:0.097137, 13:0.114627, 14:0.113894, 15:0.107131, 16:0.098084
+- `64-bit logN=12 batch=80`: 1:0.510776, 2:0.275686, 3:0.186962, 4:0.152643, 5:0.117192, 6:0.108375, 7:0.155500, 8:0.128829, 9:0.123136, 10:0.111841, 11:0.102559, 12:0.114719, 13:0.131067, 14:0.134835, 15:0.128435, 16:0.114657
+- `64-bit logN=12 batch=160`: 1:0.570680, 2:0.294426, 3:0.208947, 4:0.182584, 5:0.150943, 6:0.149023, 7:0.189348, 8:0.164316, 9:0.160108, 10:0.152479, 11:0.142746, 12:0.136832, 13:0.159227, 14:0.165688, 15:0.162949, 16:0.148367
+- `64-bit logN=12 batch=256`: 1:1.051044, 2:0.567250, 3:0.401239, 4:0.348887, 5:0.287452, 6:0.356332, 7:0.361298, 8:0.310605, 9:0.300795, 10:0.282148, 11:0.263306, 12:0.256957, 13:0.294154, 14:0.299894, 15:0.293340, 16:0.268774
+- `64-bit logN=12 batch=512`: 1:1.582423, 2:1.132431, 3:0.804736, 4:0.705003, 5:0.574111, 6:0.546253, 7:0.721106, 8:0.617252, 9:0.599178, 10:0.553933, 11:0.519485, 12:0.512671, 13:0.575729, 14:0.575201, 15:0.558377, 16:0.512266
diff --git a/results/hybrid_dataflow_td_model/analysis.md b/results/hybrid_dataflow_td_model/analysis.md
new file mode 100644
index 0000000..8a95b78
--- /dev/null
+++ b/results/hybrid_dataflow_td_model/analysis.md
@@ -0,0 +1,24 @@
+# HybridDataflow Td model evaluation
+
+Training uses the full Td scan at six representative batches. Testing uses unseen
+batch multiples of 16 from the dense scan; overlapping batches are excluded.
+
+| model | scenarios | top-1 | top-2 | geomean regret | p95 regret | worst regret |
+|---|---:|---:|---:|---:|---:|---:|
+| static-guarded | 140 | 0.693 | 0.986 | 1.0052 | 1.0357 | 1.0694 |
+| ridge | 140 | 0.279 | 0.607 | 1.0402 | 1.1306 | 1.5197 |
+| hist-gradient | 140 | 0.386 | 0.864 | 1.0188 | 1.0945 | 1.1510 |
+| random-forest | 140 | 0.493 | 0.929 | 1.0250 | 1.0639 | 1.5197 |
+
+## Features and decision
+
+The feature set combines packet count, critical serial slots, token utilization, cubin
+register count, analytically derived resident CTAs, continuous and discrete CTA density,
+partial waves, and interactions with word width and graph length. Cubin resources are
+extracted by `extract_hybrid_dataflow_resources.py`; no timing label is used as a feature.
+
+The runtime admission target is geomean regret <=1.02, p95 <=1.05, and worst <=1.10 on
+unseen batches. The static guarded policy passes all three. The best learned model
+(`hist-gradient`) passes only the geomean target and reaches 1.151 worst regret, so it is
+not admitted to runtime selection. Learned ranking remains useful as a top-2 search hint;
+the measured static table remains authoritative on V100.
diff --git a/results/hybrid_dataflow_td_model/metrics.json b/results/hybrid_dataflow_td_model/metrics.json
new file mode 100644
index 0000000..836846a
--- /dev/null
+++ b/results/hybrid_dataflow_td_model/metrics.json
@@ -0,0 +1,38 @@
+[
+  {
+    "model": "static-guarded",
+    "scenarios": 140,
+    "top1": 0.6928571428571428,
+    "top2": 0.9857142857142858,
+    "geomean_regret": 1.0052304292808012,
+    "worst_regret": 1.069436621563208,
+    "p95_regret": 1.0356889502111564
+  },
+  {
+    "model": "ridge",
+    "scenarios": 140,
+    "top1": 0.2785714285714286,
+    "top2": 0.6071428571428571,
+    "geomean_regret": 1.0401574269604896,
+    "worst_regret": 1.5197306356757192,
+    "p95_regret": 1.130563135466045
+  },
+  {
+    "model": "hist-gradient",
+    "scenarios": 140,
+    "top1": 0.38571428571428573,
+    "top2": 0.8642857142857143,
+    "geomean_regret": 1.018834213923934,
+    "worst_regret": 1.1510021902919636,
+    "p95_regret": 1.0945258148072545
+  },
+  {
+    "model": "random-forest",
+    "scenarios": 140,
+    "top1": 0.4928571428571429,
+    "top2": 0.9285714285714286,
+    "geomean_regret": 1.0249758322545286,
+    "worst_regret": 1.5197306356757192,
+    "p95_regret": 1.06390892375042
+  }
+]
\ No newline at end of file
diff --git a/results/hybrid_dataflow_td_model/predictions.csv b/results/hybrid_dataflow_td_model/predictions.csv
new file mode 100644
index 0000000..fededbb
--- /dev/null
+++ b/results/hybrid_dataflow_td_model/predictions.csv
@@ -0,0 +1,561 @@
+model,word_bits,logN,batch,predicted_td,actual_td,regret,predicted_resident_ctas,predicted_packets,predicted_serial_slots
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+random-forest,64,10,240,9,10,1.0096005625118316,4,4,8
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+random-forest,64,10,608,5,9,1.0383445195255079,5,7,7
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+random-forest,64,10,640,5,9,1.0619172707696818,5,7,7
+random-forest,64,12,32,11,12,1.042156493728171,3,6,12
+random-forest,64,12,48,11,12,1.0278271370654706,3,6,12
+random-forest,64,12,64,11,12,1.0243597001355222,3,6,12
+random-forest,64,12,96,11,12,1.0269961869392037,3,6,12
+random-forest,64,12,112,11,12,1.0280793050643033,3,6,12
+random-forest,64,12,128,11,12,1.04275975629837,3,6,12
+random-forest,64,12,144,11,12,1.0457706165061418,3,6,12
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+random-forest,64,12,192,11,12,1.01292137988616,3,6,12
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+random-forest,64,12,224,11,12,1.0166544410528224,3,6,12
+random-forest,64,12,240,11,12,1.0193457092710079,3,6,12
+random-forest,64,12,272,11,12,1.0299945176708594,3,6,12
+random-forest,64,12,288,11,12,1.0293522151428145,3,6,12
+random-forest,64,12,304,11,12,1.1510021902919636,3,6,12
+random-forest,64,12,320,11,12,1.0293353852072713,3,6,12
+random-forest,64,12,336,11,12,1.0074513799438307,3,6,12
+random-forest,64,12,352,11,12,1.011587704537161,3,6,12
+random-forest,64,12,368,11,12,1.0137488781750255,3,6,12
+random-forest,64,12,384,11,12,1.0154217430228485,3,6,12
+random-forest,64,12,400,11,12,1.0173053183961656,3,6,12
+random-forest,64,12,416,11,12,1.021543985637343,3,6,12
+random-forest,64,12,432,11,12,1.0236365588319496,3,6,12
+random-forest,64,12,448,11,12,1.0249717267715777,3,6,12
+random-forest,64,12,464,11,12,1.0248857122033481,3,6,12
+random-forest,64,12,480,11,12,1.0232381783171465,3,6,12
+random-forest,64,12,496,11,16,1.0167260053365332,3,6,12
+random-forest,64,12,528,11,12,1.0130666195797493,3,6,12
+random-forest,64,12,544,11,12,1.0115167218019603,3,6,12
+random-forest,64,12,560,11,12,1.0143651466806682,3,6,12
+random-forest,64,12,576,11,12,1.0194869885193383,3,6,12
+random-forest,64,12,592,11,12,1.021270905054658,3,6,12
+random-forest,64,12,608,11,12,1.019980362721014,3,6,12
+random-forest,64,12,624,11,12,1.0250226011199586,3,6,12
+random-forest,64,12,640,11,12,1.018955688845492,3,6,12
diff --git a/results/hybrid_dataflow_td_model/resources.csv b/results/hybrid_dataflow_td_model/resources.csv
new file mode 100644
index 0000000..ce2b9cc
--- /dev/null
+++ b/results/hybrid_dataflow_td_model/resources.csv
@@ -0,0 +1,153 @@
+word_bits,flow_tile_log_n,stage_space,data_time,role_stages,target_ctas_per_sm,token_interleave,registers_per_thread,stack_bytes,local_bytes
+32,5,5,1,1,1,1,46,0,0
+32,5,5,1,5,1,1,43,0,0
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+32,5,5,10,5,1,1,80,0,0
+32,5,5,10,5,1,2,79,0,0
+32,5,5,11,5,1,1,81,0,0
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+32,6,6,9,6,1,1,102,0,0
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+32,6,6,11,6,1,1,102,0,0
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+32,6,6,13,6,1,1,104,0,0
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+32,6,6,15,6,1,1,104,0,0
+32,6,6,16,6,1,1,104,0,0
+32,7,7,1,1,1,1,42,0,0
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+32,7,7,8,1,1,1,53,0,0
+32,8,2,1,1,1,1,47,0,0
+32,8,2,2,1,1,1,54,0,0
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+64,5,5,5,5,1,1,66,0,0
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+64,6,4,8,1,1,1,60,0,0
+64,6,6,1,1,1,1,40,0,0
+64,6,6,1,6,1,1,64,16,0
+64,6,6,2,1,1,1,56,0,0
+64,6,6,2,6,1,1,104,16,0
+64,6,6,3,6,1,1,104,16,0
+64,6,6,4,1,1,1,58,0,0
+64,6,6,4,2,1,1,94,16,0
+64,6,6,4,3,1,1,98,16,0
+64,6,6,4,6,1,1,104,16,0
+64,6,6,5,6,1,1,104,16,0
+64,6,6,6,6,1,1,78,16,0
+64,6,6,7,6,1,1,106,16,0
+64,6,6,8,1,1,1,60,0,0
+64,6,6,8,2,1,1,90,16,0
+64,6,6,8,3,1,1,98,16,0
+64,6,6,8,6,1,1,106,16,0
+64,6,6,8,6,3,1,94,16,0
+64,6,6,9,6,1,1,106,16,0
+64,6,6,10,6,1,1,106,16,0
+64,6,6,11,6,1,1,106,16,0
+64,6,6,12,6,1,1,106,16,0
+64,6,6,12,6,1,2,112,32,0
+64,6,6,13,6,1,1,117,16,0
+64,6,6,14,6,1,1,117,16,0
+64,6,6,15,6,1,1,117,16,0
+64,6,6,16,6,1,1,117,16,0
+64,7,7,1,1,1,1,48,0,0
+64,7,7,2,1,1,1,56,0,0
+64,7,7,2,7,1,1,150,32,0
+64,7,7,4,1,1,1,58,0,0
+64,7,7,8,1,1,1,60,0,0
+64,8,2,1,1,1,1,50,0,0
+64,8,2,2,1,1,1,56,0,0
+64,8,2,4,1,1,1,58,0,0
+64,8,2,8,1,1,1,60,0,0
+64,8,4,1,1,1,1,50,0,0
+64,8,4,2,1,1,1,56,0,0
+64,8,4,4,1,1,1,58,0,0
+64,8,4,8,1,1,1,60,0,0
+64,8,8,1,1,1,1,40,0,0
+64,8,8,1,2,1,1,138,64,0
+64,8,8,1,4,1,1,143,64,0
+64,8,8,1,8,1,1,131,64,0
+64,8,8,2,1,1,1,56,0,0
+64,8,8,4,1,1,1,58,0,0
+64,8,8,8,1,1,1,60,0,0
diff --git a/results/hybrid_dataflow_td_model/ridge_coefficients.json b/results/hybrid_dataflow_td_model/ridge_coefficients.json
new file mode 100644
index 0000000..1accca7
--- /dev/null
+++ b/results/hybrid_dataflow_td_model/ridge_coefficients.json
@@ -0,0 +1,36 @@
+{
+  "alpha": 0.31622776601683794,
+  "coefficients": {
+    "word64": 0.04460648610043244,
+    "logN12": 0.0550591121555965,
+    "density": -0.013217669820543683,
+    "log_density": 0.03851852785315077,
+    "packets": 0.4361410333225262,
+    "serial_slots": -0.007028966251415693,
+    "slots_per_packet": 0.01772859600144746,
+    "utilization": -0.1583130859130208,
+    "registers": -0.011418243446821734,
+    "resident_ctas": 0.005307809727916515,
+    "continuous_waves": -0.017373524940950603,
+    "ceil_waves": 0.00034076151682917665,
+    "wave_tail": 0.04471422750476164,
+    "packets_x_density": -0.10156298465585416,
+    "slots_x_density": 0.07190947493253588,
+    "registers_x_density": -0.1263399294402708,
+    "packets_x_word64": 0.06509157976697841,
+    "slots_x_word64": -0.12645279033136791,
+    "packets_x_logN12": -0.23033909249139517,
+    "slots_x_logN12": 0.06013883115202191,
+    "occupancy_headroom": -0.11983011365829717,
+    "overflow": 0.08906764061118935,
+    "cta_floor": -0.014046569495989463,
+    "cta_ceil": 0.019289632902467265,
+    "partial_cta_wave": 0.0016401531867072524,
+    "resident_pressure": -0.03459299029680815,
+    "resident_wave_level": 0.00034076151682917665,
+    "packets_x_cta_ceil": -0.057553049584634974,
+    "slots_x_cta_ceil": -0.021573760253860673,
+    "packets_x_resident_pressure": 0.040217909572615965,
+    "slots_x_resident_pressure": -0.007377096610940404
+  }
+}
\ No newline at end of file
diff --git a/results/ncu_appt_core_space/analysis.csv b/results/ncu_appt_core_space/analysis.csv
new file mode 100644
index 0000000..79dfaa6
--- /dev/null
+++ b/results/ncu_appt_core_space/analysis.csv
@@ -0,0 +1,9 @@
+word_bits,batch,core,time_us,time_vs_v06,dram_read_vs_v06,dram_write_vs_v06,load_sectors_vs_v06,store_sectors_vs_v06,warp_instructions_vs_v06,integer_instructions_vs_v06,active_warps_pct,barrier_stall_pct,long_scoreboard_stall_pct,dram_peak_pct,l1_hit_pct,l2_hit_pct,registers_per_thread,v06_time_us,v06_active_warps_pct,v06_barrier_stall_pct,v06_dram_peak_pct,v06_l1_hit_pct
+32,1,warp-radix2,312.608,2.1418548563911424,1.5035012357302577,1.5532644747526183,4.64392580848706,4.250025272224776,1.0164784075861775,0.7588474845715789,25.2,52.69,20.22,12.71,44.21,93.48,72.0,145.952,41.05,4.2,17.88,45.2
+32,1,cta-radix4,307.296,2.1054593290944967,1.5036302405373843,1.558029754613892,3.097043368523752,4.250013828198463,0.8018435094613643,0.9309143793868254,22.95,42.79,26.06,12.95,25.74,93.34,32.0,145.952,41.05,4.2,17.88,45.2
+32,4,warp-radix2,900.7040000000001,2.588705968913823,1.9420020385317176,1.8752537209410935,4.681217808612888,4.250040650309586,1.1444746726236479,0.7654592275622977,26.85,28.76,30.49,24.2,43.28,89.45,72.0,347.93600000000004,46.78,5.12,32.65,45.99
+32,4,cta-radix4,944.7040000000001,2.7151660075416166,1.867647653858085,1.8664278246999357,3.126622018140135,4.24985277673801,0.9019549704378723,0.9474235002728504,26.73,25.71,33.67,22.45,24.89,90.03,32.0,347.93600000000004,46.78,5.12,32.65,45.99
+64,1,warp-radix2,669.408,2.933529659234329,1.380075997203746,1.593646850240602,3.128675378528016,4.500023841721487,1.3758177241996095,0.8808812789728964,18.35,30.55,33.88,12.03,37.46,87.66,80.0,228.192,23.48,2.79,24.26,50.69
+64,1,cta-radix4,442.91200000000003,1.9409619969148788,1.6236912334269042,1.5593082895777162,2.1044550102905637,4.500023841721487,0.8322868167236089,0.9521651235980232,19.76,46.28,25.87,20.01,23.98,84.35,40.0,228.192,23.48,2.79,24.26,50.69
+64,4,warp-radix2,1972.576,3.2674122760521573,1.9695559492572097,1.6795721597944506,3.1495579173081922,4.500040292682229,1.572590795391938,0.8970215394728838,22.19,19.73,39.98,21.36,36.27,82.28,80.0,603.712,24.31,3.49,37.28,51.89
+64,4,cta-radix4,1383.488,2.2916357468461785,2.119899263094592,1.6404915770601751,2.11500422433463,4.500040292682229,0.9339304717705594,0.9704394387609024,22.14,28.73,34.74,31.86,23.13,79.66,40.0,603.712,24.31,3.49,37.28,51.89
diff --git a/results/ncu_appt_core_space/analysis.md b/results/ncu_appt_core_space/analysis.md
new file mode 100644
index 0000000..075de19
--- /dev/null
+++ b/results/ncu_appt_core_space/analysis.md
@@ -0,0 +1,25 @@
+# APPT Physical-Core NCU Attribution
+
+Matched V100 base-clock NCU replay. Ratios below use the v0.6 resident 10+10 radix-4 kernel at the same precision and batch.
+
+| bits | batch | core | time us | time/v0.6 | DRAM R/W | load/store sectors | warp/int inst | active warps | barrier stall | DRAM peak | L1 hit |
+|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | warp-radix2 | 312.6 | 2.14x | 1.50/1.55x | 4.64/4.25x | 1.02/0.76x | 25.2% | 52.7% | 12.7% | 44.2% |
+| 32 | 1 | cta-radix4 | 307.3 | 2.11x | 1.50/1.56x | 3.10/4.25x | 0.80/0.93x | 22.9% | 42.8% | 12.9% | 25.7% |
+| 32 | 4 | warp-radix2 | 900.7 | 2.59x | 1.94/1.88x | 4.68/4.25x | 1.14/0.77x | 26.9% | 28.8% | 24.2% | 43.3% |
+| 32 | 4 | cta-radix4 | 944.7 | 2.72x | 1.87/1.87x | 3.13/4.25x | 0.90/0.95x | 26.7% | 25.7% | 22.4% | 24.9% |
+| 64 | 1 | warp-radix2 | 669.4 | 2.93x | 1.38/1.59x | 3.13/4.50x | 1.38/0.88x | 18.4% | 30.6% | 12.0% | 37.5% |
+| 64 | 1 | cta-radix4 | 442.9 | 1.94x | 1.62/1.56x | 2.10/4.50x | 0.83/0.95x | 19.8% | 46.3% | 20.0% | 24.0% |
+| 64 | 4 | warp-radix2 | 1972.6 | 3.27x | 1.97/1.68x | 3.15/4.50x | 1.57/0.90x | 22.2% | 19.7% | 21.4% | 36.3% |
+| 64 | 4 | cta-radix4 | 1383.5 | 2.29x | 2.12/1.64x | 2.12/4.50x | 0.93/0.97x | 22.1% | 28.7% | 31.9% | 23.1% |
+
+## Findings
+
+1. The uint64 CTA radix-4 core closes the processing-unit instruction gap: it executes 0.83x/0.93x the v0.6 warp instructions and 0.95x/0.97x the integer thread instructions at batch 1/4. Arithmetic instruction count is no longer the reason for its 1.94x/2.29x runtime gap.
+2. The 7+7+6 online graph materializes two intermediate states, while v0.6 10+10 materializes one. The minimum state traffic therefore grows from two to three read/write passes. Measured DRAM writes grow 1.56x--1.87x, close to or above that 1.5x structural floor.
+3. Online layouts amplify request traffic beyond the extra pass: CTA radix-4 load sectors are 2.10x--3.13x and store sectors 4.25x--4.50x v0.6. High L2 hit rates hide much of this from DRAM, but not from L1/L2 request handling and dependency latency.
+4. CTA radix-4 barrier stalls are 25.7%--46.3%, versus 2.8%--5.1% for v0.6. This combines shared-core synchronization with the current one-thread readiness wait followed by a CTA-wide barrier. Static roles leave the other warps unable to execute ready work.
+5. APPT reaches only 13.0%--31.9% of sustained DRAM throughput, below the matched v0.6 points. The kernel is latency, synchronization, and issue limited; it is not saturating memory bandwidth.
+6. Shared bank conflicts are not the primary regression: CTA radix-4 shared-load conflicts are only about 1.2x--1.3x v0.6 and shared-store conflicts are lower. Removing bank conflicts alone cannot explain a roughly 2x runtime gap.
+
+The stall percentages are scheduler-state samples and are not additive time fractions. They identify bottlenecks but must not be summed into a percentage attribution.
diff --git a/results/ncu_appt_core_space/cta-radix4_u32_b1.csv b/results/ncu_appt_core_space/cta-radix4_u32_b1.csv
new file mode 100644
index 0000000..4af4e24
--- /dev/null
+++ b/results/ncu_appt_core_space/cta-radix4_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 59118 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 59118
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diff --git a/results/ncu_appt_core_space/cta-radix4_u32_b4.csv b/results/ncu_appt_core_space/cta-radix4_u32_b4.csv
new file mode 100644
index 0000000..b293a05
--- /dev/null
+++ b/results/ncu_appt_core_space/cta-radix4_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 59202 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 59202
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diff --git a/results/ncu_appt_core_space/cta-radix4_u64_b1.csv b/results/ncu_appt_core_space/cta-radix4_u64_b1.csv
new file mode 100644
index 0000000..66f29be
--- /dev/null
+++ b/results/ncu_appt_core_space/cta-radix4_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 59286 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 59286
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diff --git a/results/ncu_appt_core_space/cta-radix4_u64_b4.csv b/results/ncu_appt_core_space/cta-radix4_u64_b4.csv
new file mode 100644
index 0000000..fd7501c
--- /dev/null
+++ b/results/ncu_appt_core_space/cta-radix4_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 59378 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 59378
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diff --git a/results/ncu_appt_core_space/summary.csv b/results/ncu_appt_core_space/summary.csv
new file mode 100644
index 0000000..0115a17
--- /dev/null
+++ b/results/ncu_appt_core_space/summary.csv
@@ -0,0 +1,13 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+cta-radix4_u32_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned int,",240,256,307.296,20.27496337890625,13.8193359375,5840807.0,2228244.0,12.95,93.34,25.74,963390.0,622592.0,11732474.0,,250172641.0,,,,,22.95,42.79,6.11,26.06,1.01,32.0,16512.0,0.6,8.0,5.0,8.0
+cta-radix4_u32_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned int,",240,256,944.7040000000001,118.3240966796875,63.419586181640625,23389165.0,8912600.0,22.45,90.03,24.89,3513581.0,2490368.0,45230427.0,,992895815.0,,,,,26.73,25.71,6.0,33.67,2.67,32.0,16512.0,0.6,8.0,5.0,8.0
+cta-radix4_u64_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,442.91200000000003,50.113677978515625,25.8201904296875,6362100.0,2359322.0,20.01,84.35,23.98,1674931.0,1179721.0,19801723.0,,470001345.0,,,,,19.76,46.28,6.97,25.87,0.51,40.0,33024.0,1.0,6.0,2.0,8.0
+cta-radix4_u64_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,1383.488,270.9866943359375,106.69918823242188,25424102.0,9437282.0,31.86,79.66,23.13,6361167.0,4719782.0,77044174.0,,1873649893.0,,,,,22.14,28.73,7.37,34.74,1.47,40.0,33024.0,1.0,6.0,2.0,8.0
+v06_u32_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,145.952,13.4840087890625,8.8697509765625,1885930.0,524291.0,17.88,74.74,45.2,735961.0,1705461.0,14631875.0,,268738615.0,,,,,41.05,4.2,9.47,21.25,3.41,40.0,16416.0,0.8,6.0,5.0,8.0
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diff --git a/results/ncu_appt_core_space/v06_u32_b1.csv b/results/ncu_appt_core_space/v06_u32_b1.csv
new file mode 100644
index 0000000..8eee82c
--- /dev/null
+++ b/results/ncu_appt_core_space/v06_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 59066 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 59066
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diff --git a/results/ncu_appt_core_space/v06_u32_b4.csv b/results/ncu_appt_core_space/v06_u32_b4.csv
new file mode 100644
index 0000000..06b0d98
--- /dev/null
+++ b/results/ncu_appt_core_space/v06_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 59149 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 59149
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diff --git a/results/ncu_appt_core_space/v06_u64_b1.csv b/results/ncu_appt_core_space/v06_u64_b1.csv
new file mode 100644
index 0000000..e6faa23
--- /dev/null
+++ b/results/ncu_appt_core_space/v06_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 59238 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 59238
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diff --git a/results/ncu_appt_core_space/v06_u64_b4.csv b/results/ncu_appt_core_space/v06_u64_b4.csv
new file mode 100644
index 0000000..905f663
--- /dev/null
+++ b/results/ncu_appt_core_space/v06_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 59314 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 59314
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diff --git a/results/ncu_appt_core_space/warp_u32_b1.csv b/results/ncu_appt_core_space/warp_u32_b1.csv
new file mode 100644
index 0000000..dcdb9ba
--- /dev/null
+++ b/results/ncu_appt_core_space/warp_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 59086 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 59086
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diff --git a/results/ncu_appt_core_space/warp_u32_b4.csv b/results/ncu_appt_core_space/warp_u32_b4.csv
new file mode 100644
index 0000000..9bb5cf5
--- /dev/null
+++ b/results/ncu_appt_core_space/warp_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 59178 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 59178
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diff --git a/results/ncu_appt_core_space/warp_u64_b1.csv b/results/ncu_appt_core_space/warp_u64_b1.csv
new file mode 100644
index 0000000..066e863
--- /dev/null
+++ b/results/ncu_appt_core_space/warp_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 59268 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 59268
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diff --git a/results/ncu_appt_core_space/warp_u64_b4.csv b/results/ncu_appt_core_space/warp_u64_b4.csv
new file mode 100644
index 0000000..4dc3bd5
--- /dev/null
+++ b/results/ncu_appt_core_space/warp_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 59341 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 59341
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diff --git a/results/ncu_appt_grouped_producer/analysis.md b/results/ncu_appt_grouped_producer/analysis.md
new file mode 100644
index 0000000..89c864e
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/analysis.md
@@ -0,0 +1,43 @@
+# APPT Grouped-Producer NCU Attribution
+
+> **Superseded correctness-negative capture.** The profiled grouped kernels
+> used a `[c][b][a]` producer state while the tail expected `[b][c][a]`.
+> Counters describe that invalid layout and are retained only as a diagnostic;
+> corrected selected points require a fresh NCU capture.
+
+V100 base-clock kernel replay. Sector and instruction ratios use the matched register-tail radix-4 point as the denominator. The three grouped widths share one grouped-core role mapping at each numeric point; radix-4 retains its own calibrated mapping.
+
+| bits | batch | variant | load/radix4 | store/radix4 | L1 hit | L2 hit | warp-inst/radix4 | active warps | barrier | scoreboard | MIO | regs |
+|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | `v06` | 0.425x | 1.338x | 45.0% | 75.5% | 1.189x | 42.2% | 4.2% | 21.5% | 3.7% | 40 |
+| 32 | 1 | `radix4` | 1.000x | 1.000x | 0.3% | 91.5% | 1.000x | 26.3% | 26.9% | 37.2% | 2.6% | 48 |
+| 32 | 1 | `group8` | 1.000x | 1.002x | 0.4% | 83.1% | 1.017x | 28.2% | 22.6% | 39.2% | 3.6% | 48 |
+| 32 | 1 | `group16` | 0.882x | 0.980x | 0.7% | 83.9% | 1.020x | 27.7% | 22.6% | 37.4% | 3.7% | 48 |
+| 32 | 1 | `group32` | 0.822x | 1.013x | 0.4% | 86.8% | 1.002x | 27.7% | 21.8% | 36.9% | 3.9% | 48 |
+| 32 | 4 | `v06` | 0.423x | 1.349x | 46.0% | 68.8% | 1.091x | 47.3% | 5.2% | 33.0% | 5.0% | 40 |
+| 32 | 4 | `radix4` | 1.000x | 1.000x | 0.1% | 84.4% | 1.000x | 32.1% | 24.3% | 37.6% | 6.0% | 48 |
+| 32 | 4 | `group8` | 1.000x | 0.982x | 0.1% | 75.0% | 1.026x | 32.5% | 22.1% | 38.7% | 5.5% | 48 |
+| 32 | 4 | `group16` | 0.881x | 1.012x | 0.1% | 78.0% | 1.017x | 32.7% | 20.8% | 39.7% | 7.5% | 48 |
+| 32 | 4 | `group32` | 0.822x | 1.020x | 0.2% | 82.1% | 0.999x | 33.0% | 21.5% | 38.6% | 7.1% | 48 |
+| 32 | 16 | `v06` | 0.422x | 1.333x | 47.0% | 66.8% | 1.035x | 48.7% | 5.6% | 40.2% | 5.7% | 40 |
+| 32 | 16 | `radix4` | 1.000x | 1.000x | 0.0% | 75.4% | 1.000x | 34.6% | 27.1% | 39.0% | 6.4% | 48 |
+| 32 | 16 | `group8` | 1.000x | 1.000x | 0.0% | 72.7% | 1.013x | 34.9% | 25.4% | 38.4% | 7.4% | 48 |
+| 32 | 16 | `group16` | 0.881x | 1.000x | 0.0% | 78.3% | 1.011x | 34.9% | 23.3% | 37.9% | 7.7% | 48 |
+| 32 | 16 | `group32` | 0.822x | 1.000x | 0.0% | 80.2% | 0.989x | 35.1% | 24.0% | 37.8% | 8.3% | 48 |
+| 64 | 1 | `v06` | 0.647x | 0.627x | 50.9% | 53.6% | 1.177x | 23.3% | 2.7% | 21.5% | 0.4% | 48 |
+| 64 | 1 | `radix4` | 1.000x | 1.000x | 1.4% | 82.9% | 1.000x | 16.7% | 20.7% | 41.8% | 0.3% | 128 |
+| 64 | 1 | `group8` | 1.000x | 0.993x | 1.2% | 75.6% | 1.015x | 17.5% | 16.3% | 45.1% | 0.8% | 128 |
+| 64 | 1 | `group16` | 1.000x | 0.963x | 0.9% | 67.9% | 1.017x | 17.6% | 16.6% | 44.5% | 0.7% | 128 |
+| 64 | 1 | `group32` | 0.888x | 0.928x | 1.1% | 72.8% | 1.004x | 17.4% | 14.1% | 43.8% | 0.6% | 128 |
+| 64 | 4 | `v06` | 0.640x | 0.667x | 51.9% | 49.3% | 1.085x | 24.3% | 3.5% | 32.4% | 0.6% | 48 |
+| 64 | 4 | `radix4` | 1.000x | 1.000x | 0.0% | 78.8% | 1.000x | 20.2% | 11.6% | 48.8% | 1.9% | 128 |
+| 64 | 4 | `group8` | 1.000x | 1.000x | 0.0% | 71.2% | 1.022x | 21.2% | 9.8% | 51.4% | 2.2% | 128 |
+| 64 | 4 | `group16` | 1.000x | 1.000x | 0.0% | 64.0% | 1.021x | 21.0% | 10.1% | 50.1% | 2.2% | 128 |
+| 64 | 4 | `group32` | 0.888x | 1.000x | 0.0% | 70.7% | 1.009x | 20.9% | 9.7% | 48.9% | 2.0% | 128 |
+| 64 | 16 | `v06` | 0.639x | 0.667x | 52.3% | 48.7% | 1.029x | 24.8% | 3.9% | 37.1% | 0.6% | 48 |
+| 64 | 16 | `radix4` | 1.000x | 1.000x | 0.0% | 57.0% | 1.000x | 21.3% | 8.0% | 59.4% | 2.1% | 128 |
+| 64 | 16 | `group8` | 1.000x | 1.000x | 0.0% | 62.3% | 1.021x | 21.7% | 7.1% | 56.4% | 2.6% | 128 |
+| 64 | 16 | `group16` | 1.000x | 1.000x | 0.0% | 60.9% | 1.019x | 21.6% | 7.7% | 52.2% | 2.5% | 128 |
+| 64 | 16 | `group32` | 0.888x | 1.000x | 0.0% | 69.7% | 1.007x | 21.4% | 7.5% | 50.4% | 2.3% | 128 |
+
+Use CUDA-event timing from `results/appt_grouped_producer/analysis.md` for ranking. This report tests whether grouped `a` loads reduce request sectors and restore L1 locality.
diff --git a/results/ncu_appt_grouped_producer/group16_u32_b1.csv b/results/ncu_appt_grouped_producer/group16_u32_b1.csv
new file mode 100644
index 0000000..ed63314
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group16_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867401 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867401
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diff --git a/results/ncu_appt_grouped_producer/group16_u32_b16.csv b/results/ncu_appt_grouped_producer/group16_u32_b16.csv
new file mode 100644
index 0000000..2f658b3
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group16_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867752 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867752
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diff --git a/results/ncu_appt_grouped_producer/group16_u32_b4.csv b/results/ncu_appt_grouped_producer/group16_u32_b4.csv
new file mode 100644
index 0000000..2ad39f6
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group16_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867584 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867584
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diff --git a/results/ncu_appt_grouped_producer/group16_u64_b1.csv b/results/ncu_appt_grouped_producer/group16_u64_b1.csv
new file mode 100644
index 0000000..e811082
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group16_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867893 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867893
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diff --git a/results/ncu_appt_grouped_producer/group16_u64_b16.csv b/results/ncu_appt_grouped_producer/group16_u64_b16.csv
new file mode 100644
index 0000000..56bce3f
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group16_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2868233 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2868233
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diff --git a/results/ncu_appt_grouped_producer/group16_u64_b4.csv b/results/ncu_appt_grouped_producer/group16_u64_b4.csv
new file mode 100644
index 0000000..14500ce
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group16_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2868053 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2868053
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diff --git a/results/ncu_appt_grouped_producer/group32_u32_b1.csv b/results/ncu_appt_grouped_producer/group32_u32_b1.csv
new file mode 100644
index 0000000..21debbb
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group32_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867440 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867440
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diff --git a/results/ncu_appt_grouped_producer/group32_u32_b16.csv b/results/ncu_appt_grouped_producer/group32_u32_b16.csv
new file mode 100644
index 0000000..c41d0bc
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group32_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867783 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867783
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diff --git a/results/ncu_appt_grouped_producer/group32_u32_b4.csv b/results/ncu_appt_grouped_producer/group32_u32_b4.csv
new file mode 100644
index 0000000..5a3e7e3
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group32_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867623 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867623
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diff --git a/results/ncu_appt_grouped_producer/group32_u64_b1.csv b/results/ncu_appt_grouped_producer/group32_u64_b1.csv
new file mode 100644
index 0000000..a70ebbc
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group32_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867932 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867932
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diff --git a/results/ncu_appt_grouped_producer/group32_u64_b16.csv b/results/ncu_appt_grouped_producer/group32_u64_b16.csv
new file mode 100644
index 0000000..e33bb7d
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group32_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2868263 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2868263
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diff --git a/results/ncu_appt_grouped_producer/group32_u64_b4.csv b/results/ncu_appt_grouped_producer/group32_u64_b4.csv
new file mode 100644
index 0000000..6fa9979
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group32_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2868114 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2868114
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diff --git a/results/ncu_appt_grouped_producer/group8_u32_b1.csv b/results/ncu_appt_grouped_producer/group8_u32_b1.csv
new file mode 100644
index 0000000..e8c9f31
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group8_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867360 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867360
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diff --git a/results/ncu_appt_grouped_producer/group8_u32_b16.csv b/results/ncu_appt_grouped_producer/group8_u32_b16.csv
new file mode 100644
index 0000000..3bc8a6f
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group8_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867729 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867729
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diff --git a/results/ncu_appt_grouped_producer/group8_u32_b4.csv b/results/ncu_appt_grouped_producer/group8_u32_b4.csv
new file mode 100644
index 0000000..e934e5a
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group8_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867563 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867563
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diff --git a/results/ncu_appt_grouped_producer/group8_u64_b1.csv b/results/ncu_appt_grouped_producer/group8_u64_b1.csv
new file mode 100644
index 0000000..7a90670
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group8_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867872 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867872
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diff --git a/results/ncu_appt_grouped_producer/group8_u64_b16.csv b/results/ncu_appt_grouped_producer/group8_u64_b16.csv
new file mode 100644
index 0000000..40b2f9d
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group8_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2868209 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2868209
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diff --git a/results/ncu_appt_grouped_producer/group8_u64_b4.csv b/results/ncu_appt_grouped_producer/group8_u64_b4.csv
new file mode 100644
index 0000000..23e22fa
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/group8_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2868023 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2868023
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diff --git a/results/ncu_appt_grouped_producer/radix4_u32_b1.csv b/results/ncu_appt_grouped_producer/radix4_u32_b1.csv
new file mode 100644
index 0000000..2629787
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/radix4_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867317 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867317
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diff --git a/results/ncu_appt_grouped_producer/radix4_u32_b16.csv b/results/ncu_appt_grouped_producer/radix4_u32_b16.csv
new file mode 100644
index 0000000..eb40ab3
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/radix4_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867707 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867707
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diff --git a/results/ncu_appt_grouped_producer/radix4_u32_b4.csv b/results/ncu_appt_grouped_producer/radix4_u32_b4.csv
new file mode 100644
index 0000000..430e4e8
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/radix4_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867542 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867542
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diff --git a/results/ncu_appt_grouped_producer/radix4_u64_b1.csv b/results/ncu_appt_grouped_producer/radix4_u64_b1.csv
new file mode 100644
index 0000000..4a13905
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/radix4_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867849 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867849
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diff --git a/results/ncu_appt_grouped_producer/radix4_u64_b16.csv b/results/ncu_appt_grouped_producer/radix4_u64_b16.csv
new file mode 100644
index 0000000..258d069
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/radix4_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2868168 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2868168
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diff --git a/results/ncu_appt_grouped_producer/radix4_u64_b4.csv b/results/ncu_appt_grouped_producer/radix4_u64_b4.csv
new file mode 100644
index 0000000..805c77c
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/radix4_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867987 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867987
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+"0","2867987","cuntt_bench","127.0.0.1","void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long, (unsigned int)256, (unsigned int)2, (bool)0, (bool)0, (bool)0, (bool)0, (unsigned int)1, (unsigned int)16, (bool)0, (bool)1>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, unsigned int, unsigned int, unsigned int, unsigned long long *, cuntt::<unnamed>::NttStageOperatorT<T1>)","2026-Aug-22 20:32:13","1","7","320","2","0","1","1","0","1","1","0","0","1","320","1,530,000","7","0","0","1","1","1","1","1","0","0","Tesla V100-SXM2-16GB","0","4,096","8","0","1","4,096","1","1","1","0","1","498,143,454","7,601","32,000","16","2","2","8,000","16","161","303,173,854","1","0","0","0","1","320","0","1","6,291,456","64","32","1","1","0","1,024","1,024","64","32","1,530,000","2,147,483,647","65,535","65,535","4","1","877,000","0","2,147,483,647","65,536","65,536","255","49,152","98,304","98,304","1,024","2,048","64","16","2,048","32,768","32,768","65,536","32,768","2,048","32,768","131,072","16,384","16,384","16,384","2,046","32,768","32,768","2,048","32,768","268,435,456","32,768","131,072","32,768","32,768","65,536","32,768","2,048","32,768","65,000","2,097,120","131,072","32,768","32,768","131,072","16,384","32,768","16,384","8,192","16,384","8,192","2,046","32,768","32,768","877,000","1","9","0","0","80","8","4","1","0","0","168","0","0","1","15","0","7","2","1","1","512","0","512","32","65,536","16,928,342,016","1","1","32","230,720,128","101,783,040","35.68","1,037,024","0.00","18,747,660","3,145,766","256","1","1","256","1","0","cudaFuncCachePreferNone","126,622,466,684,160","160","1","1","160","32","2","2","8","346","3,088","1,552","128","32,768","98,304","49,152","49,152","0","49,152","0","7","40,960","1","78.76","0","0","0","no data","0","0","0","0","","0","0","0","6","0","0","no data","0","0","0","142,607,872","142,607,872","142,607,872","855,647,232","142,607,872","142,607,872","142,607,872","855,647,232","6","0","16","25","20.25","76,007,056","4","1,857,846,357","11.58","48.79","1.87"
diff --git a/results/ncu_appt_grouped_producer/summary.csv b/results/ncu_appt_grouped_producer/summary.csv
new file mode 100644
index 0000000..2705213
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/summary.csv
@@ -0,0 +1,31 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+group16_u32_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,2250.1440000000002,611.9197082519531,192.37518310546875,62389176.0,6291474.0,,,41.71,78.33,0.0,,,182457000.0,,4065659303.0,,,,,34.87,23.26,,37.88,7.73,48.0,32768.0,1.0,5.0,3.0,8.0
+group16_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,202.656,27.949066162109375,13.0057373046875,3902734.0,383968.0,,,23.59,83.89,0.67,,,12413923.0,,258962851.0,,,,,27.72,22.56,,37.39,3.7,48.0,32768.0,1.0,5.0,3.0,8.0
+group16_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,646.976,151.45645141601562,49.546661376953125,15600013.0,1573368.0,,,36.25,78.04,0.06,,,46732354.0,,1024654944.0,,,,,32.7,20.8,,39.71,7.49,48.0,32768.0,1.0,5.0,3.0,8.0
+group16_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,3608.448,1213.8361206054688,384.9591064453125,74974399.0,12582938.0,,,51.71,60.92,0.0,,,308128324.0,,7573012163.0,,,,,21.58,7.67,,52.17,2.5,128.0,49152.0,1.0,2.0,2.0,8.0
+group16_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,332.064,66.5264892578125,24.582183837890625,4691503.0,805137.0,,,32.02,67.87,0.91,,,20670295.0,,481361322.0,,,,,17.56,16.57,,44.47,0.66,128.0,49152.0,1.0,2.0,2.0,8.0
+group16_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,1014.88,300.39312744140625,96.849853515625,18747583.0,3145736.0,,,45.68,64.0,0.0,,,77573120.0,,1898761312.0,,,,,21.0,10.09,,50.14,2.18,128.0,49152.0,1.0,2.0,2.0,8.0
+group32_u32_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,2163.872,519.1829528808594,192.36648559570312,58195118.0,6291470.0,,,38.37,80.22,0.0,,,178618164.0,,3959847665.0,,,,,35.06,24.02,,37.82,8.35,48.0,32768.0,1.0,5.0,3.0,8.0
+group32_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,193.088,22.725616455078125,13.00555419921875,3640590.0,396964.0,,,21.59,86.82,0.42,,,12190235.0,,252294094.0,,,,,27.72,21.75,,36.89,3.92,48.0,32768.0,1.0,5.0,3.0,8.0
+group32_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,609.312,115.15219116210938,48.6064453125,14551437.0,1585659.0,,,31.36,82.12,0.2,,,45885843.0,,998083512.0,,,,,33.03,21.53,,38.61,7.08,48.0,32768.0,1.0,5.0,3.0,8.0
+group32_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,3381.632,929.2083740234375,385.17901611328125,66585791.0,12582934.0,,,45.36,69.65,0.0,,,304721989.0,,7467855396.0,,,,,21.36,7.55,,50.39,2.29,128.0,49152.0,1.0,2.0,2.0,8.0
+group32_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,311.52,54.135223388671875,24.614105224609375,4167215.0,776111.0,,,29.5,72.78,1.07,,,20412125.0,,474600824.0,,,,,17.42,14.12,,43.77,0.61,128.0,49152.0,1.0,2.0,2.0,8.0
+group32_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,972.8000000000001,229.05377197265625,96.89019775390625,16650431.0,3145735.0,,,39.1,70.74,0.0,,,76684301.0,,1872349172.0,,,,,20.88,9.72,,48.86,2.02,128.0,49152.0,1.0,2.0,2.0,8.0
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+group8_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,674.176,180.29122924804688,48.802001953125,17696926.0,1525880.0,,,39.66,75.05,0.1,,,47148618.0,,1025777649.0,,,,,32.47,22.12,,38.66,5.5,48.0,32768.0,1.0,5.0,3.0,8.0
+group8_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,4071.616,1811.2868041992188,385.0437927246094,74974240.0,12582946.0,,,62.95,62.28,0.0,,,308893220.0,,7573610154.0,,,,,21.68,7.14,,56.35,2.56,128.0,49152.0,1.0,2.0,2.0,8.0
+group8_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,331.072,68.8487548828125,24.62567138671875,4691503.0,829739.0,,,32.95,75.57,1.23,,,20639909.0,,481668920.0,,,,,17.54,16.32,,45.14,0.76,128.0,49152.0,1.0,2.0,2.0,8.0
+group8_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,1047.872,345.24334716796875,97.20196533203125,18747424.0,3145738.0,,,49.27,71.17,0.0,,,77663441.0,,1899867776.0,,,,,21.21,9.85,,51.43,2.2,128.0,49152.0,1.0,2.0,2.0,8.0
+radix4_u32_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,3036.864,1114.0692443847656,192.32144165039062,70778023.0,6291470.0,,,50.2,75.41,0.0,,,180548023.0,,3870511686.0,,,,,34.58,27.15,,39.05,6.43,48.0,32768.0,1.0,5.0,3.0,8.0
+radix4_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,212.8,21.608367919921875,11.82781982421875,4427022.0,391934.0,,,18.34,91.52,0.31,,,12171147.0,,247087101.0,,,,,26.28,26.93,,37.25,2.65,48.0,32768.0,1.0,5.0,3.0,8.0
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+radix4_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,5373.376,1719.12890625,384.5631103515625,74974475.0,12583058.0,,,45.69,57.01,0.0,,,302486114.0,,7371360737.0,,,,,21.3,7.95,,59.4,2.12,128.0,49152.0,1.0,2.0,2.0,8.0
+radix4_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,342.656,44.429290771484375,24.113006591796875,4691503.0,836004.0,,,23.35,82.91,1.37,,,20331027.0,,479093589.0,,,,,16.73,20.67,,41.75,0.28,128.0,49152.0,1.0,2.0,2.0,8.0
+radix4_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,1037.0240000000001,220.0318603515625,97.06787109375,18747660.0,3145766.0,,,35.68,78.76,0.0,,,76007056.0,,1857846357.0,,,,,20.25,11.58,,48.79,1.87,128.0,49152.0,1.0,2.0,2.0,8.0
+v06_u32_b16,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,1073.184,264.0188293457031,141.93057250976562,29839196.0,8388611.0,,,44.14,66.83,46.99,,,186914957.0,,4153782293.0,,,,,48.73,5.62,,40.22,5.66,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u32_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,147.584,13.34326171875,8.92425537109375,1882449.0,524291.0,,,17.61,75.55,44.95,,,14466696.0,,268762637.0,,,,,42.18,4.18,,21.54,3.71,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u32_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,352.544,62.48492431640625,34.456268310546875,7493427.0,2097155.0,,,32.09,68.77,46.04,,,50122195.0,,1047661971.0,,,,,47.33,5.18,,33.05,5.0,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u64_b16,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,2009.76,513.5173950195312,257.7405090332031,47915357.0,8388611.0,,,44.78,48.67,52.27,,,311311432.0,,7699238976.0,,,,,24.81,3.88,,37.15,0.64,48.0,32816.0,1.0,5.0,2.0,8.0
+v06_u64_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,228.8,30.887115478515625,16.61590576171875,3036688.0,524291.0,,,24.23,53.56,50.85,,,23923628.0,,493556694.0,,,,,23.33,2.69,,21.54,0.41,48.0,32816.0,1.0,5.0,2.0,8.0
+v06_u64_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,616.0,127.86068725585938,65.05850219726562,11996363.0,2097155.0,,,36.55,49.34,51.86,,,82441121.0,,1934391168.0,,,,,24.28,3.51,,32.42,0.57,48.0,32816.0,1.0,5.0,2.0,8.0
diff --git a/results/ncu_appt_grouped_producer/v06_u32_b1.csv b/results/ncu_appt_grouped_producer/v06_u32_b1.csv
new file mode 100644
index 0000000..ff4f9f8
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/v06_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867258 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867258
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diff --git a/results/ncu_appt_grouped_producer/v06_u32_b16.csv b/results/ncu_appt_grouped_producer/v06_u32_b16.csv
new file mode 100644
index 0000000..ff62d2f
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/v06_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867646 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867646
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diff --git a/results/ncu_appt_grouped_producer/v06_u32_b4.csv b/results/ncu_appt_grouped_producer/v06_u32_b4.csv
new file mode 100644
index 0000000..df672df
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/v06_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867486 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867486
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diff --git a/results/ncu_appt_grouped_producer/v06_u64_b1.csv b/results/ncu_appt_grouped_producer/v06_u64_b1.csv
new file mode 100644
index 0000000..ebbaa8d
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/v06_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867828 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867828
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diff --git a/results/ncu_appt_grouped_producer/v06_u64_b16.csv b/results/ncu_appt_grouped_producer/v06_u64_b16.csv
new file mode 100644
index 0000000..594e440
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/v06_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2868140 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2868140
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diff --git a/results/ncu_appt_grouped_producer/v06_u64_b4.csv b/results/ncu_appt_grouped_producer/v06_u64_b4.csv
new file mode 100644
index 0000000..089e2fa
--- /dev/null
+++ b/results/ncu_appt_grouped_producer/v06_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2867954 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2867954
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diff --git a/results/ncu_appt_online_microgroups/fine_b1.csv b/results/ncu_appt_online_microgroups/fine_b1.csv
new file mode 100644
index 0000000..1d7b76d
--- /dev/null
+++ b/results/ncu_appt_online_microgroups/fine_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 392778 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 392778
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diff --git a/results/ncu_appt_online_microgroups/fine_b4.csv b/results/ncu_appt_online_microgroups/fine_b4.csv
new file mode 100644
index 0000000..13c4438
--- /dev/null
+++ b/results/ncu_appt_online_microgroups/fine_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 411275 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 411275
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diff --git a/results/ncu_appt_online_microgroups/output4_b1.csv b/results/ncu_appt_online_microgroups/output4_b1.csv
new file mode 100644
index 0000000..46a22c5
--- /dev/null
+++ b/results/ncu_appt_online_microgroups/output4_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 401891 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 401891
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diff --git a/results/ncu_appt_online_microgroups/output4_b4.csv b/results/ncu_appt_online_microgroups/output4_b4.csv
new file mode 100644
index 0000000..353cc15
--- /dev/null
+++ b/results/ncu_appt_online_microgroups/output4_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 421393 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 421393
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diff --git a/results/ncu_appt_online_microgroups/publish2_b1.csv b/results/ncu_appt_online_microgroups/publish2_b1.csv
new file mode 100644
index 0000000..e1ac72f
--- /dev/null
+++ b/results/ncu_appt_online_microgroups/publish2_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 397264 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 397264
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diff --git a/results/ncu_appt_online_microgroups/publish2_b4.csv b/results/ncu_appt_online_microgroups/publish2_b4.csv
new file mode 100644
index 0000000..8dc117e
--- /dev/null
+++ b/results/ncu_appt_online_microgroups/publish2_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 416607 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 416607
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diff --git a/results/ncu_appt_online_microgroups/publish2_output4_b1.csv b/results/ncu_appt_online_microgroups/publish2_output4_b1.csv
new file mode 100644
index 0000000..c87cd93
--- /dev/null
+++ b/results/ncu_appt_online_microgroups/publish2_output4_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 406459 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 406459
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diff --git a/results/ncu_appt_online_microgroups/publish2_output4_b4.csv b/results/ncu_appt_online_microgroups/publish2_output4_b4.csv
new file mode 100644
index 0000000..7773cc9
--- /dev/null
+++ b/results/ncu_appt_online_microgroups/publish2_output4_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 426396 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 426396
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+"0","426396","cuntt_bench","127.0.0.1","void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long, (unsigned int)2, (unsigned int)4>(const T1 *, T1 *, T1 *, T1 *, unsigned int *, unsigned int *, unsigned long, unsigned int, unsigned int, unsigned long long *, cuntt::<unnamed>::NttStageOperatorT<T1>)","2026-Aug-21 14:04:44","1","7","320","2","0","1","1","0","1","1","0","0","1","320","1,530,000","7","0","0","1","1","1","1","1","0","0","Tesla V100-SXM2-16GB","0","4,096","8","0","1","4,096","1","1","1","0","1","498,143,454","7,601","32,000","16","2","2","8,000","16","161","303,173,854","1","0","0","0","1","320","0","1","6,291,456","64","32","1","1","0","1,024","1,024","64","32","1,530,000","2,147,483,647","65,535","65,535","4","1","877,000","0","2,147,483,647","65,536","65,536","255","49,152","98,304","98,304","1,024","2,048","64","16","2,048","32,768","32,768","65,536","32,768","2,048","32,768","131,072","16,384","16,384","16,384","2,046","32,768","32,768","2,048","32,768","268,435,456","32,768","131,072","32,768","32,768","65,536","32,768","2,048","32,768","65,000","2,097,120","131,072","32,768","32,768","131,072","16,384","32,768","16,384","8,192","16,384","8,192","2,046","32,768","32,768","877,000","1","9","0","0","80","8","4","1","0","0","168","0","0","1","15","0","7","2","1","1","512","0","512","32","65,536","16,928,342,016","1","1","32","270,384,224","103,212,224","19.38","2,144,896","37,899,959","4,194,402","256","1","1","256","1","0","cudaFuncCachePreferNone","134,815,452,345,600","160","1","1","160","32","3","2","8","758","3,088","2,072","80","20,480","98,304","33,024","33,024","0","33,024","0","7","40,960","1","0","0","0","no data","0","0","0","0","","0","0","0","6","0","0","no data","0","0","0","176,164,224","176,164,224","176,164,224","1,056,985,344","176,164,224","176,164,224","176,164,224","1,056,985,344","6","0","16","25","22.88","136,023,162","4","1,783,394,785","28.69","35.60","8.92"
diff --git a/results/ncu_appt_online_microgroups/summary.csv b/results/ncu_appt_online_microgroups/summary.csv
new file mode 100644
index 0000000..b78e77c
--- /dev/null
+++ b/results/ncu_appt_online_microgroups/summary.csv
@@ -0,0 +1,9 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+fine_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,671.5840000000001,42.70330810546875,26.044464111328125,9462529.0,2359322.0,11.95,,,,,32726724.0,,434808673.0,,,,,18.32,30.98,10.12,33.83,,80.0,33024.0,1.0,3.0,2.0,8.0
+output4_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,668.8000000000001,42.58074951171875,26.03277587890625,9459854.0,2359322.0,11.97,,,,,32691876.0,,430500940.0,,,,,18.32,30.4,10.06,34.34,,80.0,33024.0,1.0,3.0,2.0,8.0
+publish2_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,704.48,42.60614013671875,26.27593994140625,9476652.0,2359322.0,11.41,,,,,33332971.0,,428923652.0,,,,,18.19,30.47,10.47,35.52,,82.0,33024.0,1.0,2.0,2.0,8.0
+publish2_output4_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,726.624,41.2296142578125,25.58349609375,9456991.0,1048602.0,10.73,,,,,34014042.0,,447530553.0,,,,,17.85,30.57,11.46,34.16,,80.0,33024.0,1.0,3.0,2.0,8.0
+fine_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,1912.192,226.66635131835938,99.640869140625,37945101.0,9437282.0,19.91,,,,,131411329.0,,1733083858.0,,,,,23.13,29.21,8.24,31.85,,80.0,33024.0,1.0,3.0,2.0,8.0
+output4_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,1954.912,226.92630004882812,101.3638916015625,37890331.0,9437282.0,19.6,,,,,131353906.0,,1715805313.0,,,,,23.16,31.13,8.1,32.25,,80.0,33024.0,1.0,3.0,2.0,8.0
+publish2_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,1980.064,226.875732421875,100.06695556640625,37892634.0,9437282.0,19.27,,,,,133537567.0,,1709885782.0,,,,,23.1,30.53,8.5,33.71,,82.0,33024.0,1.0,2.0,2.0,8.0
+publish2_output4_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,2144.896,257.8584899902344,98.43084716796875,37899959.0,4194402.0,19.38,,,,,136023162.0,,1783394785.0,,,,,22.88,28.69,8.92,35.6,,80.0,33024.0,1.0,3.0,2.0,8.0
diff --git a/results/ncu_appt_physical_cores/analysis.md b/results/ncu_appt_physical_cores/analysis.md
new file mode 100644
index 0000000..acd2839
--- /dev/null
+++ b/results/ncu_appt_physical_cores/analysis.md
@@ -0,0 +1,43 @@
+# APPT Physical-Core NCU Attribution
+
+V100 base-clock kernel replay. Load/store ratios are normalized per transform and use v0.6 as the denominator.
+
+| bits | batch | variant | us | throughput/v0.6 | load/v0.6 | store/v0.6 | L1 hit | L2 hit | active warps | barrier | scoreboard | MIO | regs |
+|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | `v06` | 147.1 | 1.000x | 1.000x | 1.000x | 45.5% | 74.8% | 41.8% | 4.3% | 20.1% | 3.6% | 40 |
+| 32 | 1 | `radix4_default` | 215.6 | 0.682x | 2.366x | 0.754x | 0.2% | 91.5% | 25.8% | 27.3% | 35.8% | 2.4% | 48 |
+| 32 | 1 | `radix4_matched` | 216.6 | 0.679x | 2.365x | 0.737x | 0.4% | 90.9% | 26.6% | 26.4% | 37.1% | 2.5% | 48 |
+| 32 | 1 | `radix8_matched` | 215.4 | 0.683x | 2.365x | 0.742x | 0.3% | 90.7% | 26.4% | 26.9% | 31.1% | 5.0% | 69 |
+| 32 | 4 | `v06` | 341.6 | 1.000x | 1.000x | 1.000x | 46.3% | 68.5% | 47.2% | 5.0% | 32.7% | 5.1% | 40 |
+| 32 | 4 | `radix4_default` | 711.6 | 0.480x | 2.364x | 0.746x | 0.2% | 85.5% | 30.9% | 21.4% | 38.4% | 6.3% | 48 |
+| 32 | 4 | `radix4_matched` | 691.3 | 0.494x | 2.364x | 0.750x | 0.2% | 84.0% | 32.2% | 25.6% | 38.4% | 5.9% | 48 |
+| 32 | 4 | `radix8_matched` | 686.3 | 0.498x | 2.364x | 0.750x | 0.1% | 86.2% | 32.4% | 26.0% | 30.6% | 7.4% | 69 |
+| 32 | 16 | `v06` | 1055.7 | 1.000x | 1.000x | 1.000x | 47.1% | 66.9% | 48.9% | 5.7% | 40.1% | 5.8% | 40 |
+| 32 | 16 | `radix4_default` | 3369.7 | 0.313x | 2.371x | 0.750x | 0.0% | 65.6% | 34.4% | 20.5% | 45.0% | 8.0% | 48 |
+| 32 | 16 | `radix4_matched` | 2826.6 | 0.373x | 2.371x | 0.750x | 0.0% | 76.3% | 34.1% | 29.7% | 37.4% | 6.2% | 48 |
+| 32 | 16 | `radix8_matched` | 2839.1 | 0.372x | 2.371x | 0.750x | 0.0% | 80.0% | 34.4% | 31.1% | 30.9% | 7.3% | 69 |
+| 64 | 1 | `v06` | 227.1 | 1.000x | 1.000x | 1.000x | 51.1% | 52.2% | 23.5% | 2.8% | 21.8% | 0.4% | 48 |
+| 64 | 1 | `radix4_default` | 366.1 | 0.620x | 1.553x | 1.500x | 1.1% | 82.6% | 15.5% | 21.0% | 39.5% | 0.3% | 128 |
+| 64 | 1 | `radix4_matched` | 361.2 | 0.629x | 1.553x | 1.482x | 1.2% | 82.3% | 16.6% | 20.1% | 42.7% | 0.3% | 128 |
+| 64 | 1 | `radix8_matched` | 344.3 | 0.660x | 1.553x | 1.481x | 0.8% | 82.4% | 16.8% | 21.4% | 36.7% | 2.0% | 128 |
+| 64 | 4 | `v06` | 602.3 | 1.000x | 1.000x | 1.000x | 51.9% | 48.7% | 24.3% | 3.5% | 32.2% | 0.5% | 48 |
+| 64 | 4 | `radix4_default` | 1141.7 | 0.528x | 1.565x | 1.500x | 0.0% | 76.0% | 17.1% | 10.5% | 50.7% | 1.2% | 128 |
+| 64 | 4 | `radix4_matched` | 1034.7 | 0.582x | 1.565x | 1.500x | 0.0% | 77.8% | 20.1% | 11.3% | 49.6% | 1.8% | 128 |
+| 64 | 4 | `radix8_matched` | 1039.3 | 0.580x | 1.565x | 1.500x | 0.0% | 76.9% | 20.6% | 12.2% | 40.3% | 5.2% | 128 |
+| 64 | 16 | `v06` | 2007.9 | 1.000x | 1.000x | 1.000x | 52.3% | 48.1% | 24.8% | 3.8% | 37.1% | 0.6% | 48 |
+| 64 | 16 | `radix4_default` | 5952.2 | 0.337x | 1.562x | 1.500x | 0.0% | 51.8% | 18.2% | 6.8% | 61.6% | 1.6% | 128 |
+| 64 | 16 | `radix4_matched` | 5162.5 | 0.389x | 1.562x | 1.500x | 0.0% | 62.1% | 21.2% | 7.8% | 59.2% | 2.1% | 128 |
+| 64 | 16 | `radix8_matched` | 4183.6 | 0.480x | 1.562x | 1.500x | 0.0% | 56.2% | 21.8% | 6.5% | 49.2% | 5.7% | 128 |
+
+## Controlled Deltas
+
+| bits | batch | role rebalance | radix8/radix4 | radix8 load delta | radix8 warp-inst delta | radix8 integer-inst delta | scoreboard delta | MIO delta |
+|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | 0.996x | 1.005x | +0.00% | -1.94% | +1.50% | -6.0 pp | +2.5 pp |
+| 32 | 4 | 1.029x | 1.007x | +0.00% | -1.68% | +1.54% | -7.8 pp | +1.4 pp |
+| 32 | 16 | 1.192x | 0.996x | +0.00% | -2.06% | +1.53% | -6.5 pp | +1.1 pp |
+| 64 | 1 | 1.014x | 1.049x | +0.00% | -1.83% | +0.42% | -6.0 pp | +1.8 pp |
+| 64 | 4 | 1.103x | 0.996x | +0.00% | -1.67% | +0.48% | -9.3 pp | +3.5 pp |
+| 64 | 16 | 1.153x | 1.234x | +0.00% | -1.66% | +0.46% | -10.0 pp | +3.6 pp |
+
+NCU replay time is diagnostic rather than the performance authority for this persistent cooperative pipeline. Use the matched CUDA-event table for final ranking.
diff --git a/results/ncu_appt_physical_cores/radix4_default_u32_b1.csv b/results/ncu_appt_physical_cores/radix4_default_u32_b1.csv
new file mode 100644
index 0000000..6b26946
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix4_default_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825031 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825031
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diff --git a/results/ncu_appt_physical_cores/radix4_default_u32_b16.csv b/results/ncu_appt_physical_cores/radix4_default_u32_b16.csv
new file mode 100644
index 0000000..a8d2096
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix4_default_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825260 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825260
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diff --git a/results/ncu_appt_physical_cores/radix4_default_u32_b4.csv b/results/ncu_appt_physical_cores/radix4_default_u32_b4.csv
new file mode 100644
index 0000000..b07b458
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix4_default_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825166 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825166
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diff --git a/results/ncu_appt_physical_cores/radix4_default_u64_b1.csv b/results/ncu_appt_physical_cores/radix4_default_u64_b1.csv
new file mode 100644
index 0000000..7d2d3c0
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix4_default_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825389 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825389
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diff --git a/results/ncu_appt_physical_cores/radix4_default_u64_b16.csv b/results/ncu_appt_physical_cores/radix4_default_u64_b16.csv
new file mode 100644
index 0000000..05a18d8
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix4_default_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825606 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825606
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diff --git a/results/ncu_appt_physical_cores/radix4_default_u64_b4.csv b/results/ncu_appt_physical_cores/radix4_default_u64_b4.csv
new file mode 100644
index 0000000..0378928
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix4_default_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825499 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825499
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diff --git a/results/ncu_appt_physical_cores/radix4_matched_u32_b1.csv b/results/ncu_appt_physical_cores/radix4_matched_u32_b1.csv
new file mode 100644
index 0000000..a689c0f
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix4_matched_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825074 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825074
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diff --git a/results/ncu_appt_physical_cores/radix4_matched_u32_b16.csv b/results/ncu_appt_physical_cores/radix4_matched_u32_b16.csv
new file mode 100644
index 0000000..73a9457
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix4_matched_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825278 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825278
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diff --git a/results/ncu_appt_physical_cores/radix4_matched_u32_b4.csv b/results/ncu_appt_physical_cores/radix4_matched_u32_b4.csv
new file mode 100644
index 0000000..71cfb5e
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix4_matched_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825203 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825203
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diff --git a/results/ncu_appt_physical_cores/radix4_matched_u64_b1.csv b/results/ncu_appt_physical_cores/radix4_matched_u64_b1.csv
new file mode 100644
index 0000000..7685155
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix4_matched_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825406 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825406
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diff --git a/results/ncu_appt_physical_cores/radix4_matched_u64_b16.csv b/results/ncu_appt_physical_cores/radix4_matched_u64_b16.csv
new file mode 100644
index 0000000..0e74165
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix4_matched_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825646 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825646
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diff --git a/results/ncu_appt_physical_cores/radix4_matched_u64_b4.csv b/results/ncu_appt_physical_cores/radix4_matched_u64_b4.csv
new file mode 100644
index 0000000..481028e
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix4_matched_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825520 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825520
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diff --git a/results/ncu_appt_physical_cores/radix8_matched_u32_b1.csv b/results/ncu_appt_physical_cores/radix8_matched_u32_b1.csv
new file mode 100644
index 0000000..c723608
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix8_matched_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825109 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825109
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diff --git a/results/ncu_appt_physical_cores/radix8_matched_u32_b16.csv b/results/ncu_appt_physical_cores/radix8_matched_u32_b16.csv
new file mode 100644
index 0000000..3056344
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix8_matched_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825296 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825296
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diff --git a/results/ncu_appt_physical_cores/radix8_matched_u32_b4.csv b/results/ncu_appt_physical_cores/radix8_matched_u32_b4.csv
new file mode 100644
index 0000000..a5ee87a
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix8_matched_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825221 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825221
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diff --git a/results/ncu_appt_physical_cores/radix8_matched_u64_b1.csv b/results/ncu_appt_physical_cores/radix8_matched_u64_b1.csv
new file mode 100644
index 0000000..1b1519d
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix8_matched_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825424 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825424
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diff --git a/results/ncu_appt_physical_cores/radix8_matched_u64_b16.csv b/results/ncu_appt_physical_cores/radix8_matched_u64_b16.csv
new file mode 100644
index 0000000..56ab96e
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix8_matched_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825679 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825679
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diff --git a/results/ncu_appt_physical_cores/radix8_matched_u64_b4.csv b/results/ncu_appt_physical_cores/radix8_matched_u64_b4.csv
new file mode 100644
index 0000000..5ae30c8
--- /dev/null
+++ b/results/ncu_appt_physical_cores/radix8_matched_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825542 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825542
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+"0","2825542","cuntt_bench","127.0.0.1","void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long, (unsigned int)256, (unsigned int)2, (bool)0, (bool)0, (bool)0, (bool)1, (unsigned int)16, (bool)0, (bool)1>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, unsigned int, unsigned int, unsigned int, unsigned long long *, cuntt::<unnamed>::NttStageOperatorT<T1>)","2026-Aug-22 19:37:26","1","7","320","2","0","1","1","0","1","1","0","0","1","320","1,530,000","7","0","0","1","1","1","1","1","0","0","Tesla V100-SXM2-16GB","0","4,096","8","0","1","4,096","1","1","1","0","1","498,143,454","7,601","32,000","16","2","2","8,000","16","161","303,173,854","1","0","0","0","1","320","0","1","6,291,456","64","32","1","1","0","1,024","1,024","64","32","1,530,000","2,147,483,647","65,535","65,535","4","1","877,000","0","2,147,483,647","65,536","65,536","255","49,152","98,304","98,304","1,024","2,048","64","16","2,048","32,768","32,768","65,536","32,768","2,048","32,768","131,072","16,384","16,384","16,384","2,046","32,768","32,768","2,048","32,768","268,435,456","32,768","131,072","32,768","32,768","65,536","32,768","2,048","32,768","65,000","2,097,120","131,072","32,768","32,768","131,072","16,384","32,768","16,384","8,192","16,384","8,192","2,046","32,768","32,768","877,000","1","9","0","0","80","8","4","1","0","0","168","0","0","1","15","0","7","2","1","1","512","0","512","32","65,536","16,928,342,016","1","1","32","234,322,112","101,405,376","35.74","1,039,296","4,975,840","5,096,775","0.00","18,747,502","3,145,766","0","0","256","1","1","256","1","0","cudaFuncCachePreferNone","128,920,240,633,088","160","1","1","160","32","2","2","8","346","3,088","1,552","128","32,768","98,304","49,152","49,152","0","49,152","0","7","40,960","1","76.93","0","0","0","no data","0","0","0","0","","0","0","0","6","0","0","no data","0","0","0","142,607,872","142,607,872","142,607,872","1,568,686,592","142,607,872","142,607,872","142,607,872","1,568,686,592","11","0","16","25","20.60","74,798,468","4","1,866,698,321","12.21","40.29","5.25"
diff --git a/results/ncu_appt_physical_cores/summary.csv b/results/ncu_appt_physical_cores/summary.csv
new file mode 100644
index 0000000..18267e2
--- /dev/null
+++ b/results/ncu_appt_physical_cores/summary.csv
@@ -0,0 +1,25 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+radix4_default_u32_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,3369.664,1385.1102600097656,191.9083251953125,70778478.0,6291470.0,0.0,0.0,52.82,65.59,0.0,9798720.0,10916241.0,178380199.0,,3868953805.0,,,,,34.36,20.49,,44.98,8.0,48.0,32768.0,1.0,5.0,3.0,8.0
+radix4_default_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,215.616,20.019989013671875,11.54681396484375,4427666.0,395280.0,0.0,0.0,16.99,91.47,0.22,637770.0,700059.0,12004199.0,,246784955.0,,,,,25.82,27.27,,35.78,2.39,48.0,32768.0,1.0,5.0,3.0,8.0
+radix4_default_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,711.552,141.53970336914062,48.2548828125,17697529.0,1563922.0,0.0,0.0,32.48,85.5,0.21,2586976.0,2818845.0,45824159.0,,975244482.0,,,,,30.93,21.36,,38.35,6.27,48.0,32768.0,1.0,5.0,3.0,8.0
+radix4_default_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,5952.224,2416.4982299804688,384.252197265625,74975488.0,12583058.0,0.0,0.0,55.58,51.77,0.0,17920276.0,17890537.0,308863914.0,,7378624181.0,,,,,18.18,6.77,,61.56,1.56,128.0,49152.0,1.0,2.0,2.0,8.0
+radix4_default_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,366.144,44.472625732421875,23.11444091796875,4692127.0,786250.0,0.0,0.0,21.88,82.6,1.12,1195174.0,1153216.0,20053632.0,,477720667.0,,,,,15.53,20.99,,39.48,0.28,128.0,49152.0,1.0,2.0,2.0,8.0
+radix4_default_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,1141.664,258.4678955078125,96.68133544921875,18748672.0,3145766.0,0.0,0.0,36.54,76.05,0.01,4437278.0,4728109.0,77004588.0,,1855740030.0,,,,,17.1,10.52,,50.68,1.25,128.0,49152.0,1.0,2.0,2.0,8.0
+radix4_matched_u32_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,2826.6240000000003,812.2673950195312,191.64462280273438,70777784.0,6291470.0,0.0,0.0,39.27,76.35,0.0,9767406.0,11127313.0,180359988.0,,3871835080.0,,,,,34.13,29.71,,37.42,6.23,48.0,32768.0,1.0,5.0,3.0,8.0
+radix4_matched_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,216.576,21.328338623046875,12.331787109375,4427022.0,386158.0,0.0,0.0,18.27,90.92,0.43,637676.0,671393.0,12154433.0,,247309617.0,,,,,26.6,26.38,,37.12,2.53,48.0,32768.0,1.0,5.0,3.0,8.0
+radix4_matched_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,691.328,128.96560668945312,47.135101318359375,17696926.0,1571847.0,0.0,0.0,29.04,84.04,0.22,2596686.0,2774586.0,45706127.0,,976203946.0,,,,,32.21,25.58,,38.41,5.94,48.0,32768.0,1.0,5.0,3.0,8.0
+radix4_matched_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,5162.464,1944.7097778320312,384.5262451171875,74974318.0,12583058.0,0.0,0.0,54.69,62.1,0.0,17996083.0,18005507.0,302515198.0,,7372521296.0,,,,,21.24,7.85,,59.17,2.1,128.0,49152.0,1.0,2.0,2.0,8.0
+radix4_matched_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,361.184,47.984222412109375,35.9329833984375,4691344.0,776960.0,0.0,0.0,28.77,82.31,1.22,1200591.0,1127600.0,20387011.0,,479322998.0,,,,,16.62,20.07,,42.74,0.28,128.0,49152.0,1.0,2.0,2.0,8.0
+radix4_matched_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,1034.688,212.47650146484375,96.69058227539062,18747502.0,3145766.0,0.0,0.0,34.73,77.78,0.0,4493845.0,4662606.0,76067363.0,,1857823077.0,,,,,20.14,11.33,,49.62,1.79,128.0,49152.0,1.0,2.0,2.0,8.0
+radix8_matched_u32_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,2839.072,834.2302551269531,191.55026245117188,70778019.0,6291470.0,0.0,0.0,42.1,79.99,0.0,8169934.0,9121958.0,176650393.0,,3930973874.0,,,,,34.4,31.07,,30.9,7.32,69.0,32768.0,1.0,3.0,3.0,8.0
+radix8_matched_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,215.424,21.401824951171875,12.3995361328125,4427022.0,388970.0,0.0,0.0,18.3,90.72,0.29,538143.0,546542.0,11919201.0,,251023852.0,,,,,26.45,26.86,,31.09,4.99,69.0,32768.0,1.0,3.0,3.0,8.0
+radix8_matched_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,686.304,133.16030883789062,47.99078369140625,17697160.0,1572409.0,0.0,0.0,30.79,86.2,0.15,2188383.0,2240560.0,44937101.0,,991264205.0,,,,,32.4,26.03,,30.61,7.36,69.0,32768.0,1.0,3.0,3.0,8.0
+radix8_matched_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,4183.616,1369.9762573242188,384.32025146484375,74974318.0,12583058.0,0.0,0.0,38.06,56.2,0.0,19999508.0,20155438.0,297481671.0,,7406305372.0,,,,,21.78,6.45,,49.22,5.65,128.0,49152.0,1.0,2.0,2.0,8.0
+radix8_matched_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,344.32,45.121673583984375,23.802001953125,4691344.0,776596.0,0.0,0.0,24.97,82.39,0.78,1328316.0,1240292.0,20014625.0,,481354600.0,,,,,16.81,21.43,,36.72,2.05,128.0,49152.0,1.0,2.0,2.0,8.0
+radix8_matched_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,1039.296,223.46697998046875,96.70770263671875,18747502.0,3145766.0,0.0,0.0,35.74,76.93,0.0,4975840.0,5096775.0,74798468.0,,1866698321.0,,,,,20.6,12.21,,40.29,5.25,128.0,49152.0,1.0,2.0,2.0,8.0
+v06_u32_b16,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,1055.712,255.83432006835938,138.00250244140625,29851514.0,8388612.0,0.0,16384.0,42.89,66.86,47.06,11955620.0,27293651.0,185619830.0,,4154318106.0,,,,,48.93,5.7,,40.12,5.81,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u32_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,147.136,13.426177978515625,7.69415283203125,1871508.0,524291.0,0.0,1024.0,16.84,74.83,45.48,735579.0,1705780.0,14435535.0,,268771329.0,,,,,41.75,4.29,,20.08,3.6,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u32_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,341.6,63.06744384765625,32.573516845703125,7485982.0,2097153.0,0.0,4096.0,32.93,68.55,46.29,3005831.0,6824004.0,50073490.0,,1047783758.0,,,,,47.17,5.05,,32.72,5.06,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u64_b16,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,2007.872,512.9091186523438,257.1116027832031,48002727.0,8388611.0,0.0,16384.0,44.63,48.14,52.34,20333049.0,31465816.0,312089189.0,,7703538388.0,,,,,24.79,3.83,,37.1,0.62,48.0,32816.0,1.0,5.0,2.0,8.0
+v06_u64_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,227.136,30.8988037109375,14.78326416015625,3021408.0,524291.0,0.0,1024.0,23.19,52.21,51.06,1268010.0,1966718.0,23801636.0,,493432721.0,,,,,23.54,2.75,,21.79,0.41,48.0,32816.0,1.0,5.0,2.0,8.0
+v06_u64_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,602.304,127.80728149414062,64.73138427734375,11979871.0,2097155.0,0.0,4096.0,36.82,48.66,51.93,5085043.0,7866615.0,82349242.0,,1935212727.0,,,,,24.34,3.45,,32.17,0.52,48.0,32816.0,1.0,5.0,2.0,8.0
diff --git a/results/ncu_appt_physical_cores/v06_u32_b1.csv b/results/ncu_appt_physical_cores/v06_u32_b1.csv
new file mode 100644
index 0000000..6960949
--- /dev/null
+++ b/results/ncu_appt_physical_cores/v06_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825006 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825006
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diff --git a/results/ncu_appt_physical_cores/v06_u32_b16.csv b/results/ncu_appt_physical_cores/v06_u32_b16.csv
new file mode 100644
index 0000000..e363c07
--- /dev/null
+++ b/results/ncu_appt_physical_cores/v06_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825240 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825240
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diff --git a/results/ncu_appt_physical_cores/v06_u32_b4.csv b/results/ncu_appt_physical_cores/v06_u32_b4.csv
new file mode 100644
index 0000000..6d16e6e
--- /dev/null
+++ b/results/ncu_appt_physical_cores/v06_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825146 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825146
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diff --git a/results/ncu_appt_physical_cores/v06_u64_b1.csv b/results/ncu_appt_physical_cores/v06_u64_b1.csv
new file mode 100644
index 0000000..c791a2c
--- /dev/null
+++ b/results/ncu_appt_physical_cores/v06_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825336 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825336
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diff --git a/results/ncu_appt_physical_cores/v06_u64_b16.csv b/results/ncu_appt_physical_cores/v06_u64_b16.csv
new file mode 100644
index 0000000..4b25ce9
--- /dev/null
+++ b/results/ncu_appt_physical_cores/v06_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825583 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825583
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diff --git a/results/ncu_appt_physical_cores/v06_u64_b4.csv b/results/ncu_appt_physical_cores/v06_u64_b4.csv
new file mode 100644
index 0000000..cce8257
--- /dev/null
+++ b/results/ncu_appt_physical_cores/v06_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2825449 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2825449
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diff --git a/results/ncu_appt_pipeline/analysis.csv b/results/ncu_appt_pipeline/analysis.csv
new file mode 100644
index 0000000..98192ec
--- /dev/null
+++ b/results/ncu_appt_pipeline/analysis.csv
@@ -0,0 +1,7 @@
+implementation,batch1_us,batch4_us,fixed_us,steady_us_per_transform,fixed_share_batch1_pct,fixed_share_batch4_pct,global_load_sector_ratio_b1,global_store_sector_ratio_b1,warp_instruction_ratio_b1,integer_instruction_ratio_b1,dram_peak_pct_b1,active_warps_pct_b1,barrier_stall_pct_b1,wait_stall_pct_b1,long_scoreboard_stall_pct_b1,registers_per_thread,shared_mem_bytes,waves_per_sm
+barrier,157.952,541.248,30.186666666666653,127.76533333333334,19.111291193949207,5.577233849670881,1.0,1.0,1.0,1.0,34.56,22.94,15.45,14.42,38.05,48.0,32800.0,1.0
+resident-10+10,230.272,614.912,102.05866666666665,128.21333333333334,44.32091902909023,16.597280044407434,1.003884366173783,1.0000057220458984,1.2632321388483623,1.0355224604953421,24.07,23.34,2.77,15.17,21.55,48.0,32816.0,1.0
+APPT Us8 role1,2158.272,8053.024,193.3546666666664,1964.9173333333335,8.95877195583626,2.401019376903215,3.6488489782355873,4.001222610473633,13.557737224924379,5.266303182632328,10.91,25.0,39.44,17.28,8.97,125.0,28728.0,1.0
+APPT Us8 role2,2990.272,11310.656,216.81066666666584,2773.461333333334,7.25053328482044,1.9168708399111938,3.665416514371158,4.000448226928711,9.28683508456409,3.6648659057630777,4.86,12.5,39.75,17.53,13.65,142.0,12312.0,0.67
+APPT Us7 role2 rep2 group2,654.24,2252.928,121.34400000000005,532.896,18.54732208363904,5.38605761036305,3.5409955142050173,4.005596160888672,3.8817200110413377,2.063046482841664,24.43,25.0,23.31,18.23,30.88,116.0,24600.0,1.0
+APPT online folds,674.048,2023.904,224.096,449.952,33.246296999620206,11.072461934953436,3.1431460375477656,4.500049591064453,1.7284325171097699,0.912527356893127,11.93,18.34,30.43,10.08,33.94,80.0,33024.0,1.0
diff --git a/results/ncu_appt_pipeline/analysis.md b/results/ncu_appt_pipeline/analysis.md
new file mode 100644
index 0000000..c563efa
--- /dev/null
+++ b/results/ncu_appt_pipeline/analysis.md
@@ -0,0 +1,35 @@
+# APPT Pipeline NCU Attribution
+
+Matched Tesla V100 captures, uint64 `logN=20`. NCU reports one cooperative kernel for every implementation; the APPT backend does not use the CUDA Graph API.
+
+## Fixed-Cost Fit
+
+The two-point model is `T(batch)=T_fixed+batch*T_steady`. It includes cooperative admission and pipeline fill/drain in the fixed term; it does not misclassify repeated in-kernel handoffs as launch cost.
+
+| implementation | batch 1 us | batch 4 us | fixed us | steady us/transform | fixed share b1 | fixed share b4 |
+|:--|---:|---:|---:|---:|---:|---:|
+| barrier | 158.0 | 541.2 | 30.2 | 127.8 | 19.1% | 5.6% |
+| resident-10+10 | 230.3 | 614.9 | 102.1 | 128.2 | 44.3% | 16.6% |
+| APPT Us8 role1 | 2158.3 | 8053.0 | 193.4 | 1964.9 | 9.0% | 2.4% |
+| APPT Us8 role2 | 2990.3 | 11310.7 | 216.8 | 2773.5 | 7.3% | 1.9% |
+| APPT Us7 role2 rep2 group2 | 654.2 | 2252.9 | 121.3 | 532.9 | 18.5% | 5.4% |
+| APPT online folds | 674.0 | 2023.9 | 224.1 | 450.0 | 33.2% | 11.1% |
+
+## Batch-1 Hardware Attribution
+
+Ratios use the v0.6 barrier kernel as 1.0x.
+
+| implementation | load sectors | store sectors | warp inst | integer inst | DRAM peak | active warps | barrier stall | wait stall | long scoreboard | regs | shared B | waves/SM |
+|:--|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| barrier | 1.00x | 1.00x | 1.00x | 1.00x | 34.6% | 22.9% | 15.4% | 14.4% | 38.0% | 48 | 32800 | 1.00 |
+| resident-10+10 | 1.00x | 1.00x | 1.26x | 1.04x | 24.1% | 23.3% | 2.8% | 15.2% | 21.6% | 48 | 32816 | 1.00 |
+| APPT Us8 role1 | 3.65x | 4.00x | 13.56x | 5.27x | 10.9% | 25.0% | 39.4% | 17.3% | 9.0% | 125 | 28728 | 1.00 |
+| APPT Us8 role2 | 3.67x | 4.00x | 9.29x | 3.66x | 4.9% | 12.5% | 39.8% | 17.5% | 13.7% | 142 | 12312 | 0.67 |
+| APPT Us7 role2 rep2 group2 | 3.54x | 4.01x | 3.88x | 2.06x | 24.4% | 25.0% | 23.3% | 18.2% | 30.9% | 116 | 24600 | 1.00 |
+| APPT online folds | 3.14x | 4.50x | 1.73x | 0.91x | 11.9% | 18.3% | 30.4% | 10.1% | 33.9% | 80 | 33024 | 1.00 |
+
+## Conclusion
+
+The APPT fixed term is `224.1 us`, only `33.2%` of batch-1 time. Its fitted steady cost is `450.0 us/transform`, versus `127.8 us/transform` for v0.6. Therefore even infinite batching cannot close the present gap.
+
+The initial Us8 capture attributes its sustained cost to token handoff polling, fold-layout traffic, excessive integer/index instructions, and register-limited latency hiding. The optional Us7 generated row measures the replicated/grouped-handoff optimization using the same counters. CUDA Graph capture could reduce application-side submission latency, but it cannot improve these in-kernel counters.
diff --git a/results/ncu_appt_pipeline/appt_online_b1.csv b/results/ncu_appt_pipeline/appt_online_b1.csv
new file mode 100644
index 0000000..e0aac97
--- /dev/null
+++ b/results/ncu_appt_pipeline/appt_online_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3193638 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3193638
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diff --git a/results/ncu_appt_pipeline/appt_online_b4.csv b/results/ncu_appt_pipeline/appt_online_b4.csv
new file mode 100644
index 0000000..8483559
--- /dev/null
+++ b/results/ncu_appt_pipeline/appt_online_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3201980 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3201980
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diff --git a/results/ncu_appt_pipeline/appt_us7_rs2_rep2_ti2_b1.csv b/results/ncu_appt_pipeline/appt_us7_rs2_rep2_ti2_b1.csv
new file mode 100644
index 0000000..0e01306
--- /dev/null
+++ b/results/ncu_appt_pipeline/appt_us7_rs2_rep2_ti2_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3192551 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3192551
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diff --git a/results/ncu_appt_pipeline/appt_us7_rs2_rep2_ti2_b4.csv b/results/ncu_appt_pipeline/appt_us7_rs2_rep2_ti2_b4.csv
new file mode 100644
index 0000000..13dbc6a
--- /dev/null
+++ b/results/ncu_appt_pipeline/appt_us7_rs2_rep2_ti2_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3200565 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3200565
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diff --git a/results/ncu_appt_pipeline/appt_us8_rs2_td8_b1.csv b/results/ncu_appt_pipeline/appt_us8_rs2_td8_b1.csv
new file mode 100644
index 0000000..781fc25
--- /dev/null
+++ b/results/ncu_appt_pipeline/appt_us8_rs2_td8_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3191270 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3191270
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diff --git a/results/ncu_appt_pipeline/appt_us8_rs2_td8_b4.csv b/results/ncu_appt_pipeline/appt_us8_rs2_td8_b4.csv
new file mode 100644
index 0000000..24a51bf
--- /dev/null
+++ b/results/ncu_appt_pipeline/appt_us8_rs2_td8_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3199098 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3199098
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diff --git a/results/ncu_appt_pipeline/appt_us8_td8_b1.csv b/results/ncu_appt_pipeline/appt_us8_td8_b1.csv
new file mode 100644
index 0000000..a8a8612
--- /dev/null
+++ b/results/ncu_appt_pipeline/appt_us8_td8_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3189980 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3189980
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diff --git a/results/ncu_appt_pipeline/appt_us8_td8_b4.csv b/results/ncu_appt_pipeline/appt_us8_td8_b4.csv
new file mode 100644
index 0000000..8237e81
--- /dev/null
+++ b/results/ncu_appt_pipeline/appt_us8_td8_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3197437 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3197437
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diff --git a/results/ncu_appt_pipeline/barrier_b1.csv b/results/ncu_appt_pipeline/barrier_b1.csv
new file mode 100644
index 0000000..d80f0b8
--- /dev/null
+++ b/results/ncu_appt_pipeline/barrier_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3187581 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3187581
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diff --git a/results/ncu_appt_pipeline/barrier_b4.csv b/results/ncu_appt_pipeline/barrier_b4.csv
new file mode 100644
index 0000000..b577bf5
--- /dev/null
+++ b/results/ncu_appt_pipeline/barrier_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3194796 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3194796
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diff --git a/results/ncu_appt_pipeline/resident1010_b1.csv b/results/ncu_appt_pipeline/resident1010_b1.csv
new file mode 100644
index 0000000..0681dd2
--- /dev/null
+++ b/results/ncu_appt_pipeline/resident1010_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3188683 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3188683
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diff --git a/results/ncu_appt_pipeline/resident1010_b4.csv b/results/ncu_appt_pipeline/resident1010_b4.csv
new file mode 100644
index 0000000..60e7357
--- /dev/null
+++ b/results/ncu_appt_pipeline/resident1010_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3196016 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3196016
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diff --git a/results/ncu_appt_pipeline/summary.csv b/results/ncu_appt_pipeline/summary.csv
new file mode 100644
index 0000000..9c41c92
--- /dev/null
+++ b/results/ncu_appt_pipeline/summary.csv
@@ -0,0 +1,13 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+barrier_b1,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned long,",160,256,157.952,30.2093505859375,16.559234619140625,3009500.0,524288.0,34.56,50.33,52.59,1310383.0,1966421.0,18936111.0,,476511530.0,,,,,22.94,15.45,14.42,38.05,0.85,48.0,32800.0,1.0,5.0,2.0,8.0
+barrier_b4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned long,",160,256,541.248,131.4970703125,65.113037109375,11973594.0,2097152.0,42.39,48.11,52.3,5212363.0,7865685.0,75180566.0,,1904010170.0,,,,,24.35,6.58,14.73,44.76,0.98,48.0,32800.0,1.0,5.0,2.0,8.0
+resident1010_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,230.272,30.887176513671875,16.60003662109375,3021190.0,524291.0,24.07,52.52,51.05,1271056.0,1966693.0,23920704.0,,493438392.0,,,,,23.34,2.77,15.17,21.55,0.39,48.0,32816.0,1.0,5.0,2.0,8.0
+resident1010_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,614.912,127.80892944335938,65.16534423828125,12044431.0,2097155.0,36.62,49.51,51.91,5095829.0,7866448.0,82419004.0,,1935391868.0,,,,,24.28,3.49,15.74,32.49,0.56,48.0,32816.0,1.0,5.0,2.0,8.0
+appt_online_b1,0,void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long>,160,256,674.048,42.47296142578125,26.447265625,9459298.0,2359322.0,11.93,87.72,37.34,132969.0,8.0,32729790.0,,434829807.0,,,,,18.34,30.43,10.08,33.94,1.08,80.0,33024.0,1.0,3.0,2.0,8.0
+appt_online_b4,0,void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long>,160,256,2023.904,242.27166748046875,102.33645629882812,37925391.0,9437282.0,19.87,83.03,36.92,777365.0,653.0,129799276.0,,1731160454.0,,,,,20.83,22.05,9.97,38.88,2.1,80.0,33024.0,1.0,3.0,2.0,8.0
+appt_us7_rs2_rep2_ti2_b1,0,"void cuntt::<unnamed>::appt_pipeline_kernel<unsigned long,",160,256,654.24,78.43756103515625,58.545562744140625,10656626.0,2100086.0,24.43,89.63,74.38,133906.0,0.0,73504681.0,,983065436.0,,,,,25.0,23.31,18.23,30.88,0.28,116.0,24600.0,1.0,2.0,2.0,8.0
+appt_us7_rs2_rep2_ti2_b4,0,"void cuntt::<unnamed>::appt_pipeline_kernel<unsigned long,",160,256,2252.928,335.37298583984375,233.44097900390625,42452270.0,8390186.0,29.46,88.93,74.48,504512.0,0.0,279691714.0,,3654556814.0,,,,,25.0,14.99,19.57,35.49,0.32,116.0,24600.0,1.0,2.0,2.0,8.0
+appt_us8_rs2_td8_b1,0,"void cuntt::<unnamed>::appt_pipeline_kernel<unsigned long,",160,128,2990.272,75.05368041992188,49.3643798828125,11031071.0,2097387.0,4.86,95.68,86.18,205459.0,0.0,175856540.0,,1746350860.0,,,,,12.5,39.75,17.53,13.65,0.02,142.0,12312.0,0.67,3.0,5.0,16.0
+appt_us8_rs2_td8_b4,0,"void cuntt::<unnamed>::appt_pipeline_kernel<unsigned long,",160,128,11310.656,339.3270568847656,192.73171997070312,43835767.0,8391048.0,5.49,95.19,86.45,787975.0,0.0,692593777.0,,6871413964.0,,,,,12.5,37.35,18.17,13.52,0.02,142.0,12312.0,0.67,3.0,5.0,16.0
+appt_us8_td8_b1,0,"void cuntt::<unnamed>::appt_pipeline_kernel<unsigned long,",160,256,2158.272,75.3133544921875,126.39312744140625,10981211.0,2097793.0,10.91,96.63,81.67,453858.0,0.0,256730817.0,,2509454187.0,,,,,25.0,39.44,17.28,8.97,0.06,125.0,28728.0,1.0,2.0,2.0,8.0
+appt_us8_td8_b4,0,"void cuntt::<unnamed>::appt_pipeline_kernel<unsigned long,",160,256,8053.024,315.12261962890625,523.9512634277344,43650416.0,8389621.0,12.16,96.46,81.29,1758250.0,0.0,1008923480.0,,9659837388.0,,,,,25.0,35.97,18.06,9.43,0.07,125.0,28728.0,1.0,2.0,2.0,8.0
diff --git a/results/ncu_appt_pipeline_analysis/analysis.csv b/results/ncu_appt_pipeline_analysis/analysis.csv
new file mode 100644
index 0000000..ecd4cf3
--- /dev/null
+++ b/results/ncu_appt_pipeline_analysis/analysis.csv
@@ -0,0 +1,7 @@
+implementation,batch1_us,batch4_us,fixed_us,steady_us_per_transform,fixed_share_batch1_pct,fixed_share_batch4_pct,global_load_sector_ratio_b1,global_store_sector_ratio_b1,warp_instruction_ratio_b1,integer_instruction_ratio_b1,dram_peak_pct_b1,active_warps_pct_b1,barrier_stall_pct_b1,wait_stall_pct_b1,long_scoreboard_stall_pct_b1,registers_per_thread,shared_mem_bytes,waves_per_sm
+barrier,157.952,541.248,30.186666666666653,127.76533333333334,19.111291193949207,5.577233849670881,1.0,1.0,1.0,1.0,34.56,22.94,15.45,14.42,38.05,48.0,32800.0,1.0
+resident-10+10,230.272,614.912,102.05866666666665,128.21333333333334,44.32091902909023,16.597280044407434,1.003884366173783,1.0000057220458984,1.2632321388483623,1.0355224604953421,24.07,23.34,2.77,15.17,21.55,48.0,32816.0,1.0
+APPT Us8 role1,2158.272,8053.024,193.3546666666664,1964.9173333333335,8.95877195583626,2.401019376903215,3.6488489782355873,4.001222610473633,13.557737224924379,5.266303182632328,10.91,25.0,39.44,17.28,8.97,125.0,28728.0,1.0
+APPT Us8 role2,2990.272,11310.656,216.81066666666584,2773.461333333334,7.25053328482044,1.9168708399111938,3.665416514371158,4.000448226928711,9.28683508456409,3.6648659057630777,4.86,12.5,39.75,17.53,13.65,142.0,12312.0,0.67
+APPT Us7 role2 rep2 group2,654.24,2252.928,121.34400000000005,532.896,18.54732208363904,5.38605761036305,3.5409955142050173,4.005596160888672,3.8817200110413377,2.063046482841664,24.43,25.0,23.31,18.23,30.88,116.0,24600.0,1.0
+APPT online folds,674.048,2023.904,224.096,449.952,33.246296999620206,11.072461934953436,3.1431460375477656,4.500049591064453,1.7284325171097699,0.912527356893127,11.93,18.34,30.43,10.08,33.94,80.0,33024.0,1.0
diff --git a/results/ncu_appt_pipeline_analysis/analysis.md b/results/ncu_appt_pipeline_analysis/analysis.md
new file mode 100644
index 0000000..7647568
--- /dev/null
+++ b/results/ncu_appt_pipeline_analysis/analysis.md
@@ -0,0 +1,37 @@
+# APPT Pipeline NCU Attribution
+
+Matched Tesla V100 captures, uint64 `logN=20`. NCU reports one cooperative kernel for every implementation; the APPT backend does not use the CUDA Graph API.
+
+## Fixed-Cost Fit
+
+The two-point model is `T(batch)=T_fixed+batch*T_steady`. It includes cooperative admission and pipeline fill/drain in the fixed term; it does not misclassify repeated in-kernel handoffs as launch cost.
+
+| implementation | batch 1 us | batch 4 us | fixed us | steady us/transform | fixed share b1 | fixed share b4 |
+|:--|---:|---:|---:|---:|---:|---:|
+| barrier | 158.0 | 541.2 | 30.2 | 127.8 | 19.1% | 5.6% |
+| resident-10+10 | 230.3 | 614.9 | 102.1 | 128.2 | 44.3% | 16.6% |
+| APPT Us8 role1 | 2158.3 | 8053.0 | 193.4 | 1964.9 | 9.0% | 2.4% |
+| APPT Us8 role2 | 2990.3 | 11310.7 | 216.8 | 2773.5 | 7.3% | 1.9% |
+| APPT Us7 role2 rep2 group2 | 654.2 | 2252.9 | 121.3 | 532.9 | 18.5% | 5.4% |
+| APPT online folds | 674.0 | 2023.9 | 224.1 | 450.0 | 33.2% | 11.1% |
+
+## Batch-1 Hardware Attribution
+
+Ratios use the v0.6 barrier kernel as 1.0x.
+
+| implementation | load sectors | store sectors | warp inst | integer inst | DRAM peak | active warps | barrier stall | wait stall | long scoreboard | regs | shared B | waves/SM |
+|:--|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| barrier | 1.00x | 1.00x | 1.00x | 1.00x | 34.6% | 22.9% | 15.4% | 14.4% | 38.0% | 48 | 32800 | 1.00 |
+| resident-10+10 | 1.00x | 1.00x | 1.26x | 1.04x | 24.1% | 23.3% | 2.8% | 15.2% | 21.6% | 48 | 32816 | 1.00 |
+| APPT Us8 role1 | 3.65x | 4.00x | 13.56x | 5.27x | 10.9% | 25.0% | 39.4% | 17.3% | 9.0% | 125 | 28728 | 1.00 |
+| APPT Us8 role2 | 3.67x | 4.00x | 9.29x | 3.66x | 4.9% | 12.5% | 39.8% | 17.5% | 13.7% | 142 | 12312 | 0.67 |
+| APPT Us7 role2 rep2 group2 | 3.54x | 4.01x | 3.88x | 2.06x | 24.4% | 25.0% | 23.3% | 18.2% | 30.9% | 116 | 24600 | 1.00 |
+| APPT online folds | 3.14x | 4.50x | 1.73x | 0.91x | 11.9% | 18.3% | 30.4% | 10.1% | 33.9% | 80 | 33024 | 1.00 |
+
+## Conclusion
+
+The online kernel has a `224.1 us` fixed term and a `450.0 us/transform` fitted steady cost. The mature v0.6 resident core needs `128.2 us/transform`, so the remaining steady-state gap is `3.51x`; launch or graph submission changes cannot remove it.
+
+Online cross-fold execution improves the staged APPT steady cost by `1.184x`, but adds `102.8 us` of fill/drain cost. This produces `0.971x` at batch 1 and `1.113x` at batch 4, directly confirming that homogeneous load amortizes the online pipeline.
+
+Relative to staged APPT, online execution reduces warp instructions by `55.5%` and integer instructions by `55.8%`, while registers fall from `116` to `80` per thread. The remaining physical bottleneck is the boundary/output layout: store sectors rise from `4.01x` to `4.50x`, DRAM utilization falls to `11.9%`, and active warps fall to `18.3%`.
diff --git a/results/ncu_appt_static_layout/analysis.md b/results/ncu_appt_static_layout/analysis.md
new file mode 100644
index 0000000..b1c0e20
--- /dev/null
+++ b/results/ncu_appt_static_layout/analysis.md
@@ -0,0 +1,42 @@
+# APPT Static Layout NCU
+
+V100 base-clock replay; sector ratios use the matched v0.6 10+10 kernel.
+
+| bits | batch | contract | fragment | us | load/v0.6 | store/v0.6 | DRAM peak | regs | local sectors |
+|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | natural | 8 | 232.9 | 2.365 | 0.735 | 16.9% | 48 | 0 |
+| 32 | 1 | natural | 16 | 219.1 | 2.365 | 0.751 | 16.7% | 48 | 0 |
+| 32 | 1 | natural | 32 | 230.0 | 2.365 | 0.750 | 15.7% | 48 | 0 |
+| 32 | 1 | static | 8 | 183.1 | 2.295 | 0.500 | 16.2% | 48 | 0 |
+| 32 | 1 | static | 16 | 174.0 | 2.295 | 0.500 | 15.7% | 48 | 0 |
+| 32 | 1 | static | 32 | 176.2 | 2.295 | 0.500 | 15.7% | 48 | 0 |
+| 32 | 4 | natural | 8 | 730.7 | 2.374 | 0.744 | 33.1% | 48 | 0 |
+| 32 | 4 | natural | 16 | 643.3 | 2.374 | 0.739 | 29.4% | 48 | 0 |
+| 32 | 4 | natural | 32 | 675.5 | 2.374 | 0.750 | 34.0% | 48 | 0 |
+| 32 | 4 | static | 8 | 567.2 | 2.304 | 0.500 | 24.4% | 48 | 0 |
+| 32 | 4 | static | 16 | 576.2 | 2.304 | 0.500 | 27.9% | 48 | 0 |
+| 32 | 4 | static | 32 | 581.8 | 2.304 | 0.500 | 28.5% | 48 | 0 |
+| 32 | 16 | natural | 8 | 3948.7 | 2.374 | 0.752 | 58.9% | 48 | 0 |
+| 32 | 16 | natural | 16 | 3647.0 | 2.374 | 0.752 | 55.8% | 48 | 0 |
+| 32 | 16 | natural | 32 | 3555.8 | 2.374 | 0.750 | 61.3% | 48 | 0 |
+| 32 | 16 | static | 8 | 2528.4 | 2.303 | 0.500 | 41.2% | 48 | 0 |
+| 32 | 16 | static | 16 | 2456.5 | 2.303 | 0.500 | 32.2% | 48 | 0 |
+| 32 | 16 | static | 32 | 2686.1 | 2.303 | 0.500 | 43.3% | 48 | 0 |
+| 64 | 1 | natural | 8 | 359.6 | 1.552 | 1.461 | 23.2% | 128 | 0 |
+| 64 | 1 | natural | 16 | 350.3 | 1.552 | 1.500 | 23.8% | 128 | 0 |
+| 64 | 1 | natural | 32 | 369.5 | 1.552 | 1.500 | 22.7% | 128 | 0 |
+| 64 | 1 | static | 8 | 298.3 | 1.466 | 1.000 | 22.6% | 128 | 0 |
+| 64 | 1 | static | 16 | 294.2 | 1.466 | 1.000 | 22.3% | 128 | 0 |
+| 64 | 1 | static | 32 | 295.4 | 1.466 | 1.000 | 22.3% | 128 | 0 |
+| 64 | 4 | natural | 8 | 1162.1 | 1.558 | 1.487 | 36.7% | 128 | 0 |
+| 64 | 4 | natural | 16 | 1123.0 | 1.558 | 1.500 | 35.7% | 128 | 0 |
+| 64 | 4 | natural | 32 | 1134.2 | 1.558 | 1.500 | 35.8% | 128 | 0 |
+| 64 | 4 | static | 8 | 920.8 | 1.471 | 1.000 | 31.7% | 128 | 0 |
+| 64 | 4 | static | 16 | 921.4 | 1.471 | 1.000 | 30.1% | 128 | 0 |
+| 64 | 4 | static | 32 | 927.2 | 1.471 | 1.000 | 31.7% | 128 | 0 |
+| 64 | 16 | natural | 8 | 5838.9 | 1.559 | 1.507 | 50.6% | 128 | 0 |
+| 64 | 16 | natural | 16 | 5693.6 | 1.559 | 1.500 | 50.7% | 128 | 0 |
+| 64 | 16 | natural | 32 | 5804.6 | 1.559 | 1.500 | 51.7% | 128 | 0 |
+| 64 | 16 | static | 8 | 4105.6 | 1.472 | 1.000 | 38.4% | 128 | 0 |
+| 64 | 16 | static | 16 | 4152.7 | 1.472 | 1.000 | 38.9% | 128 | 0 |
+| 64 | 16 | static | 32 | 3654.4 | 1.472 | 1.000 | 31.8% | 128 | 0 |
diff --git a/results/ncu_appt_static_layout/natural_fw16_u32_b1.csv b/results/ncu_appt_static_layout/natural_fw16_u32_b1.csv
new file mode 100644
index 0000000..0b55fbb
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw16_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229611 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229611
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diff --git a/results/ncu_appt_static_layout/natural_fw16_u32_b16.csv b/results/ncu_appt_static_layout/natural_fw16_u32_b16.csv
new file mode 100644
index 0000000..bc80518
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw16_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230057 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230057
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diff --git a/results/ncu_appt_static_layout/natural_fw16_u32_b4.csv b/results/ncu_appt_static_layout/natural_fw16_u32_b4.csv
new file mode 100644
index 0000000..0d45a14
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw16_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229778 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229778
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diff --git a/results/ncu_appt_static_layout/natural_fw16_u64_b1.csv b/results/ncu_appt_static_layout/natural_fw16_u64_b1.csv
new file mode 100644
index 0000000..aa1c1df
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw16_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230269 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230269
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diff --git a/results/ncu_appt_static_layout/natural_fw16_u64_b16.csv b/results/ncu_appt_static_layout/natural_fw16_u64_b16.csv
new file mode 100644
index 0000000..6b975b3
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw16_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230680 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230680
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diff --git a/results/ncu_appt_static_layout/natural_fw16_u64_b4.csv b/results/ncu_appt_static_layout/natural_fw16_u64_b4.csv
new file mode 100644
index 0000000..21dc84d
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw16_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230480 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230480
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diff --git a/results/ncu_appt_static_layout/natural_fw32_u32_b1.csv b/results/ncu_appt_static_layout/natural_fw32_u32_b1.csv
new file mode 100644
index 0000000..5bef5c4
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw32_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229655 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229655
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diff --git a/results/ncu_appt_static_layout/natural_fw32_u32_b16.csv b/results/ncu_appt_static_layout/natural_fw32_u32_b16.csv
new file mode 100644
index 0000000..fb60bb3
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw32_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230130 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230130
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diff --git a/results/ncu_appt_static_layout/natural_fw32_u32_b4.csv b/results/ncu_appt_static_layout/natural_fw32_u32_b4.csv
new file mode 100644
index 0000000..fcda1ab
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw32_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229891 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229891
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diff --git a/results/ncu_appt_static_layout/natural_fw32_u64_b1.csv b/results/ncu_appt_static_layout/natural_fw32_u64_b1.csv
new file mode 100644
index 0000000..d2be85d
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw32_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230318 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230318
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diff --git a/results/ncu_appt_static_layout/natural_fw32_u64_b16.csv b/results/ncu_appt_static_layout/natural_fw32_u64_b16.csv
new file mode 100644
index 0000000..b5368a4
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw32_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230749 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230749
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diff --git a/results/ncu_appt_static_layout/natural_fw32_u64_b4.csv b/results/ncu_appt_static_layout/natural_fw32_u64_b4.csv
new file mode 100644
index 0000000..4321f95
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw32_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230523 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230523
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diff --git a/results/ncu_appt_static_layout/natural_fw8_u32_b1.csv b/results/ncu_appt_static_layout/natural_fw8_u32_b1.csv
new file mode 100644
index 0000000..679782b
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw8_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229552 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229552
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diff --git a/results/ncu_appt_static_layout/natural_fw8_u32_b16.csv b/results/ncu_appt_static_layout/natural_fw8_u32_b16.csv
new file mode 100644
index 0000000..ef872e0
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw8_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229997 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229997
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diff --git a/results/ncu_appt_static_layout/natural_fw8_u32_b4.csv b/results/ncu_appt_static_layout/natural_fw8_u32_b4.csv
new file mode 100644
index 0000000..d44d83d
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw8_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229736 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229736
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diff --git a/results/ncu_appt_static_layout/natural_fw8_u64_b1.csv b/results/ncu_appt_static_layout/natural_fw8_u64_b1.csv
new file mode 100644
index 0000000..5d7ff88
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw8_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230218 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230218
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diff --git a/results/ncu_appt_static_layout/natural_fw8_u64_b16.csv b/results/ncu_appt_static_layout/natural_fw8_u64_b16.csv
new file mode 100644
index 0000000..4452007
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw8_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230607 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230607
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diff --git a/results/ncu_appt_static_layout/natural_fw8_u64_b4.csv b/results/ncu_appt_static_layout/natural_fw8_u64_b4.csv
new file mode 100644
index 0000000..20b85ec
--- /dev/null
+++ b/results/ncu_appt_static_layout/natural_fw8_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230382 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230382
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diff --git a/results/ncu_appt_static_layout/static_fw16_u32_b1.csv b/results/ncu_appt_static_layout/static_fw16_u32_b1.csv
new file mode 100644
index 0000000..65a8513
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw16_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229592 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229592
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diff --git a/results/ncu_appt_static_layout/static_fw16_u32_b16.csv b/results/ncu_appt_static_layout/static_fw16_u32_b16.csv
new file mode 100644
index 0000000..45dd029
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw16_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230036 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230036
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diff --git a/results/ncu_appt_static_layout/static_fw16_u32_b4.csv b/results/ncu_appt_static_layout/static_fw16_u32_b4.csv
new file mode 100644
index 0000000..0bcef3c
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw16_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229755 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229755
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diff --git a/results/ncu_appt_static_layout/static_fw16_u64_b1.csv b/results/ncu_appt_static_layout/static_fw16_u64_b1.csv
new file mode 100644
index 0000000..9985be7
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw16_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230239 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230239
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diff --git a/results/ncu_appt_static_layout/static_fw16_u64_b16.csv b/results/ncu_appt_static_layout/static_fw16_u64_b16.csv
new file mode 100644
index 0000000..47b12ab
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw16_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230630 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230630
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diff --git a/results/ncu_appt_static_layout/static_fw16_u64_b4.csv b/results/ncu_appt_static_layout/static_fw16_u64_b4.csv
new file mode 100644
index 0000000..ea48b4b
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw16_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230452 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230452
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diff --git a/results/ncu_appt_static_layout/static_fw32_u32_b1.csv b/results/ncu_appt_static_layout/static_fw32_u32_b1.csv
new file mode 100644
index 0000000..fe6877c
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw32_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229632 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229632
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diff --git a/results/ncu_appt_static_layout/static_fw32_u32_b16.csv b/results/ncu_appt_static_layout/static_fw32_u32_b16.csv
new file mode 100644
index 0000000..5a154ae
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw32_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230080 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230080
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diff --git a/results/ncu_appt_static_layout/static_fw32_u32_b4.csv b/results/ncu_appt_static_layout/static_fw32_u32_b4.csv
new file mode 100644
index 0000000..451849a
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw32_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229822 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229822
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diff --git a/results/ncu_appt_static_layout/static_fw32_u64_b1.csv b/results/ncu_appt_static_layout/static_fw32_u64_b1.csv
new file mode 100644
index 0000000..438e68f
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw32_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230297 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230297
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diff --git a/results/ncu_appt_static_layout/static_fw32_u64_b16.csv b/results/ncu_appt_static_layout/static_fw32_u64_b16.csv
new file mode 100644
index 0000000..0d9a28c
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw32_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230728 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230728
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diff --git a/results/ncu_appt_static_layout/static_fw32_u64_b4.csv b/results/ncu_appt_static_layout/static_fw32_u64_b4.csv
new file mode 100644
index 0000000..878a60f
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw32_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230500 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230500
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diff --git a/results/ncu_appt_static_layout/static_fw8_u32_b1.csv b/results/ncu_appt_static_layout/static_fw8_u32_b1.csv
new file mode 100644
index 0000000..2163aa9
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw8_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229463 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229463
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diff --git a/results/ncu_appt_static_layout/static_fw8_u32_b16.csv b/results/ncu_appt_static_layout/static_fw8_u32_b16.csv
new file mode 100644
index 0000000..01d4d5a
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw8_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229971 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229971
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diff --git a/results/ncu_appt_static_layout/static_fw8_u32_b4.csv b/results/ncu_appt_static_layout/static_fw8_u32_b4.csv
new file mode 100644
index 0000000..c2fa214
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw8_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229707 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229707
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diff --git a/results/ncu_appt_static_layout/static_fw8_u64_b1.csv b/results/ncu_appt_static_layout/static_fw8_u64_b1.csv
new file mode 100644
index 0000000..5a97722
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw8_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230197 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230197
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diff --git a/results/ncu_appt_static_layout/static_fw8_u64_b16.csv b/results/ncu_appt_static_layout/static_fw8_u64_b16.csv
new file mode 100644
index 0000000..6bb9718
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw8_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230586 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230586
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diff --git a/results/ncu_appt_static_layout/static_fw8_u64_b4.csv b/results/ncu_appt_static_layout/static_fw8_u64_b4.csv
new file mode 100644
index 0000000..49a0d74
--- /dev/null
+++ b/results/ncu_appt_static_layout/static_fw8_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230360 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230360
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+"0","230360","cuntt_bench","127.0.0.1","void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long, (unsigned int)256, (unsigned int)2, (bool)0, (unsigned int)8, (bool)0, (bool)0>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, unsigned int, unsigned int, unsigned int, unsigned long long *, cuntt::<unnamed>::NttStageOperatorT<T1>)","2026-Aug-21 20:54:33","1","7","320","2","0","1","1","0","1","1","0","0","1","320","1,530,000","7","0","0","1","1","1","1","1","0","0","Tesla V100-SXM2-16GB","0","4,096","8","0","1","4,096","1","1","1","0","1","498,143,454","7,601","32,000","16","2","2","8,000","16","161","303,173,854","1","0","0","0","1","320","0","1","6,291,456","64","32","1","1","0","1,024","1,024","64","32","1,530,000","2,147,483,647","65,535","65,535","4","1","877,000","0","2,147,483,647","65,536","65,536","255","49,152","98,304","98,304","1,024","2,048","64","16","2,048","32,768","32,768","65,536","32,768","2,048","32,768","131,072","16,384","16,384","16,384","2,046","32,768","32,768","2,048","32,768","268,435,456","32,768","131,072","32,768","32,768","65,536","32,768","2,048","32,768","65,000","2,097,120","131,072","32,768","32,768","131,072","16,384","32,768","16,384","8,192","16,384","8,192","2,046","32,768","32,768","877,000","1","9","0","0","80","8","4","1","0","0","168","0","0","1","15","0","7","2","1","1","512","0","512","32","65,536","16,928,342,016","1","1","32","197,230,848","68,578,336","31.74","920,768","4,359,846","4,761,421","0.01","17,700,096","2,097,186","0","0","256","1","1","256","1","0","cudaFuncCachePreferNone","127,082,095,293,696","160","1","1","160","32","2","2","8","346","3,088","1,552","128","32,768","98,304","49,152","49,152","0","49,152","0","7","40,960","1","81.12","0","0","0","no data","0","0","0","0","","0","0","0","6","0","0","no data","0","0","0","142,607,744","142,607,744","142,607,744","1,568,685,184","142,607,744","142,607,744","142,607,744","1,568,685,184","11","0","16","25","18.70","69,664,806","4","1,726,337,290","13.56","48.39","1.92","9.97"
diff --git a/results/ncu_appt_static_layout/summary.csv b/results/ncu_appt_static_layout/summary.csv
new file mode 100644
index 0000000..03042d7
--- /dev/null
+++ b/results/ncu_appt_static_layout/summary.csv
@@ -0,0 +1,43 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+natural_fw16_u32_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,3647.0080000000003,1630.1487121582031,192.66802978515625,70778355.0,6311214.0,0.0,0.0,55.76,59.85,0.04,10398712.0,10755596.0,179427180.0,,3885101058.0,,,,,35.41,17.31,3.41,47.77,9.33,48.0,32768.0,1.0,5.0,3.0,8.0
+natural_fw16_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,219.104,20.505889892578125,11.42535400390625,4427666.0,393908.0,0.0,0.0,16.66,90.93,0.1,637664.0,702540.0,12053315.0,,246842319.0,,,,,25.41,28.13,6.9,36.55,2.37,48.0,32768.0,1.0,5.0,3.0,8.0
+natural_fw16_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,643.296,132.88735961914062,48.210723876953125,17697496.0,1550751.0,0.0,0.0,29.36,83.96,0.1,2596723.0,2801720.0,45365982.0,,974798242.0,,,,,31.22,20.13,5.86,40.62,7.36,48.0,32768.0,1.0,5.0,3.0,8.0
+natural_fw16_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,5693.6320000000005,2212.85498046875,384.279052734375,74975488.0,12583058.0,0.0,0.0,50.72,51.25,0.0,17914879.0,18018230.0,308804411.0,,7377652771.0,,,,,18.2,6.64,6.77,61.0,1.58,128.0,49152.0,1.0,2.0,2.0,8.0
+natural_fw16_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,350.336,44.94378662109375,23.55426025390625,4691968.0,786443.0,0.0,0.0,23.8,82.41,0.02,1107834.0,1157083.0,19837641.0,,475695396.0,,,,,15.57,22.43,10.3,41.06,0.27,128.0,49152.0,1.0,2.0,2.0,8.0
+natural_fw16_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,1123.04,247.17840576171875,96.67193603515625,18748672.0,3145766.0,0.0,0.0,35.68,76.48,0.01,4442397.0,4719643.0,77011868.0,,1855811758.0,,,,,17.1,10.48,9.92,50.68,1.31,128.0,49152.0,1.0,2.0,2.0,8.0
+natural_fw32_u32_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,3555.7760000000003,1626.4638366699219,192.00079345703125,70778244.0,6291470.0,0.0,0.0,61.31,65.54,0.0,9827781.0,10765496.0,178532916.0,,3868252967.0,,,,,34.25,17.9,3.82,45.27,8.08,48.0,32768.0,1.0,5.0,3.0,8.0
+natural_fw32_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,229.984,20.290679931640625,11.1568603515625,4427899.0,393220.0,0.0,0.0,15.74,91.02,0.03,604036.0,699960.0,11855173.0,,245699060.0,,,,,25.01,28.8,7.04,36.48,2.69,48.0,32768.0,1.0,5.0,3.0,8.0
+natural_fw32_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,675.52,154.83633422851562,47.973785400390625,17697294.0,1572869.0,0.0,0.0,33.95,84.32,0.01,2447573.0,2793676.0,45285892.0,,970658072.0,,,,,30.51,21.61,5.68,38.55,6.16,48.0,32768.0,1.0,5.0,3.0,8.0
+natural_fw32_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,5804.64,2272.1679077148438,384.1354064941406,74975488.0,12583050.0,0.0,0.0,51.69,50.07,0.0,17860009.0,17984501.0,302653625.0,,7354568900.0,,,,,16.98,7.59,7.36,59.92,1.64,128.0,49152.0,1.0,2.0,2.0,8.0
+natural_fw32_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,369.504,44.949462890625,23.565521240234375,4691968.0,786443.0,0.0,0.0,22.66,82.46,0.02,1105564.0,1159256.0,19387008.0,,473891320.0,,,,,14.41,23.87,10.54,40.82,0.29,128.0,49152.0,1.0,2.0,2.0,8.0
+natural_fw32_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,1134.24,246.98477172851562,96.07366943359375,18748672.0,3145764.0,0.0,0.0,35.79,77.02,0.01,4448506.0,4757294.0,75825982.0,,1849878651.0,,,,,16.16,10.79,9.82,51.22,1.28,128.0,49152.0,1.0,2.0,2.0,8.0
+natural_fw8_u32_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,3948.704,1816.1324768066406,193.01333618164062,70778244.0,6311487.0,0.0,0.0,58.87,58.1,0.09,10388559.0,10606689.0,180931082.0,,3918500112.0,,,,,35.27,17.35,3.41,49.03,9.54,48.0,32768.0,1.0,5.0,3.0,8.0
+natural_fw8_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,232.928,20.87542724609375,11.4561767578125,4427666.0,385337.0,0.0,0.0,16.9,90.97,0.46,638359.0,709659.0,12217490.0,,248914225.0,,,,,25.17,27.81,7.02,36.84,2.33,48.0,32768.0,1.0,5.0,3.0,8.0
+natural_fw8_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,730.6560000000001,152.48257446289062,49.821014404296875,17697294.0,1560004.0,0.0,0.0,33.11,84.11,0.19,2585387.0,2815452.0,45603910.0,,983104110.0,,,,,30.73,23.08,6.15,42.51,7.46,48.0,32768.0,1.0,5.0,3.0,8.0
+natural_fw8_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,5838.88,2281.5509643554688,385.4803161621094,74975488.0,12641146.0,0.0,0.0,50.62,49.9,0.08,19140588.0,17894270.0,310015982.0,,7407768237.0,,,,,18.19,6.7,6.78,61.29,1.57,128.0,49152.0,1.0,2.0,2.0,8.0
+natural_fw8_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,359.616,45.285491943359375,23.793701171875,4691968.0,765830.0,0.0,0.0,23.18,82.37,1.15,1193220.0,1151878.0,19980135.0,,477625755.0,,,,,15.55,22.18,10.36,41.0,0.27,128.0,49152.0,1.0,2.0,2.0,8.0
+natural_fw8_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,1162.112,259.11712646484375,97.2574462890625,18748672.0,3119220.0,0.0,0.0,36.68,76.22,0.08,4744986.0,4687064.0,77486668.0,,1863445735.0,,,,,17.11,10.26,9.95,50.76,1.24,128.0,49152.0,1.0,2.0,2.0,8.0
+static_fw16_u32_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,2456.512,748.1760559082031,129.82083129882812,68681552.0,4194310.0,0.0,0.0,32.16,64.13,0.0,9687675.0,11514481.0,155331412.0,,3357536048.0,,,,,33.21,25.25,4.9,38.85,8.2,48.0,32768.0,1.0,5.0,3.0,8.0
+static_fw16_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,173.984,16.739532470703125,8.0172119140625,4297008.0,262147.0,0.0,0.0,15.72,92.71,0.04,598697.0,686746.0,9970993.0,,212570936.0,,,,,24.9,33.19,6.84,33.54,3.22,48.0,32768.0,1.0,5.0,3.0,8.0
+static_fw16_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,576.224,100.34921264648438,34.522705078125,17174064.0,1048579.0,0.0,0.0,27.85,89.83,0.01,2415137.0,2986302.0,38661598.0,,841986908.0,,,,,29.67,20.65,6.66,40.39,9.08,48.0,32768.0,1.0,5.0,3.0,8.0
+static_fw16_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,4152.6720000000005,1418.5361328125,258.5699157714844,70781184.0,8388738.0,0.0,0.0,38.93,56.25,0.0,17628589.0,18460726.0,277671750.0,,6853017637.0,,,,,19.85,8.1,7.59,57.25,2.45,128.0,49152.0,1.0,2.0,2.0,8.0
+static_fw16_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,294.176,39.29608154296875,16.100311279296875,4430448.0,524298.0,0.0,0.0,22.29,84.5,0.03,1088195.0,1152496.0,17647904.0,,443566765.0,,,,,15.75,28.25,10.21,40.06,0.45,128.0,49152.0,1.0,2.0,2.0,8.0
+static_fw16_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,921.376,185.9598388671875,65.14901733398438,17700096.0,2097186.0,0.0,0.0,30.07,76.32,0.01,4368085.0,4758552.0,69669644.0,,1726580231.0,,,,,18.59,13.54,9.95,48.71,1.96,128.0,49152.0,1.0,2.0,2.0,8.0
+static_fw32_u32_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,2686.08,990.5612487792969,130.66729736328125,68681552.0,4194310.0,0.0,0.0,43.33,68.94,0.0,9689816.0,11341434.0,154910359.0,,3357518462.0,,,,,34.04,22.57,4.2,41.61,8.96,48.0,32768.0,1.0,5.0,3.0,8.0
+static_fw32_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,176.224,16.519744873046875,8.11102294921875,4297008.0,262147.0,0.0,0.0,15.69,92.9,0.04,598479.0,724459.0,9971623.0,,212572150.0,,,,,24.77,33.5,6.93,33.39,3.45,48.0,32768.0,1.0,5.0,3.0,8.0
+static_fw32_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,581.824,110.05374145507812,34.53509521484375,17174064.0,1048579.0,0.0,0.0,28.51,88.72,0.01,2419062.0,2954181.0,38655706.0,,841941353.0,,,,,30.1,19.49,6.46,39.14,10.13,48.0,32768.0,1.0,5.0,3.0,8.0
+static_fw32_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,3654.4320000000002,1086.7921142578125,258.4517517089844,70781184.0,8388738.0,0.0,0.0,31.8,58.4,0.0,17618949.0,18745444.0,277679596.0,,6852959936.0,,,,,19.73,7.21,7.75,56.97,2.48,128.0,49152.0,1.0,2.0,2.0,8.0
+static_fw32_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,295.424,39.3905029296875,16.072998046875,4430448.0,524298.0,0.0,0.0,22.32,84.44,0.03,1087341.0,1152854.0,17647840.0,,443523355.0,,,,,15.77,28.5,10.28,39.97,0.44,128.0,49152.0,1.0,2.0,2.0,8.0
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+v06_u64_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,228.032,30.891998291015625,16.43927001953125,3022912.0,524291.0,0.0,1024.0,24.13,51.82,51.04,1271386.0,1966716.0,23843864.0,,493649556.0,,,,,23.53,2.74,15.09,21.71,0.39,48.0,32816.0,1.0,5.0,2.0,8.0
+v06_u64_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,604.224,127.80203247070312,64.75668334960938,12030275.0,2097155.0,0.0,4096.0,36.67,48.96,51.97,5083447.0,7866439.0,82261224.0,,1935216810.0,,,,,24.38,3.45,15.62,32.57,0.52,48.0,32816.0,1.0,5.0,2.0,8.0
diff --git a/results/ncu_appt_static_layout/v06_u32_b1.csv b/results/ncu_appt_static_layout/v06_u32_b1.csv
new file mode 100644
index 0000000..7410eb5
--- /dev/null
+++ b/results/ncu_appt_static_layout/v06_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229442 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229442
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diff --git a/results/ncu_appt_static_layout/v06_u32_b16.csv b/results/ncu_appt_static_layout/v06_u32_b16.csv
new file mode 100644
index 0000000..a4e369e
--- /dev/null
+++ b/results/ncu_appt_static_layout/v06_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229924 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229924
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diff --git a/results/ncu_appt_static_layout/v06_u32_b4.csv b/results/ncu_appt_static_layout/v06_u32_b4.csv
new file mode 100644
index 0000000..e7be3f5
--- /dev/null
+++ b/results/ncu_appt_static_layout/v06_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 229674 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 229674
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diff --git a/results/ncu_appt_static_layout/v06_u64_b1.csv b/results/ncu_appt_static_layout/v06_u64_b1.csv
new file mode 100644
index 0000000..9f9d8e6
--- /dev/null
+++ b/results/ncu_appt_static_layout/v06_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230176 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230176
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diff --git a/results/ncu_appt_static_layout/v06_u64_b16.csv b/results/ncu_appt_static_layout/v06_u64_b16.csv
new file mode 100644
index 0000000..6020893
--- /dev/null
+++ b/results/ncu_appt_static_layout/v06_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230547 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230547
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diff --git a/results/ncu_appt_static_layout/v06_u64_b4.csv b/results/ncu_appt_static_layout/v06_u64_b4.csv
new file mode 100644
index 0000000..9dea996
--- /dev/null
+++ b/results/ncu_appt_static_layout/v06_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 230337 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 230337
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diff --git a/results/ncu_appt_tail_coeff_cache/analysis.csv b/results/ncu_appt_tail_coeff_cache/analysis.csv
new file mode 100644
index 0000000..ded1db3
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/analysis.csv
@@ -0,0 +1,21 @@
+word_bits,batch,physical_core,time_us,throughput_vs_v06,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,active_warps_pct,barrier_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,dram_peak_pct,l1_hit_pct,l2_hit_pct,shared_load_conflicts,shared_store_conflicts,registers_per_thread,shared_bytes_per_block
+32,1,warp,312.64,0.48065506653019446,20.29193115234375,13.600311279296875,8767341.0,2228250.0,0.0,0.0,25.32,52.42,20.22,0.37,13.42,44.24,92.84,125707.0,0.0,72.0,16512.0
+32,1,cta-radix4,310.016,0.48472336911643266,20.238525390625,13.5224609375,5850325.0,2228090.0,0.0,0.0,22.7,43.13,25.89,0.93,12.88,25.84,92.97,951868.0,622592.0,32.0,16512.0
+32,1,fused-tail,301.952,0.4976685036032217,17.907501220703125,8.77166748046875,5674709.0,1179658.0,0.0,0.0,17.3,25.3,38.24,1.13,10.82,34.29,92.92,758855.0,633235.0,32.0,33024.0
+32,1,split-tail,306.88,0.48967674661105315,23.799102783203125,11.5513916015625,7213820.0,1732723.0,0.0,0.0,22.71,39.8,34.16,0.47,13.41,31.09,93.38,661960.0,589824.0,32.0,16512.0
+32,1,register-tail,235.328,0.6385640467772641,17.49896240234375,8.331085205078125,5316345.0,1179651.0,0.0,0.0,23.79,29.13,34.79,2.48,12.93,14.44,94.32,648976.0,712010.0,48.0,32768.0
+32,4,warp,875.616,0.39012535175236634,122.53591918945312,57.807220458984375,34964190.0,8912994.0,0.0,0.0,27.15,27.08,30.43,1.29,23.74,43.29,89.68,306786.0,0.0,72.0,16512.0
+32,4,cta-radix4,941.376,0.3628730709089673,114.85855102539062,58.871978759765625,23327335.0,8913053.0,0.0,0.0,26.65,26.2,33.42,2.74,21.16,24.94,90.07,3495398.0,2490368.0,32.0,16512.0
+32,4,fused-tail,872.224,0.3916425138496533,82.36715698242188,38.688995361328125,22753235.0,4718626.0,0.0,0.0,24.28,30.2,29.13,2.92,16.17,33.08,91.48,2754146.0,2517060.0,32.0,33024.0
+32,4,split-tail,1024.64,0.33338538413491564,220.39920043945312,70.29437255859375,28790163.0,6841900.0,0.0,0.0,27.1,17.56,40.74,2.82,35.01,30.12,89.01,2617513.0,2359296.0,32.0,16512.0
+32,4,register-tail,730.048,0.46791443850267384,107.6199951171875,46.723785400390625,21274364.0,4718595.0,0.0,0.0,28.3,16.39,39.45,7.44,24.28,14.18,89.21,2543746.0,2900803.0,48.0,32768.0
+64,1,warp,669.888,0.33877901977644026,42.56756591796875,25.956298828125,9463055.0,2359322.0,0.0,0.0,18.34,30.6,34.33,1.07,12.04,37.47,87.43,136680.0,14.0,80.0,33024.0
+64,1,cta-radix4,445.536,0.5093729799612153,50.09539794921875,25.293975830078125,6358226.0,2359322.0,0.0,0.0,19.79,46.17,25.96,0.49,19.8,23.9,84.26,1676244.0,1179696.0,40.0,33024.0
+64,1,fused-tail,479.872,0.47292611363030146,42.47723388671875,16.892242431640625,6064209.0,1310730.0,0.0,0.0,12.48,26.83,31.92,0.53,14.65,35.38,82.89,1426878.0,1190247.0,42.0,66048.0
+64,1,split-tail,410.848,0.5523794688059818,58.3538818359375,21.5213623046875,7607668.0,1833199.0,0.0,0.0,20.68,42.32,30.02,0.28,22.77,32.11,83.94,1198798.0,1055642.0,48.0,33024.0
+64,1,register-tail,336.192,0.6750428326670475,40.4439697265625,16.7591552734375,5452400.0,1310730.0,0.0,0.0,15.28,25.81,41.28,0.39,20.51,14.57,86.53,1118376.0,1158045.0,126.0,49152.0
+64,4,warp,1880.448,0.32545435981212983,242.2578125,108.13897705078125,37851434.0,9437282.0,0.0,0.0,22.17,20.34,39.7,2.09,21.02,36.29,83.11,746923.0,408.0,80.0,33024.0
+64,4,cta-radix4,1399.1680000000001,0.437402799377916,280.85150146484375,115.96798706054688,25434847.0,9437282.0,0.0,0.0,22.35,28.42,35.52,1.47,33.72,23.1,79.55,6462597.0,4719898.0,40.0,33024.0
+64,4,fused-tail,1306.24,0.4685203331700147,202.65423583984375,69.76168823242188,24256594.0,5242914.0,0.0,0.0,12.49,14.77,38.56,0.69,24.44,35.65,79.82,5817346.0,4753806.0,42.0,66048.0
+64,4,split-tail,1367.392,0.44756733987035174,266.4215087890625,83.28451538085938,30437713.0,7370964.0,0.0,0.0,23.05,39.03,31.1,0.49,29.55,32.21,82.28,4675340.0,4222606.0,48.0,33024.0
+64,4,register-tail,1050.016,0.5828482613598268,193.20965576171875,68.78799438476562,21801264.0,5242914.0,0.0,0.0,17.87,12.5,47.65,1.97,29.17,14.3,83.92,4478366.0,4723707.0,126.0,49152.0
diff --git a/results/ncu_appt_tail_coeff_cache/analysis.md b/results/ncu_appt_tail_coeff_cache/analysis.md
new file mode 100644
index 0000000..0fcfb96
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/analysis.md
@@ -0,0 +1,38 @@
+# APPT Tail-Core NCU Attribution
+
+Matched V100 base-clock replay; throughput is relative to v0.6 10+10.
+
+| bits | batch | core | time us | throughput/v0.6 | DRAM R/W MiB | global sectors R/W | local sectors R/W | active warps | barrier | scoreboard | MIO throttle | registers | shared B |
+|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | `warp` | 312.6 | 0.481x | 20.3/13.6 | 8767341/2228250 | 0/0 | 25.3% | 52.4% | 20.2% | 0.4% | 72 | 16512 |
+| 32 | 1 | `cta-radix4` | 310.0 | 0.485x | 20.2/13.5 | 5850325/2228090 | 0/0 | 22.7% | 43.1% | 25.9% | 0.9% | 32 | 16512 |
+| 32 | 1 | `fused-tail` | 302.0 | 0.498x | 17.9/8.8 | 5674709/1179658 | 0/0 | 17.3% | 25.3% | 38.2% | 1.1% | 32 | 33024 |
+| 32 | 1 | `split-tail` | 306.9 | 0.490x | 23.8/11.6 | 7213820/1732723 | 0/0 | 22.7% | 39.8% | 34.2% | 0.5% | 32 | 16512 |
+| 32 | 1 | `register-tail` | 235.3 | 0.639x | 17.5/8.3 | 5316345/1179651 | 0/0 | 23.8% | 29.1% | 34.8% | 2.5% | 48 | 32768 |
+| 32 | 4 | `warp` | 875.6 | 0.390x | 122.5/57.8 | 34964190/8912994 | 0/0 | 27.1% | 27.1% | 30.4% | 1.3% | 72 | 16512 |
+| 32 | 4 | `cta-radix4` | 941.4 | 0.363x | 114.9/58.9 | 23327335/8913053 | 0/0 | 26.6% | 26.2% | 33.4% | 2.7% | 32 | 16512 |
+| 32 | 4 | `fused-tail` | 872.2 | 0.392x | 82.4/38.7 | 22753235/4718626 | 0/0 | 24.3% | 30.2% | 29.1% | 2.9% | 32 | 33024 |
+| 32 | 4 | `split-tail` | 1024.6 | 0.333x | 220.4/70.3 | 28790163/6841900 | 0/0 | 27.1% | 17.6% | 40.7% | 2.8% | 32 | 16512 |
+| 32 | 4 | `register-tail` | 730.0 | 0.468x | 107.6/46.7 | 21274364/4718595 | 0/0 | 28.3% | 16.4% | 39.5% | 7.4% | 48 | 32768 |
+| 64 | 1 | `warp` | 669.9 | 0.339x | 42.6/26.0 | 9463055/2359322 | 0/0 | 18.3% | 30.6% | 34.3% | 1.1% | 80 | 33024 |
+| 64 | 1 | `cta-radix4` | 445.5 | 0.509x | 50.1/25.3 | 6358226/2359322 | 0/0 | 19.8% | 46.2% | 26.0% | 0.5% | 40 | 33024 |
+| 64 | 1 | `fused-tail` | 479.9 | 0.473x | 42.5/16.9 | 6064209/1310730 | 0/0 | 12.5% | 26.8% | 31.9% | 0.5% | 42 | 66048 |
+| 64 | 1 | `split-tail` | 410.8 | 0.552x | 58.4/21.5 | 7607668/1833199 | 0/0 | 20.7% | 42.3% | 30.0% | 0.3% | 48 | 33024 |
+| 64 | 1 | `register-tail` | 336.2 | 0.675x | 40.4/16.8 | 5452400/1310730 | 0/0 | 15.3% | 25.8% | 41.3% | 0.4% | 126 | 49152 |
+| 64 | 4 | `warp` | 1880.4 | 0.325x | 242.3/108.1 | 37851434/9437282 | 0/0 | 22.2% | 20.3% | 39.7% | 2.1% | 80 | 33024 |
+| 64 | 4 | `cta-radix4` | 1399.2 | 0.437x | 280.9/116.0 | 25434847/9437282 | 0/0 | 22.4% | 28.4% | 35.5% | 1.5% | 40 | 33024 |
+| 64 | 4 | `fused-tail` | 1306.2 | 0.469x | 202.7/69.8 | 24256594/5242914 | 0/0 | 12.5% | 14.8% | 38.6% | 0.7% | 42 | 66048 |
+| 64 | 4 | `split-tail` | 1367.4 | 0.448x | 266.4/83.3 | 30437713/7370964 | 0/0 | 23.1% | 39.0% | 31.1% | 0.5% | 48 | 33024 |
+| 64 | 4 | `register-tail` | 1050.0 | 0.583x | 193.2/68.8 | 21801264/5242914 | 0/0 | 17.9% | 12.5% | 47.6% | 2.0% | 126 | 49152 |
+
+## Findings
+
+1. Register-tail removes the second N-sized state without adding arithmetic work. Its warp-instruction ratio is 0.67x--0.84x v0.6 and its integer-thread ratio is 0.77x--0.87x.
+2. Zero local load/store sectors confirm that the retained low half does not spill. The 48/126-register uint32/uint64 kernels remain limited by the requested 3/2 CTA shared-memory residency.
+3. The remaining request traffic is much larger than the materialized data volume. Register-tail global-load sectors are 1.81x--2.85x v0.6 and store sectors are 2.25x--2.50x. DRAM writes remain close to the one-state floor at batch 1, so this is primarily L1/L2 request and transaction overhead rather than an extra global state.
+4. Register-tail L1 hit rate is only 14.2%--14.6%, while its L2 hit rate is 83.9%--94.3%. Together with 34.8%--47.6% long-scoreboard stall, this identifies repeated L2-served dependency/coefficient/state loads as the critical path.
+5. Active-warps samples reach only 0.57x--0.73x v0.6. Barrier stall remains 12.5%--29.1%, so the fused tail is not work-conserving even though its logical graph is dependency closed.
+6. Readiness polling is consistent with the latency counters, but this capture alone does not isolate its contribution. Use --ablation-baseline with a matched distributed-flag capture to quantify it.
+7. Achieved DRAM throughput is 12.9%--24.3% of peak for uint32 and 20.5%--29.2% for uint64. The kernel is latency/request limited, not bandwidth saturated.
+
+Stall percentages are scheduler-state samples and must not be summed as time fractions.
diff --git a/results/ncu_appt_tail_coeff_cache/comparison.md b/results/ncu_appt_tail_coeff_cache/comparison.md
new file mode 100644
index 0000000..048fade
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/comparison.md
@@ -0,0 +1,18 @@
+# APPT Coefficient-Tree Cache Attribution
+
+Matched V100 base-clock NCU replay. The baseline is the selected readiness-policy capture; the after capture adds CTA-local coefficient reuse for the producer and low tail and uses the corresponding role weights.
+
+| bits | batch | before us | cached us | speedup | load sectors change | store sectors change | warp instructions change | integer instructions change |
+|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | 244.5 | 235.3 | 1.039x | -20.53% | +0.00% | -1.96% | -4.23% |
+| 32 | 4 | 792.1 | 730.0 | 1.085x | -20.55% | +0.00% | -3.34% | -4.41% |
+| 64 | 1 | 349.5 | 336.2 | 1.040x | -23.06% | +0.00% | -1.29% | -2.28% |
+| 64 | 4 | 1113.1 | 1050.0 | 1.060x | -23.21% | +0.00% | -1.34% | -2.16% |
+
+The cache removes repeated coefficient requests rather than a materialized state: global-load sectors fall by 20.5%--23.2% and replay time falls by 3.8%--7.8%, while store sectors are unchanged.
+
+The L1 hit-rate percentage falls from 27.6%--30.9% to 14.2%--14.6% because the removed requests were the repeatedly reused, L1-friendly part of the stream. The remaining state, readiness, and final coefficient accesses have poorer L1 locality and remain mostly L2-served.
+
+The residual register-tail traffic is 1.81x--2.85x the v0.6 load sectors and 2.25x--2.50x the store sectors. For uint32 the store count is approximately N+N/8 sectors; for uint64 it is N+N/4. The state1 write is coalesced, but one fixed-c tail task writes natural-order values at 128-element strides. Removing that sector term requires a multi-c tail microgroup, not another readiness change.
+
+The current source additionally preserves the same coefficient tree across the low and high tail halves. That later change is validated by CUDA-event timing and correctness but is not included in this NCU capture.
diff --git a/results/ncu_appt_tail_coeff_cache/cta-radix4_u32_b1.csv b/results/ncu_appt_tail_coeff_cache/cta-radix4_u32_b1.csv
new file mode 100644
index 0000000..5b53c18
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/cta-radix4_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166565 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166565
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diff --git a/results/ncu_appt_tail_coeff_cache/cta-radix4_u32_b4.csv b/results/ncu_appt_tail_coeff_cache/cta-radix4_u32_b4.csv
new file mode 100644
index 0000000..675e6f0
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/cta-radix4_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166740 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166740
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diff --git a/results/ncu_appt_tail_coeff_cache/cta-radix4_u64_b1.csv b/results/ncu_appt_tail_coeff_cache/cta-radix4_u64_b1.csv
new file mode 100644
index 0000000..8bd8e49
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/cta-radix4_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166924 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166924
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diff --git a/results/ncu_appt_tail_coeff_cache/cta-radix4_u64_b4.csv b/results/ncu_appt_tail_coeff_cache/cta-radix4_u64_b4.csv
new file mode 100644
index 0000000..3096474
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/cta-radix4_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 167094 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 167094
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diff --git a/results/ncu_appt_tail_coeff_cache/fused-tail_u32_b1.csv b/results/ncu_appt_tail_coeff_cache/fused-tail_u32_b1.csv
new file mode 100644
index 0000000..b0ff303
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/fused-tail_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166601 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166601
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diff --git a/results/ncu_appt_tail_coeff_cache/fused-tail_u32_b4.csv b/results/ncu_appt_tail_coeff_cache/fused-tail_u32_b4.csv
new file mode 100644
index 0000000..ab9632c
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/fused-tail_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166773 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166773
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diff --git a/results/ncu_appt_tail_coeff_cache/fused-tail_u64_b1.csv b/results/ncu_appt_tail_coeff_cache/fused-tail_u64_b1.csv
new file mode 100644
index 0000000..1b81678
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/fused-tail_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166947 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166947
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diff --git a/results/ncu_appt_tail_coeff_cache/fused-tail_u64_b4.csv b/results/ncu_appt_tail_coeff_cache/fused-tail_u64_b4.csv
new file mode 100644
index 0000000..315b89f
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/fused-tail_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 167118 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 167118
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diff --git a/results/ncu_appt_tail_coeff_cache/register-tail_u32_b1.csv b/results/ncu_appt_tail_coeff_cache/register-tail_u32_b1.csv
new file mode 100644
index 0000000..4ec61df
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/register-tail_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166643 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166643
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diff --git a/results/ncu_appt_tail_coeff_cache/register-tail_u32_b4.csv b/results/ncu_appt_tail_coeff_cache/register-tail_u32_b4.csv
new file mode 100644
index 0000000..3313021
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/register-tail_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166828 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166828
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diff --git a/results/ncu_appt_tail_coeff_cache/register-tail_u64_b1.csv b/results/ncu_appt_tail_coeff_cache/register-tail_u64_b1.csv
new file mode 100644
index 0000000..08a8d03
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/register-tail_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166998 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166998
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diff --git a/results/ncu_appt_tail_coeff_cache/register-tail_u64_b4.csv b/results/ncu_appt_tail_coeff_cache/register-tail_u64_b4.csv
new file mode 100644
index 0000000..a841b61
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/register-tail_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 167179 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 167179
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diff --git a/results/ncu_appt_tail_coeff_cache/split-tail_u32_b1.csv b/results/ncu_appt_tail_coeff_cache/split-tail_u32_b1.csv
new file mode 100644
index 0000000..098e987
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/split-tail_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166620 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166620
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diff --git a/results/ncu_appt_tail_coeff_cache/split-tail_u32_b4.csv b/results/ncu_appt_tail_coeff_cache/split-tail_u32_b4.csv
new file mode 100644
index 0000000..2044a9c
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/split-tail_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166796 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166796
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diff --git a/results/ncu_appt_tail_coeff_cache/split-tail_u64_b1.csv b/results/ncu_appt_tail_coeff_cache/split-tail_u64_b1.csv
new file mode 100644
index 0000000..4eb6479
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/split-tail_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166966 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166966
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diff --git a/results/ncu_appt_tail_coeff_cache/split-tail_u64_b4.csv b/results/ncu_appt_tail_coeff_cache/split-tail_u64_b4.csv
new file mode 100644
index 0000000..eb2e05f
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/split-tail_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 167150 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 167150
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+"0","167150","cuntt_bench","127.0.0.1","void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned long>(const T1 *, T1 *, T1 *, T1 *, unsigned int *, unsigned int *, unsigned long, unsigned int, unsigned int, unsigned long long *, cuntt::<unnamed>::NttStageOperatorT<T1>)","2026-Aug-21 19:22:05","1","7","320","2","0","1","1","0","1","1","0","0","1","320","1,530,000","7","0","0","1","1","1","1","1","0","0","Tesla V100-SXM2-16GB","0","4,096","8","0","1","4,096","1","1","1","0","1","498,143,454","7,601","32,000","16","2","2","8,000","16","161","303,173,854","1","0","0","0","1","320","0","1","6,291,456","64","32","1","1","0","1,024","1,024","64","32","1,530,000","2,147,483,647","65,535","65,535","4","1","877,000","0","2,147,483,647","65,536","65,536","255","49,152","98,304","98,304","1,024","2,048","64","16","2,048","32,768","32,768","65,536","32,768","2,048","32,768","131,072","16,384","16,384","16,384","2,046","32,768","32,768","2,048","32,768","268,435,456","32,768","131,072","32,768","32,768","65,536","32,768","2,048","32,768","65,000","2,097,120","131,072","32,768","32,768","131,072","16,384","32,768","16,384","8,192","16,384","8,192","2,046","32,768","32,768","877,000","1","9","0","0","80","8","4","1","0","0","168","0","0","1","15","0","7","2","1","1","512","0","512","32","65,536","16,928,342,016","1","1","32","279,363,200","87,330,144","29.55","1,367,392","4,675,340","4,222,606","32.21","30,437,713","7,370,964","0","0","256","1","1","256","1","0","cudaFuncCachePreferNone","124,308,553,053,440","160","1","1","160","32","5","2","8","1,478","3,088","2,776","48","12,288","98,304","33,024","33,024","0","33,024","0","7","40,960","1","82.28","0","0","0","no data","0","0","0","0","","0","0","0","6","0","0","no data","0","0","0","159,387,008","159,387,008","159,387,008","1,753,257,088","159,387,008","159,387,008","159,387,008","1,753,257,088","11","0","16","25","23.05","73,410,157","4","1,829,419,743","39.03","31.10","0.49","6.13"
diff --git a/results/ncu_appt_tail_coeff_cache/summary.csv b/results/ncu_appt_tail_coeff_cache/summary.csv
new file mode 100644
index 0000000..14f972e
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/summary.csv
@@ -0,0 +1,25 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+cta-radix4_u32_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned int,",240,256,310.016,20.238525390625,13.5224609375,5850325.0,2228090.0,0.0,0.0,12.88,92.97,25.84,951868.0,622592.0,11739018.0,,250168313.0,,,,,22.7,43.13,6.05,25.89,0.93,32.0,16512.0,0.6,8.0,5.0,8.0
+cta-radix4_u32_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned int,",240,256,941.376,114.85855102539062,58.871978759765625,23327335.0,8913053.0,0.0,0.0,21.16,90.07,24.94,3495398.0,2490368.0,45250608.0,,992881318.0,,,,,26.65,26.2,6.05,33.42,2.74,32.0,16512.0,0.6,8.0,5.0,8.0
+cta-radix4_u64_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,445.536,50.09539794921875,25.293975830078125,6358226.0,2359322.0,0.0,0.0,19.8,84.26,23.9,1676244.0,1179696.0,19798489.0,,470003244.0,,,,,19.79,46.17,6.94,25.96,0.49,40.0,33024.0,1.0,6.0,2.0,8.0
+cta-radix4_u64_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,1399.1680000000001,280.85150146484375,115.96798706054688,25434847.0,9437282.0,0.0,0.0,33.72,79.55,23.1,6462597.0,4719898.0,76968481.0,,1873568851.0,,,,,22.35,28.42,7.32,35.52,1.47,40.0,33024.0,1.0,6.0,2.0,8.0
+fused-tail_u32_b1,0,void cuntt::<unnamed>::appt_online_fused_tail_log20_kernel<unsigned int>,160,256,301.952,17.907501220703125,8.77166748046875,5674709.0,1179658.0,0.0,0.0,10.82,92.92,34.29,758855.0,633235.0,9861998.0,,221817192.0,,,,,17.3,25.3,8.19,38.24,1.13,32.0,33024.0,1.0,8.0,2.0,8.0
+fused-tail_u32_b4,0,void cuntt::<unnamed>::appt_online_fused_tail_log20_kernel<unsigned int>,160,256,872.224,82.36715698242188,38.688995361328125,22753235.0,4718626.0,0.0,0.0,16.17,91.48,33.08,2754146.0,2517060.0,39293152.0,,874835713.0,,,,,24.28,30.2,5.97,29.13,2.92,32.0,33024.0,1.0,8.0,2.0,8.0
+fused-tail_u64_b1,0,void cuntt::<unnamed>::appt_online_fused_tail_log20_kernel<unsigned long>,80,256,479.872,42.47723388671875,16.892242431640625,6064209.0,1310730.0,0.0,0.0,14.65,82.89,35.38,1426878.0,1190247.0,17729427.0,,443509855.0,,,,,12.48,26.83,11.93,31.92,0.53,42.0,66048.0,1.0,5.0,1.0,8.0
+fused-tail_u64_b4,0,void cuntt::<unnamed>::appt_online_fused_tail_log20_kernel<unsigned long>,80,256,1306.24,202.65423583984375,69.76168823242188,24256594.0,5242914.0,0.0,0.0,24.44,79.82,35.65,5817346.0,4753806.0,70186756.0,,1750437140.0,,,,,12.49,14.77,13.13,38.56,0.69,42.0,66048.0,1.0,5.0,1.0,8.0
+register-tail_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,235.328,17.49896240234375,8.331085205078125,5316345.0,1179651.0,0.0,0.0,12.93,94.32,14.44,648976.0,712010.0,9774410.0,,206303206.0,,,,,23.79,29.13,6.11,34.79,2.48,48.0,32768.0,1.0,5.0,3.0,8.0
+register-tail_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,730.048,107.6199951171875,46.723785400390625,21274364.0,4718595.0,0.0,0.0,24.28,89.21,14.18,2543746.0,2900803.0,37834754.0,,818710948.0,,,,,28.3,16.39,5.66,39.45,7.44,48.0,32768.0,1.0,5.0,3.0,8.0
+register-tail_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,336.192,40.4439697265625,16.7591552734375,5452400.0,1310730.0,0.0,0.0,20.51,86.53,14.57,1118376.0,1158045.0,17418716.0,,428042793.0,,,,,15.28,25.81,9.2,41.28,0.39,126.0,49152.0,1.0,2.0,2.0,8.0
+register-tail_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,1050.016,193.20965576171875,68.78799438476562,21801264.0,5242914.0,0.0,0.0,29.17,83.92,14.3,4478366.0,4723707.0,68789101.0,,1687977164.0,,,,,17.87,12.5,9.01,47.65,1.97,126.0,49152.0,1.0,2.0,2.0,8.0
+split-tail_u32_b1,0,void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned int>,240,256,306.88,23.799102783203125,11.5513916015625,7213820.0,1732723.0,0.0,0.0,13.41,93.38,31.09,661960.0,589824.0,10550261.0,,234363187.0,,,,,22.71,39.8,5.71,34.16,0.47,32.0,16512.0,0.6,8.0,5.0,8.0
+split-tail_u32_b4,0,void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned int>,240,256,1024.64,220.39920043945312,70.29437255859375,28790163.0,6841900.0,0.0,0.0,35.01,89.01,30.12,2617513.0,2359296.0,40848841.0,,917940919.0,,,,,27.1,17.56,5.54,40.74,2.82,32.0,16512.0,0.6,8.0,5.0,8.0
+split-tail_u64_b1,0,void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned long>,160,256,410.848,58.3538818359375,21.5213623046875,7607668.0,1833199.0,0.0,0.0,22.77,83.94,32.11,1198798.0,1055642.0,18457947.0,,462409225.0,,,,,20.68,42.32,6.68,30.02,0.28,48.0,33024.0,1.0,5.0,2.0,8.0
+split-tail_u64_b4,0,void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned long>,160,256,1367.392,266.4215087890625,83.28451538085938,30437713.0,7370964.0,0.0,0.0,29.55,82.28,32.21,4675340.0,4222606.0,73410157.0,,1829419743.0,,,,,23.05,39.03,6.13,31.1,0.49,48.0,33024.0,1.0,5.0,2.0,8.0
+v06_u32_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,150.272,13.3597412109375,8.708709716796875,1880444.0,524291.0,0.0,1024.0,17.82,74.18,45.39,742380.0,1705538.0,14514002.0,,268759328.0,,,,,41.97,4.19,9.62,20.81,3.68,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u32_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,341.6,63.071136474609375,33.6090087890625,7470933.0,2097155.0,0.0,4096.0,32.58,68.59,46.12,2992328.0,6823074.0,49889817.0,,1047837336.0,,,,,47.29,5.07,10.18,34.08,5.12,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u64_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,226.94400000000002,30.892242431640625,16.367523193359375,3015922.0,524291.0,0.0,1024.0,24.33,52.64,50.92,1272338.0,1966712.0,23907869.0,,493672783.0,,,,,23.36,2.77,15.08,21.56,0.38,48.0,32816.0,1.0,5.0,2.0,8.0
+v06_u64_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,612.0,127.83700561523438,64.64633178710938,12021949.0,2097155.0,0.0,4096.0,36.84,49.25,51.89,5086472.0,7866444.0,82174068.0,,1935333249.0,,,,,24.33,3.51,16.0,31.79,0.55,48.0,32816.0,1.0,5.0,2.0,8.0
+warp_u32_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned int,",240,256,312.64,20.29193115234375,13.600311279296875,8767341.0,2228250.0,0.0,0.0,13.42,92.84,44.24,125707.0,0.0,14869978.0,,203923022.0,,,,,25.32,52.42,6.7,20.22,0.37,72.0,16512.0,1.0,3.0,3.0,8.0
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diff --git a/results/ncu_appt_tail_coeff_cache/v06_u32_b1.csv b/results/ncu_appt_tail_coeff_cache/v06_u32_b1.csv
new file mode 100644
index 0000000..c4da1fe
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/v06_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166497 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166497
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diff --git a/results/ncu_appt_tail_coeff_cache/v06_u32_b4.csv b/results/ncu_appt_tail_coeff_cache/v06_u32_b4.csv
new file mode 100644
index 0000000..b03b6c5
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/v06_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166675 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166675
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diff --git a/results/ncu_appt_tail_coeff_cache/v06_u64_b1.csv b/results/ncu_appt_tail_coeff_cache/v06_u64_b1.csv
new file mode 100644
index 0000000..df17c3e
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/v06_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166856 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166856
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diff --git a/results/ncu_appt_tail_coeff_cache/v06_u64_b4.csv b/results/ncu_appt_tail_coeff_cache/v06_u64_b4.csv
new file mode 100644
index 0000000..56db3e9
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/v06_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 167026 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 167026
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diff --git a/results/ncu_appt_tail_coeff_cache/warp_u32_b1.csv b/results/ncu_appt_tail_coeff_cache/warp_u32_b1.csv
new file mode 100644
index 0000000..995e50f
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/warp_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166524 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166524
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diff --git a/results/ncu_appt_tail_coeff_cache/warp_u32_b4.csv b/results/ncu_appt_tail_coeff_cache/warp_u32_b4.csv
new file mode 100644
index 0000000..aea7bda
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/warp_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166705 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166705
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diff --git a/results/ncu_appt_tail_coeff_cache/warp_u64_b1.csv b/results/ncu_appt_tail_coeff_cache/warp_u64_b1.csv
new file mode 100644
index 0000000..a6fa505
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/warp_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 166891 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 166891
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diff --git a/results/ncu_appt_tail_coeff_cache/warp_u64_b4.csv b/results/ncu_appt_tail_coeff_cache/warp_u64_b4.csv
new file mode 100644
index 0000000..47a708f
--- /dev/null
+++ b/results/ncu_appt_tail_coeff_cache/warp_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 167061 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 167061
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+"0","167061","cuntt_bench","127.0.0.1","void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long, (unsigned int)1, (unsigned int)1, (bool)0, (bool)0>(const T1 *, T1 *, T1 *, T1 *, unsigned int *, unsigned int *, unsigned long, unsigned int, unsigned int, unsigned long long *, cuntt::<unnamed>::NttStageOperatorT<T1>)","2026-Aug-21 19:22:02","1","7","320","2","0","1","1","0","1","1","0","0","1","320","1,530,000","7","0","0","1","1","1","1","1","0","0","Tesla V100-SXM2-16GB","0","4,096","8","0","1","4,096","1","1","1","0","1","498,143,454","7,601","32,000","16","2","2","8,000","16","161","303,173,854","1","0","0","0","1","320","0","1","6,291,456","64","32","1","1","0","1,024","1,024","64","32","1,530,000","2,147,483,647","65,535","65,535","4","1","877,000","0","2,147,483,647","65,536","65,536","255","49,152","98,304","98,304","1,024","2,048","64","16","2,048","32,768","32,768","65,536","32,768","2,048","32,768","131,072","16,384","16,384","16,384","2,046","32,768","32,768","2,048","32,768","268,435,456","32,768","131,072","32,768","32,768","65,536","32,768","2,048","32,768","65,000","2,097,120","131,072","32,768","32,768","131,072","16,384","32,768","16,384","8,192","16,384","8,192","2,046","32,768","32,768","877,000","1","9","0","0","80","8","4","1","0","0","168","0","0","1","15","0","7","2","1","1","512","0","512","32","65,536","16,928,342,016","1","1","32","254,025,728","113,391,936","21.02","1,880,448","746,923","408","36.29","37,851,434","9,437,282","0","0","256","1","1","256","1","0","cudaFuncCachePreferNone","129,592,805,668,096","160","1","1","160","32","3","2","8","758","3,088","2,072","80","20,480","98,304","33,024","33,024","0","33,024","0","7","40,960","1","83.11","0","0","0","no data","0","0","0","0","","0","0","0","6","0","0","no data","0","0","0","176,164,224","176,164,224","176,164,224","1,937,806,464","176,164,224","176,164,224","176,164,224","1,937,806,464","11","0","16","25","22.17","129,728,748","4","1,731,823,531","20.34","39.70","2.09","9.53"
diff --git a/results/ncu_appt_tail_cores/analysis.csv b/results/ncu_appt_tail_cores/analysis.csv
new file mode 100644
index 0000000..3c46ee8
--- /dev/null
+++ b/results/ncu_appt_tail_cores/analysis.csv
@@ -0,0 +1,21 @@
+word_bits,batch,physical_core,time_us,throughput_vs_v06,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,active_warps_pct,barrier_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,dram_peak_pct,shared_load_conflicts,shared_store_conflicts,registers_per_thread,shared_bytes_per_block
+32,1,warp,312.576,0.4776822276822277,20.17279052734375,13.51171875,8765540.0,2228250.0,0.0,0.0,25.25,52.42,20.5,0.36,13.36,133124.0,0.0,72.0,16512.0
+32,1,cta-radix4,305.76,0.4883307169021455,20.274871826171875,13.441558837890625,5828527.0,2228146.0,0.0,0.0,22.76,42.97,25.67,0.96,13.35,957104.0,622592.0,32.0,16512.0
+32,1,fused-tail,283.68,0.5263395375070502,16.509124755859375,8.35882568359375,5671301.0,1179658.0,0.0,0.0,17.32,25.25,37.77,1.34,10.25,759626.0,632811.0,32.0,33024.0
+32,1,split-tail,308.928,0.48332297493267046,23.634735107421875,11.046539306640625,7216133.0,1689828.0,0.0,0.0,22.91,40.19,33.91,0.5,13.04,653200.0,589824.0,32.0,16512.0
+32,1,register-tail,247.872,0.6023754195713917,18.48553466796875,8.87738037109375,6689086.0,1179658.0,0.0,0.0,23.31,29.29,37.58,2.11,13.01,652345.0,696493.0,47.0,32768.0
+32,4,warp,898.336,0.38838029423289283,123.74478149414062,64.99526977539062,34996300.0,8912994.0,0.0,0.0,26.55,28.42,29.9,1.26,24.71,286528.0,0.0,72.0,16512.0
+32,4,cta-radix4,937.088,0.37231935527933346,112.73828125,58.011016845703125,23401551.0,8913030.0,0.0,0.0,26.87,25.7,33.68,2.66,21.07,3456260.0,2490368.0,32.0,16512.0
+32,4,fused-tail,855.744,0.40771071722384267,83.33303833007812,42.062591552734375,22649090.0,4718626.0,0.0,0.0,24.21,28.79,29.03,3.01,17.01,2798333.0,2519274.0,32.0,33024.0
+32,4,split-tail,996.256,0.35020717566569237,186.74783325195312,60.353729248046875,29021058.0,6793259.0,0.0,0.0,27.09,17.3,40.49,2.78,29.74,2585506.0,2359296.0,32.0,16512.0
+32,4,register-tail,846.176,0.4123208410543433,170.76263427734375,54.356658935546875,26785553.0,4718626.0,0.0,0.0,29.3,17.14,40.42,5.09,31.06,2554540.0,2859744.0,47.0,32768.0
+64,1,warp,666.8480000000001,0.3415231057152454,42.61834716796875,25.93585205078125,9466961.0,2359322.0,0.0,0.0,18.39,30.59,33.76,1.11,12.06,142548.0,18.0,80.0,33024.0
+64,1,cta-radix4,444.672,0.5121617731721358,50.18896484375,25.457000732421875,6368564.0,2359322.0,0.0,0.0,19.83,46.39,25.64,0.53,20.02,1663640.0,1179749.0,40.0,33024.0
+64,1,fused-tail,482.24,0.4722627737226277,42.46197509765625,16.934600830078125,6064201.0,1310730.0,0.0,0.0,12.48,26.63,31.84,0.56,14.57,1432121.0,1189866.0,42.0,66048.0
+64,1,split-tail,411.552,0.5533784309151699,58.5701904296875,22.4073486328125,7612774.0,1828866.0,0.0,0.0,20.7,41.93,30.25,0.3,22.84,1200718.0,1055618.0,48.0,33024.0
+64,1,register-tail,349.824,0.6510245151847787,39.0491943359375,16.146697998046875,7086250.0,1310730.0,0.0,0.0,15.62,25.93,42.12,0.18,18.93,1120116.0,1161341.0,128.0,49152.0
+64,4,warp,1977.568,0.3074321590964255,269.7918701171875,117.55233764648438,37882284.0,9437282.0,0.0,0.0,22.19,20.56,39.85,2.18,24.01,731595.0,521.0,80.0,33024.0
+64,4,cta-radix4,1375.2640000000001,0.4420736673104218,270.73419189453125,103.79180908203125,25456296.0,9437282.0,0.0,0.0,22.17,28.19,34.71,1.48,31.8,6341189.0,4719898.0,40.0,33024.0
+64,4,fused-tail,1317.2160000000001,0.4615552802273886,203.2918701171875,70.26416015625,24256575.0,5242914.0,0.0,0.0,12.49,14.73,38.76,0.69,24.42,5822544.0,4752756.0,42.0,66048.0
+64,4,split-tail,1352.224,0.44960598244077904,265.82159423828125,83.23388671875,30414249.0,7333798.0,0.0,0.0,23.06,37.98,31.13,0.41,30.05,4675268.0,4221240.0,48.0,33024.0
+64,4,register-tail,1134.464,0.5359077061942908,200.7607421875,69.7659912109375,28323206.0,5242914.0,0.0,0.0,18.68,11.41,49.87,1.04,27.83,4522586.0,4686680.0,128.0,49152.0
diff --git a/results/ncu_appt_tail_cores/analysis.md b/results/ncu_appt_tail_cores/analysis.md
new file mode 100644
index 0000000..31052d2
--- /dev/null
+++ b/results/ncu_appt_tail_cores/analysis.md
@@ -0,0 +1,37 @@
+# APPT Tail-Core NCU Attribution
+
+Matched V100 base-clock replay; throughput is relative to v0.6 10+10.
+
+| bits | batch | core | time us | throughput/v0.6 | DRAM R/W MiB | global sectors R/W | local sectors R/W | active warps | barrier | scoreboard | MIO throttle | registers | shared B |
+|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | `warp` | 312.6 | 0.478x | 20.2/13.5 | 8765540/2228250 | 0/0 | 25.2% | 52.4% | 20.5% | 0.4% | 72 | 16512 |
+| 32 | 1 | `cta-radix4` | 305.8 | 0.488x | 20.3/13.4 | 5828527/2228146 | 0/0 | 22.8% | 43.0% | 25.7% | 1.0% | 32 | 16512 |
+| 32 | 1 | `fused-tail` | 283.7 | 0.526x | 16.5/8.4 | 5671301/1179658 | 0/0 | 17.3% | 25.2% | 37.8% | 1.3% | 32 | 33024 |
+| 32 | 1 | `split-tail` | 308.9 | 0.483x | 23.6/11.0 | 7216133/1689828 | 0/0 | 22.9% | 40.2% | 33.9% | 0.5% | 32 | 16512 |
+| 32 | 1 | `register-tail` | 247.9 | 0.602x | 18.5/8.9 | 6689086/1179658 | 0/0 | 23.3% | 29.3% | 37.6% | 2.1% | 47 | 32768 |
+| 32 | 4 | `warp` | 898.3 | 0.388x | 123.7/65.0 | 34996300/8912994 | 0/0 | 26.6% | 28.4% | 29.9% | 1.3% | 72 | 16512 |
+| 32 | 4 | `cta-radix4` | 937.1 | 0.372x | 112.7/58.0 | 23401551/8913030 | 0/0 | 26.9% | 25.7% | 33.7% | 2.7% | 32 | 16512 |
+| 32 | 4 | `fused-tail` | 855.7 | 0.408x | 83.3/42.1 | 22649090/4718626 | 0/0 | 24.2% | 28.8% | 29.0% | 3.0% | 32 | 33024 |
+| 32 | 4 | `split-tail` | 996.3 | 0.350x | 186.7/60.4 | 29021058/6793259 | 0/0 | 27.1% | 17.3% | 40.5% | 2.8% | 32 | 16512 |
+| 32 | 4 | `register-tail` | 846.2 | 0.412x | 170.8/54.4 | 26785553/4718626 | 0/0 | 29.3% | 17.1% | 40.4% | 5.1% | 47 | 32768 |
+| 64 | 1 | `warp` | 666.8 | 0.342x | 42.6/25.9 | 9466961/2359322 | 0/0 | 18.4% | 30.6% | 33.8% | 1.1% | 80 | 33024 |
+| 64 | 1 | `cta-radix4` | 444.7 | 0.512x | 50.2/25.5 | 6368564/2359322 | 0/0 | 19.8% | 46.4% | 25.6% | 0.5% | 40 | 33024 |
+| 64 | 1 | `fused-tail` | 482.2 | 0.472x | 42.5/16.9 | 6064201/1310730 | 0/0 | 12.5% | 26.6% | 31.8% | 0.6% | 42 | 66048 |
+| 64 | 1 | `split-tail` | 411.6 | 0.553x | 58.6/22.4 | 7612774/1828866 | 0/0 | 20.7% | 41.9% | 30.2% | 0.3% | 48 | 33024 |
+| 64 | 1 | `register-tail` | 349.8 | 0.651x | 39.0/16.1 | 7086250/1310730 | 0/0 | 15.6% | 25.9% | 42.1% | 0.2% | 128 | 49152 |
+| 64 | 4 | `warp` | 1977.6 | 0.307x | 269.8/117.6 | 37882284/9437282 | 0/0 | 22.2% | 20.6% | 39.9% | 2.2% | 80 | 33024 |
+| 64 | 4 | `cta-radix4` | 1375.3 | 0.442x | 270.7/103.8 | 25456296/9437282 | 0/0 | 22.2% | 28.2% | 34.7% | 1.5% | 40 | 33024 |
+| 64 | 4 | `fused-tail` | 1317.2 | 0.462x | 203.3/70.3 | 24256575/5242914 | 0/0 | 12.5% | 14.7% | 38.8% | 0.7% | 42 | 66048 |
+| 64 | 4 | `split-tail` | 1352.2 | 0.450x | 265.8/83.2 | 30414249/7333798 | 0/0 | 23.1% | 38.0% | 31.1% | 0.4% | 48 | 33024 |
+| 64 | 4 | `register-tail` | 1134.5 | 0.536x | 200.8/69.8 | 28323206/5242914 | 0/0 | 18.7% | 11.4% | 49.9% | 1.0% | 128 | 49152 |
+
+## Findings
+
+1. Register-tail removes the second N-sized state without adding arithmetic work. Its warp-instruction ratio is 0.67x--0.85x v0.6 and its integer-thread ratio is 0.81x--0.89x.
+2. Zero local load/store sectors confirm that the retained low half does not spill. The 47/128-register uint32/uint64 kernels remain limited by the requested 3/2 CTA shared-memory residency.
+3. The remaining request traffic is much larger than the materialized data volume. Register-tail global-load sectors are 2.33x--3.58x v0.6 and store sectors are 2.25x--2.50x. DRAM writes remain close to the one-state floor at batch 1, so this is primarily L1/L2 request and transaction overhead rather than an extra global state.
+4. Register-tail L1 hit rate is only 27.5%--31.0%, while its L2 hit rate is 83.1%--93.5%. Together with 37.6%--49.9% long-scoreboard stall, this identifies repeated L2-served dependency/coefficient/state loads as the critical path.
+5. Active-warps samples reach only 0.57x--0.77x v0.6. Barrier stall remains 11.4%--29.3%, so the fused tail is not work-conserving even though its logical graph is dependency closed.
+6. Achieved DRAM throughput is 13.0%--31.1% of peak for uint32 and 18.9%--27.8% for uint64. The kernel is latency/request limited, not bandwidth saturated. Readiness polling is a source-level inference consistent with these counters; the aggregate-counter ablation must be recollected before assigning an exact fraction to it.
+
+Stall percentages are scheduler-state samples and must not be summed as time fractions.
diff --git a/results/ncu_appt_tail_cores/cta-radix4_u32_b1.csv b/results/ncu_appt_tail_cores/cta-radix4_u32_b1.csv
new file mode 100644
index 0000000..70bc005
--- /dev/null
+++ b/results/ncu_appt_tail_cores/cta-radix4_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134030 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134030
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diff --git a/results/ncu_appt_tail_cores/cta-radix4_u32_b4.csv b/results/ncu_appt_tail_cores/cta-radix4_u32_b4.csv
new file mode 100644
index 0000000..1f7a917
--- /dev/null
+++ b/results/ncu_appt_tail_cores/cta-radix4_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134201 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134201
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diff --git a/results/ncu_appt_tail_cores/cta-radix4_u64_b1.csv b/results/ncu_appt_tail_cores/cta-radix4_u64_b1.csv
new file mode 100644
index 0000000..e54b549
--- /dev/null
+++ b/results/ncu_appt_tail_cores/cta-radix4_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134365 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134365
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diff --git a/results/ncu_appt_tail_cores/cta-radix4_u64_b4.csv b/results/ncu_appt_tail_cores/cta-radix4_u64_b4.csv
new file mode 100644
index 0000000..d660aca
--- /dev/null
+++ b/results/ncu_appt_tail_cores/cta-radix4_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134518 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134518
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diff --git a/results/ncu_appt_tail_cores/fused-tail_u32_b1.csv b/results/ncu_appt_tail_cores/fused-tail_u32_b1.csv
new file mode 100644
index 0000000..7f1f583
--- /dev/null
+++ b/results/ncu_appt_tail_cores/fused-tail_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134075 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134075
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diff --git a/results/ncu_appt_tail_cores/fused-tail_u32_b4.csv b/results/ncu_appt_tail_cores/fused-tail_u32_b4.csv
new file mode 100644
index 0000000..619a12c
--- /dev/null
+++ b/results/ncu_appt_tail_cores/fused-tail_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134228 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134228
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diff --git a/results/ncu_appt_tail_cores/fused-tail_u64_b1.csv b/results/ncu_appt_tail_cores/fused-tail_u64_b1.csv
new file mode 100644
index 0000000..bdc9ddd
--- /dev/null
+++ b/results/ncu_appt_tail_cores/fused-tail_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134395 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134395
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diff --git a/results/ncu_appt_tail_cores/fused-tail_u64_b4.csv b/results/ncu_appt_tail_cores/fused-tail_u64_b4.csv
new file mode 100644
index 0000000..7cdf281
--- /dev/null
+++ b/results/ncu_appt_tail_cores/fused-tail_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134548 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134548
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diff --git a/results/ncu_appt_tail_cores/register-tail_u32_b1.csv b/results/ncu_appt_tail_cores/register-tail_u32_b1.csv
new file mode 100644
index 0000000..eefd8bf
--- /dev/null
+++ b/results/ncu_appt_tail_cores/register-tail_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134121 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134121
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diff --git a/results/ncu_appt_tail_cores/register-tail_u32_b4.csv b/results/ncu_appt_tail_cores/register-tail_u32_b4.csv
new file mode 100644
index 0000000..d0f850c
--- /dev/null
+++ b/results/ncu_appt_tail_cores/register-tail_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134278 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134278
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diff --git a/results/ncu_appt_tail_cores/register-tail_u64_b1.csv b/results/ncu_appt_tail_cores/register-tail_u64_b1.csv
new file mode 100644
index 0000000..ce95b96
--- /dev/null
+++ b/results/ncu_appt_tail_cores/register-tail_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134431 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134431
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diff --git a/results/ncu_appt_tail_cores/register-tail_u64_b4.csv b/results/ncu_appt_tail_cores/register-tail_u64_b4.csv
new file mode 100644
index 0000000..2db85fe
--- /dev/null
+++ b/results/ncu_appt_tail_cores/register-tail_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134590 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134590
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diff --git a/results/ncu_appt_tail_cores/split-tail_u32_b1.csv b/results/ncu_appt_tail_cores/split-tail_u32_b1.csv
new file mode 100644
index 0000000..f9ab853
--- /dev/null
+++ b/results/ncu_appt_tail_cores/split-tail_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134103 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134103
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diff --git a/results/ncu_appt_tail_cores/split-tail_u32_b4.csv b/results/ncu_appt_tail_cores/split-tail_u32_b4.csv
new file mode 100644
index 0000000..d69f0e1
--- /dev/null
+++ b/results/ncu_appt_tail_cores/split-tail_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134258 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134258
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diff --git a/results/ncu_appt_tail_cores/split-tail_u64_b1.csv b/results/ncu_appt_tail_cores/split-tail_u64_b1.csv
new file mode 100644
index 0000000..26a1e43
--- /dev/null
+++ b/results/ncu_appt_tail_cores/split-tail_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134411 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134411
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diff --git a/results/ncu_appt_tail_cores/split-tail_u64_b4.csv b/results/ncu_appt_tail_cores/split-tail_u64_b4.csv
new file mode 100644
index 0000000..d6d9db5
--- /dev/null
+++ b/results/ncu_appt_tail_cores/split-tail_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134568 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134568
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diff --git a/results/ncu_appt_tail_cores/summary.csv b/results/ncu_appt_tail_cores/summary.csv
new file mode 100644
index 0000000..16f0ccc
--- /dev/null
+++ b/results/ncu_appt_tail_cores/summary.csv
@@ -0,0 +1,25 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+cta-radix4_u32_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned int,",240,256,305.76,20.274871826171875,13.441558837890625,5828527.0,2228146.0,0.0,0.0,13.35,92.85,25.76,957104.0,622592.0,11730751.0,,250173863.0,,,,,22.76,42.97,6.14,25.67,0.96,32.0,16512.0,0.6,8.0,5.0,8.0
+cta-radix4_u32_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned int,",240,256,937.088,112.73828125,58.011016845703125,23401551.0,8913030.0,0.0,0.0,21.07,90.22,24.95,3456260.0,2490368.0,45213634.0,,992897722.0,,,,,26.87,25.7,6.01,33.68,2.66,32.0,16512.0,0.6,8.0,5.0,8.0
+cta-radix4_u64_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,444.672,50.18896484375,25.457000732421875,6368564.0,2359322.0,0.0,0.0,20.02,84.18,23.86,1663640.0,1179749.0,19798237.0,,469999570.0,,,,,19.83,46.39,6.97,25.64,0.53,40.0,33024.0,1.0,6.0,2.0,8.0
+cta-radix4_u64_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,1375.2640000000001,270.73419189453125,103.79180908203125,25456296.0,9437282.0,0.0,0.0,31.8,79.58,23.11,6341189.0,4719898.0,77031238.0,,1873675763.0,,,,,22.17,28.19,7.4,34.71,1.48,40.0,33024.0,1.0,6.0,2.0,8.0
+fused-tail_u32_b1,0,void cuntt::<unnamed>::appt_online_fused_tail_log20_kernel<unsigned int>,160,256,283.68,16.509124755859375,8.35882568359375,5671301.0,1179658.0,0.0,0.0,10.25,93.1,34.29,759626.0,632811.0,9873764.0,,221169199.0,,,,,17.32,25.25,8.19,37.77,1.34,32.0,33024.0,1.0,8.0,2.0,8.0
+fused-tail_u32_b4,0,void cuntt::<unnamed>::appt_online_fused_tail_log20_kernel<unsigned int>,160,256,855.744,83.33303833007812,42.062591552734375,22649090.0,4718626.0,0.0,0.0,17.01,89.51,32.97,2798333.0,2519274.0,39285662.0,,874725531.0,,,,,24.21,28.79,6.01,29.03,3.01,32.0,33024.0,1.0,8.0,2.0,8.0
+fused-tail_u64_b1,0,void cuntt::<unnamed>::appt_online_fused_tail_log20_kernel<unsigned long>,80,256,482.24,42.46197509765625,16.934600830078125,6064201.0,1310730.0,0.0,0.0,14.57,82.91,35.38,1432121.0,1189866.0,17732295.0,,443529431.0,,,,,12.48,26.63,11.82,31.84,0.56,42.0,66048.0,1.0,5.0,1.0,8.0
+fused-tail_u64_b4,0,void cuntt::<unnamed>::appt_online_fused_tail_log20_kernel<unsigned long>,80,256,1317.2160000000001,203.2918701171875,70.26416015625,24256575.0,5242914.0,0.0,0.0,24.42,79.8,35.65,5822544.0,4752756.0,70187459.0,,1750459323.0,,,,,12.49,14.73,13.03,38.76,0.69,42.0,66048.0,1.0,5.0,1.0,8.0
+register-tail_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,247.872,18.48553466796875,8.87738037109375,6689086.0,1179658.0,0.0,0.0,13.01,93.47,28.81,652345.0,696493.0,9876107.0,,218836990.0,,,,,23.31,29.29,6.4,37.58,2.11,47.0,32768.0,1.0,5.0,3.0,8.0
+register-tail_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,846.176,170.76263427734375,54.356658935546875,26785553.0,4718626.0,0.0,0.0,31.06,85.07,27.52,2554540.0,2859744.0,38792252.0,,861903643.0,,,,,29.3,17.14,5.34,40.42,5.09,47.0,32768.0,1.0,5.0,3.0,8.0
+register-tail_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,349.824,39.0491943359375,16.146697998046875,7086250.0,1310730.0,0.0,0.0,18.93,86.86,30.95,1120116.0,1161341.0,17645928.0,,437999100.0,,,,,15.62,25.93,9.81,42.12,0.18,128.0,49152.0,1.0,2.0,2.0,8.0
+register-tail_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,1134.464,200.7607421875,69.7659912109375,28323206.0,5242914.0,0.0,0.0,27.83,83.06,30.5,4522586.0,4686680.0,69719592.0,,1725206848.0,,,,,18.68,11.41,9.38,49.87,1.04,128.0,49152.0,1.0,2.0,2.0,8.0
+split-tail_u32_b1,0,void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned int>,240,256,308.928,23.634735107421875,11.046539306640625,7216133.0,1689828.0,0.0,0.0,13.04,93.3,31.3,653200.0,589824.0,10555197.0,,234727442.0,,,,,22.91,40.19,5.66,33.91,0.5,32.0,16512.0,0.6,8.0,5.0,8.0
+split-tail_u32_b4,0,void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned int>,240,256,996.256,186.74783325195312,60.353729248046875,29021058.0,6793259.0,0.0,0.0,29.74,87.58,29.91,2585506.0,2359296.0,40844121.0,,917728472.0,,,,,27.09,17.3,5.52,40.49,2.78,32.0,16512.0,0.6,8.0,5.0,8.0
+split-tail_u64_b1,0,void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned long>,160,256,411.552,58.5701904296875,22.4073486328125,7612774.0,1828866.0,0.0,0.0,22.84,83.7,32.1,1200718.0,1055618.0,18459709.0,,460875305.0,,,,,20.7,41.93,6.64,30.25,0.3,48.0,33024.0,1.0,5.0,2.0,8.0
+split-tail_u64_b4,0,void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned long>,160,256,1352.224,265.82159423828125,83.23388671875,30414249.0,7333798.0,0.0,0.0,30.05,82.38,32.34,4675268.0,4221240.0,73367008.0,,1829972859.0,,,,,23.06,37.98,6.12,31.13,0.41,48.0,33024.0,1.0,5.0,2.0,8.0
+v06_u32_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,149.312,13.45257568359375,8.92572021484375,1887689.0,524291.0,0.0,1024.0,17.59,74.68,45.04,742131.0,1705263.0,14712362.0,,268900067.0,,,,,40.96,4.03,9.53,20.74,3.39,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u32_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,348.896,63.455230712890625,34.066680908203125,7483073.0,2097155.0,0.0,4096.0,32.8,68.34,46.02,3007989.0,6823542.0,50360142.0,,1047852806.0,,,,,47.0,4.98,10.01,32.8,5.12,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u64_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,227.744,30.883270263671875,16.44439697265625,3038332.0,524291.0,0.0,1024.0,24.27,52.7,50.79,1268947.0,1966722.0,23817293.0,,493622238.0,,,,,23.47,2.78,15.27,21.38,0.42,48.0,32816.0,1.0,5.0,2.0,8.0
+v06_u64_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,607.968,127.63455200195312,64.67681884765625,12072462.0,2097155.0,0.0,4096.0,36.78,48.69,51.79,5085981.0,7866457.0,82097253.0,,1930725108.0,,,,,24.3,3.59,16.0,32.2,0.58,48.0,32816.0,1.0,5.0,2.0,8.0
+warp_u32_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned int,",240,256,312.576,20.17279052734375,13.51171875,8765540.0,2228250.0,0.0,0.0,13.36,92.97,43.92,133124.0,0.0,14877879.0,,203927534.0,,,,,25.25,52.42,6.71,20.5,0.36,72.0,16512.0,1.0,3.0,3.0,8.0
+warp_u32_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned int,",240,256,898.336,123.74478149414062,64.99526977539062,34996300.0,8912994.0,0.0,0.0,24.71,89.94,43.32,286528.0,0.0,57437155.0,,802194030.0,,,,,26.55,28.42,6.99,29.9,1.26,72.0,16512.0,1.0,3.0,3.0,8.0
+warp_u64_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,666.8480000000001,42.61834716796875,25.93585205078125,9466961.0,2359322.0,0.0,0.0,12.06,87.31,37.87,142548.0,18.0,32731155.0,,434811104.0,,,,,18.39,30.59,10.12,33.76,1.11,80.0,33024.0,1.0,3.0,2.0,8.0
+warp_u64_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,1977.568,269.7918701171875,117.55233764648438,37882284.0,9437282.0,0.0,0.0,24.01,82.35,36.32,731595.0,521.0,129730062.0,,1731894563.0,,,,,22.19,20.56,9.51,39.85,2.18,80.0,33024.0,1.0,3.0,2.0,8.0
diff --git a/results/ncu_appt_tail_cores/v06_u32_b1.csv b/results/ncu_appt_tail_cores/v06_u32_b1.csv
new file mode 100644
index 0000000..2f39c66
--- /dev/null
+++ b/results/ncu_appt_tail_cores/v06_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 133958 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 133958
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diff --git a/results/ncu_appt_tail_cores/v06_u32_b4.csv b/results/ncu_appt_tail_cores/v06_u32_b4.csv
new file mode 100644
index 0000000..48fee2f
--- /dev/null
+++ b/results/ncu_appt_tail_cores/v06_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134142 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134142
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diff --git a/results/ncu_appt_tail_cores/v06_u64_b1.csv b/results/ncu_appt_tail_cores/v06_u64_b1.csv
new file mode 100644
index 0000000..77aa98e
--- /dev/null
+++ b/results/ncu_appt_tail_cores/v06_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134306 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134306
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diff --git a/results/ncu_appt_tail_cores/v06_u64_b4.csv b/results/ncu_appt_tail_cores/v06_u64_b4.csv
new file mode 100644
index 0000000..151a573
--- /dev/null
+++ b/results/ncu_appt_tail_cores/v06_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134461 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134461
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diff --git a/results/ncu_appt_tail_cores/warp_u32_b1.csv b/results/ncu_appt_tail_cores/warp_u32_b1.csv
new file mode 100644
index 0000000..da100e1
--- /dev/null
+++ b/results/ncu_appt_tail_cores/warp_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 133990 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 133990
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diff --git a/results/ncu_appt_tail_cores/warp_u32_b4.csv b/results/ncu_appt_tail_cores/warp_u32_b4.csv
new file mode 100644
index 0000000..0adbbca
--- /dev/null
+++ b/results/ncu_appt_tail_cores/warp_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134172 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134172
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diff --git a/results/ncu_appt_tail_cores/warp_u64_b1.csv b/results/ncu_appt_tail_cores/warp_u64_b1.csv
new file mode 100644
index 0000000..f969523
--- /dev/null
+++ b/results/ncu_appt_tail_cores/warp_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134332 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134332
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diff --git a/results/ncu_appt_tail_cores/warp_u64_b4.csv b/results/ncu_appt_tail_cores/warp_u64_b4.csv
new file mode 100644
index 0000000..d5bf59e
--- /dev/null
+++ b/results/ncu_appt_tail_cores/warp_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 134487 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 134487
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diff --git a/results/ncu_appt_tail_cores_selected/analysis.csv b/results/ncu_appt_tail_cores_selected/analysis.csv
new file mode 100644
index 0000000..06ade74
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/analysis.csv
@@ -0,0 +1,21 @@
+word_bits,batch,physical_core,time_us,throughput_vs_v06,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,active_warps_pct,barrier_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,dram_peak_pct,l1_hit_pct,l2_hit_pct,shared_load_conflicts,shared_store_conflicts,registers_per_thread,shared_bytes_per_block
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+32,1,cta-radix4,306.624,0.4726570653308286,20.18829345703125,13.47296142578125,5830364.0,2228250.0,0.0,0.0,22.95,43.31,26.04,1.05,12.98,25.7,93.05,951702.0,622592.0,32.0,16512.0
+32,1,fused-tail,288.8,0.5018282548476454,18.571502685546875,8.98089599609375,5674807.0,1179658.0,0.0,0.0,17.32,25.39,37.78,1.18,11.19,34.3,93.17,764950.0,632738.0,32.0,33024.0
+32,1,split-tail,313.024,0.4629932529135146,23.508636474609375,11.087371826171875,7220510.0,1699868.0,0.0,0.0,22.74,40.59,34.33,0.48,13.09,31.17,93.32,655780.0,589824.0,32.0,16512.0
+32,1,register-tail,244.512,0.5927234655149849,18.84173583984375,8.623199462890625,6690151.0,1179651.0,0.0,0.0,23.8,28.6,35.92,2.14,13.23,28.86,93.72,648304.0,692019.0,47.0,32768.0
+32,4,warp,882.432,0.3826515810850014,130.92962646484375,63.695068359375,34993031.0,8912994.0,0.0,0.0,26.68,27.15,30.21,1.3,25.46,43.29,89.23,282790.0,0.0,72.0,16512.0
+32,4,cta-radix4,960.032,0.35172160927969065,121.99334716796875,59.48040771484375,23315504.0,8913050.0,0.0,0.0,26.76,26.8,33.5,2.9,21.88,24.93,89.82,3536329.0,2490368.0,32.0,16512.0
+32,4,fused-tail,873.952,0.38636446852916406,85.35745239257812,36.698760986328125,22595653.0,4718626.0,0.0,0.0,24.03,29.8,27.96,2.81,16.17,33.26,90.11,2752887.0,2518609.0,32.0,33024.0
+32,4,split-tail,975.04,0.34630784378076795,175.64651489257812,60.25201416015625,28754586.0,6817854.0,0.0,0.0,27.0,17.17,40.95,2.81,27.82,30.13,86.48,2614736.0,2359296.0,32.0,16512.0
+32,4,register-tail,792.064,0.42630898513251453,147.482421875,49.1116943359375,26777553.0,4718595.0,0.0,0.0,29.55,22.84,37.58,4.43,29.99,27.58,89.98,2536680.0,2848091.0,47.0,32768.0
+64,1,warp,669.8240000000001,0.34172558761704563,42.695556640625,25.91259765625,9464099.0,2359322.0,0.0,0.0,18.4,30.58,33.61,1.16,12.0,37.47,87.45,137143.0,2.0,80.0,33024.0
+64,1,cta-radix4,440.736,0.5193494518260365,50.245330810546875,25.43267822265625,6368310.0,2359322.0,0.0,0.0,19.81,45.98,25.92,0.47,20.19,23.91,84.21,1677640.0,1179731.0,40.0,33024.0
+64,1,fused-tail,483.04,0.4738655183835707,42.46710205078125,16.961395263671875,6064209.0,1310730.0,0.0,0.0,12.48,26.68,31.9,0.58,14.6,35.38,82.9,1423746.0,1190128.0,42.0,66048.0
+64,1,split-tail,408.128,0.5608436568919555,58.090301513671875,21.406524658203125,7616343.0,1821519.0,0.0,0.0,20.81,41.02,29.74,0.33,22.84,32.13,84.57,1195854.0,1055230.0,48.0,33024.0
+64,1,register-tail,349.504,0.6549166819263871,39.01422119140625,16.14910888671875,7086238.0,1310730.0,0.0,0.0,15.61,25.86,42.06,0.18,18.99,30.95,86.86,1119368.0,1160942.0,128.0,49152.0
+64,4,warp,1970.208,0.3096850687846156,267.97344970703125,124.44674682617188,37840328.0,9437282.0,0.0,0.0,22.13,19.99,40.01,2.1,23.28,36.24,82.42,735290.0,499.0,80.0,33024.0
+64,4,cta-radix4,1364.704,0.4470888925364035,272.26123046875,106.47357177734375,25451261.0,9437282.0,0.0,0.0,22.13,27.17,35.15,1.45,32.12,23.07,79.67,6393583.0,4719821.0,40.0,33024.0
+64,4,fused-tail,1313.952,0.4643579065293101,204.1820068359375,68.67813110351562,24256598.0,5242914.0,0.0,0.0,12.49,14.68,38.64,0.69,24.43,35.65,79.8,5759957.0,4750563.0,42.0,66048.0
+64,4,split-tail,1365.28,0.44690026954177897,270.41265869140625,83.72879028320312,30425302.0,7310721.0,0.0,0.0,23.1,38.73,31.49,0.48,30.4,32.31,82.0,4664360.0,4223840.0,48.0,33024.0
+64,4,register-tail,1113.056,0.5481700830865652,201.09765625,68.8475341796875,28390085.0,5242914.0,0.0,0.0,18.75,11.26,49.96,1.07,27.1,30.47,81.88,4532723.0,4728296.0,128.0,49152.0
diff --git a/results/ncu_appt_tail_cores_selected/analysis.md b/results/ncu_appt_tail_cores_selected/analysis.md
new file mode 100644
index 0000000..e12c043
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/analysis.md
@@ -0,0 +1,38 @@
+# APPT Tail-Core NCU Attribution
+
+Matched V100 base-clock replay; throughput is relative to v0.6 10+10.
+
+| bits | batch | core | time us | throughput/v0.6 | DRAM R/W MiB | global sectors R/W | local sectors R/W | active warps | barrier | scoreboard | MIO throttle | registers | shared B |
+|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | `warp` | 312.5 | 0.464x | 20.2/13.5 | 8766726/2228250 | 0/0 | 25.2% | 52.7% | 20.3% | 0.4% | 72 | 16512 |
+| 32 | 1 | `cta-radix4` | 306.6 | 0.473x | 20.2/13.5 | 5830364/2228250 | 0/0 | 22.9% | 43.3% | 26.0% | 1.1% | 32 | 16512 |
+| 32 | 1 | `fused-tail` | 288.8 | 0.502x | 18.6/9.0 | 5674807/1179658 | 0/0 | 17.3% | 25.4% | 37.8% | 1.2% | 32 | 33024 |
+| 32 | 1 | `split-tail` | 313.0 | 0.463x | 23.5/11.1 | 7220510/1699868 | 0/0 | 22.7% | 40.6% | 34.3% | 0.5% | 32 | 16512 |
+| 32 | 1 | `register-tail` | 244.5 | 0.593x | 18.8/8.6 | 6690151/1179651 | 0/0 | 23.8% | 28.6% | 35.9% | 2.1% | 47 | 32768 |
+| 32 | 4 | `warp` | 882.4 | 0.383x | 130.9/63.7 | 34993031/8912994 | 0/0 | 26.7% | 27.1% | 30.2% | 1.3% | 72 | 16512 |
+| 32 | 4 | `cta-radix4` | 960.0 | 0.352x | 122.0/59.5 | 23315504/8913050 | 0/0 | 26.8% | 26.8% | 33.5% | 2.9% | 32 | 16512 |
+| 32 | 4 | `fused-tail` | 874.0 | 0.386x | 85.4/36.7 | 22595653/4718626 | 0/0 | 24.0% | 29.8% | 28.0% | 2.8% | 32 | 33024 |
+| 32 | 4 | `split-tail` | 975.0 | 0.346x | 175.6/60.3 | 28754586/6817854 | 0/0 | 27.0% | 17.2% | 41.0% | 2.8% | 32 | 16512 |
+| 32 | 4 | `register-tail` | 792.1 | 0.426x | 147.5/49.1 | 26777553/4718595 | 0/0 | 29.6% | 22.8% | 37.6% | 4.4% | 47 | 32768 |
+| 64 | 1 | `warp` | 669.8 | 0.342x | 42.7/25.9 | 9464099/2359322 | 0/0 | 18.4% | 30.6% | 33.6% | 1.2% | 80 | 33024 |
+| 64 | 1 | `cta-radix4` | 440.7 | 0.519x | 50.2/25.4 | 6368310/2359322 | 0/0 | 19.8% | 46.0% | 25.9% | 0.5% | 40 | 33024 |
+| 64 | 1 | `fused-tail` | 483.0 | 0.474x | 42.5/17.0 | 6064209/1310730 | 0/0 | 12.5% | 26.7% | 31.9% | 0.6% | 42 | 66048 |
+| 64 | 1 | `split-tail` | 408.1 | 0.561x | 58.1/21.4 | 7616343/1821519 | 0/0 | 20.8% | 41.0% | 29.7% | 0.3% | 48 | 33024 |
+| 64 | 1 | `register-tail` | 349.5 | 0.655x | 39.0/16.1 | 7086238/1310730 | 0/0 | 15.6% | 25.9% | 42.1% | 0.2% | 128 | 49152 |
+| 64 | 4 | `warp` | 1970.2 | 0.310x | 268.0/124.4 | 37840328/9437282 | 0/0 | 22.1% | 20.0% | 40.0% | 2.1% | 80 | 33024 |
+| 64 | 4 | `cta-radix4` | 1364.7 | 0.447x | 272.3/106.5 | 25451261/9437282 | 0/0 | 22.1% | 27.2% | 35.1% | 1.4% | 40 | 33024 |
+| 64 | 4 | `fused-tail` | 1314.0 | 0.464x | 204.2/68.7 | 24256598/5242914 | 0/0 | 12.5% | 14.7% | 38.6% | 0.7% | 42 | 66048 |
+| 64 | 4 | `split-tail` | 1365.3 | 0.447x | 270.4/83.7 | 30425302/7310721 | 0/0 | 23.1% | 38.7% | 31.5% | 0.5% | 48 | 33024 |
+| 64 | 4 | `register-tail` | 1113.1 | 0.548x | 201.1/68.8 | 28390085/5242914 | 0/0 | 18.8% | 11.3% | 50.0% | 1.1% | 128 | 49152 |
+
+## Findings
+
+1. Register-tail removes the second N-sized state without adding arithmetic work. Its warp-instruction ratio is 0.69x--0.85x v0.6 and its integer-thread ratio is 0.80x--0.89x.
+2. Zero local load/store sectors confirm that the retained low half does not spill. The 47/128-register uint32/uint64 kernels remain limited by the requested 3/2 CTA shared-memory residency.
+3. The remaining request traffic is much larger than the materialized data volume. Register-tail global-load sectors are 2.35x--3.59x v0.6 and store sectors are 2.25x--2.50x. DRAM writes remain close to the one-state floor at batch 1, so this is primarily L1/L2 request and transaction overhead rather than an extra global state.
+4. Register-tail L1 hit rate is only 27.6%--30.9%, while its L2 hit rate is 81.9%--93.7%. Together with 35.9%--50.0% long-scoreboard stall, this identifies repeated L2-served dependency/coefficient/state loads as the critical path.
+5. Active-warps samples reach only 0.57x--0.77x v0.6. Barrier stall remains 11.3%--28.6%, so the fused tail is not work-conserving even though its logical graph is dependency closed.
+6. The uint32 aggregate-readiness ablation improves NCU replay time by 1.4%--6.8% over the earlier distributed-flag capture, while global load/store sectors change by at most 0.03%. Readiness polling is therefore a latency contributor, but it does not explain the excess request traffic. Uint64 retains distributed flags because aggregate-counter contention was slower in the timing scan.
+7. Achieved DRAM throughput is 13.2%--30.0% of peak for uint32 and 19.0%--27.1% for uint64. The kernel is latency/request limited, not bandwidth saturated.
+
+Stall percentages are scheduler-state samples and must not be summed as time fractions.
diff --git a/results/ncu_appt_tail_cores_selected/cta-radix4_u32_b1.csv b/results/ncu_appt_tail_cores_selected/cta-radix4_u32_b1.csv
new file mode 100644
index 0000000..91eae65
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/cta-radix4_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152410 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152410
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diff --git a/results/ncu_appt_tail_cores_selected/cta-radix4_u32_b4.csv b/results/ncu_appt_tail_cores_selected/cta-radix4_u32_b4.csv
new file mode 100644
index 0000000..123fc92
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/cta-radix4_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152571 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152571
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diff --git a/results/ncu_appt_tail_cores_selected/cta-radix4_u64_b1.csv b/results/ncu_appt_tail_cores_selected/cta-radix4_u64_b1.csv
new file mode 100644
index 0000000..0a5ca49
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/cta-radix4_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152735 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152735
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diff --git a/results/ncu_appt_tail_cores_selected/cta-radix4_u64_b4.csv b/results/ncu_appt_tail_cores_selected/cta-radix4_u64_b4.csv
new file mode 100644
index 0000000..0fd1fea
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/cta-radix4_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152889 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152889
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diff --git a/results/ncu_appt_tail_cores_selected/fused-tail_u32_b1.csv b/results/ncu_appt_tail_cores_selected/fused-tail_u32_b1.csv
new file mode 100644
index 0000000..87c1dc6
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/fused-tail_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152447 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152447
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diff --git a/results/ncu_appt_tail_cores_selected/fused-tail_u32_b4.csv b/results/ncu_appt_tail_cores_selected/fused-tail_u32_b4.csv
new file mode 100644
index 0000000..4d9a548
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/fused-tail_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152599 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152599
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diff --git a/results/ncu_appt_tail_cores_selected/fused-tail_u64_b1.csv b/results/ncu_appt_tail_cores_selected/fused-tail_u64_b1.csv
new file mode 100644
index 0000000..0eb0b48
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/fused-tail_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152753 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152753
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diff --git a/results/ncu_appt_tail_cores_selected/fused-tail_u64_b4.csv b/results/ncu_appt_tail_cores_selected/fused-tail_u64_b4.csv
new file mode 100644
index 0000000..7d8a277
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/fused-tail_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152905 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152905
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diff --git a/results/ncu_appt_tail_cores_selected/register-tail_u32_b1.csv b/results/ncu_appt_tail_cores_selected/register-tail_u32_b1.csv
new file mode 100644
index 0000000..b2c5332
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/register-tail_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152481 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152481
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diff --git a/results/ncu_appt_tail_cores_selected/register-tail_u32_b4.csv b/results/ncu_appt_tail_cores_selected/register-tail_u32_b4.csv
new file mode 100644
index 0000000..c537343
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/register-tail_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152637 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152637
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diff --git a/results/ncu_appt_tail_cores_selected/register-tail_u64_b1.csv b/results/ncu_appt_tail_cores_selected/register-tail_u64_b1.csv
new file mode 100644
index 0000000..453d5ec
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/register-tail_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152789 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152789
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diff --git a/results/ncu_appt_tail_cores_selected/register-tail_u64_b4.csv b/results/ncu_appt_tail_cores_selected/register-tail_u64_b4.csv
new file mode 100644
index 0000000..705af7f
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/register-tail_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152947 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152947
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diff --git a/results/ncu_appt_tail_cores_selected/split-tail_u32_b1.csv b/results/ncu_appt_tail_cores_selected/split-tail_u32_b1.csv
new file mode 100644
index 0000000..334dbdd
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/split-tail_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152463 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152463
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diff --git a/results/ncu_appt_tail_cores_selected/split-tail_u32_b4.csv b/results/ncu_appt_tail_cores_selected/split-tail_u32_b4.csv
new file mode 100644
index 0000000..c8eb14f
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/split-tail_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152617 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152617
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diff --git a/results/ncu_appt_tail_cores_selected/split-tail_u64_b1.csv b/results/ncu_appt_tail_cores_selected/split-tail_u64_b1.csv
new file mode 100644
index 0000000..27057eb
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/split-tail_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152771 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152771
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diff --git a/results/ncu_appt_tail_cores_selected/split-tail_u64_b4.csv b/results/ncu_appt_tail_cores_selected/split-tail_u64_b4.csv
new file mode 100644
index 0000000..7edf0ef
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/split-tail_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152925 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152925
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+"0","152925","cuntt_bench","127.0.0.1","void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned long>(const T1 *, T1 *, T1 *, T1 *, unsigned int *, unsigned int *, unsigned long, unsigned int, unsigned int, unsigned long long *, cuntt::<unnamed>::NttStageOperatorT<T1>)","2026-Aug-21 19:01:24","1","7","320","2","0","1","1","0","1","1","0","0","1","320","1,530,000","7","0","0","1","1","1","1","1","0","0","Tesla V100-SXM2-16GB","0","4,096","8","0","1","4,096","1","1","1","0","1","498,143,454","7,601","32,000","16","2","2","8,000","16","161","303,173,854","1","0","0","0","1","320","0","1","6,291,456","64","32","1","1","0","1,024","1,024","64","32","1,530,000","2,147,483,647","65,535","65,535","4","1","877,000","0","2,147,483,647","65,536","65,536","255","49,152","98,304","98,304","1,024","2,048","64","16","2,048","32,768","32,768","65,536","32,768","2,048","32,768","131,072","16,384","16,384","16,384","2,046","32,768","32,768","2,048","32,768","268,435,456","32,768","131,072","32,768","32,768","65,536","32,768","2,048","32,768","65,000","2,097,120","131,072","32,768","32,768","131,072","16,384","32,768","16,384","8,192","16,384","8,192","2,046","32,768","32,768","877,000","1","9","0","0","80","8","4","1","0","0","168","0","0","1","15","0","7","2","1","1","512","0","512","32","65,536","16,928,342,016","1","1","32","283,548,224","87,796,000","30.40","1,365,280","4,664,360","4,223,840","32.31","30,425,302","7,310,721","0","0","256","1","1","256","1","0","cudaFuncCachePreferNone","132,963,247,699,200","160","1","1","160","32","5","2","8","1,478","3,088","2,776","48","12,288","98,304","33,024","33,024","0","33,024","0","7","40,960","1","82.00","0","0","0","no data","0","0","0","0","","0","0","0","6","0","0","no data","0","0","0","159,387,008","159,387,008","159,387,008","1,753,257,088","159,387,008","159,387,008","159,387,008","1,753,257,088","11","0","16","25","23.10","73,351,441","4","1,822,115,341","38.73","31.49","0.48","6.19"
diff --git a/results/ncu_appt_tail_cores_selected/summary.csv b/results/ncu_appt_tail_cores_selected/summary.csv
new file mode 100644
index 0000000..3d26b02
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/summary.csv
@@ -0,0 +1,25 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+cta-radix4_u32_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned int,",240,256,306.624,20.18829345703125,13.47296142578125,5830364.0,2228250.0,0.0,0.0,12.98,93.05,25.7,951702.0,622592.0,11729741.0,,250178000.0,,,,,22.95,43.31,6.14,26.04,1.05,32.0,16512.0,0.6,8.0,5.0,8.0
+cta-radix4_u32_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned int,",240,256,960.032,121.99334716796875,59.48040771484375,23315504.0,8913050.0,0.0,0.0,21.88,89.82,24.93,3536329.0,2490368.0,45236599.0,,992976253.0,,,,,26.76,26.8,6.01,33.5,2.9,32.0,16512.0,0.6,8.0,5.0,8.0
+cta-radix4_u64_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,440.736,50.245330810546875,25.43267822265625,6368310.0,2359322.0,0.0,0.0,20.19,84.21,23.91,1677640.0,1179731.0,19801009.0,,470032880.0,,,,,19.81,45.98,6.93,25.92,0.47,40.0,33024.0,1.0,6.0,2.0,8.0
+cta-radix4_u64_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,1364.704,272.26123046875,106.47357177734375,25451261.0,9437282.0,0.0,0.0,32.12,79.67,23.07,6393583.0,4719821.0,77059591.0,,1873610430.0,,,,,22.13,27.17,7.27,35.15,1.45,40.0,33024.0,1.0,6.0,2.0,8.0
+fused-tail_u32_b1,0,void cuntt::<unnamed>::appt_online_fused_tail_log20_kernel<unsigned int>,160,256,288.8,18.571502685546875,8.98089599609375,5674807.0,1179658.0,0.0,0.0,11.19,93.17,34.3,764950.0,632738.0,9865302.0,,220937875.0,,,,,17.32,25.39,8.23,37.78,1.18,32.0,33024.0,1.0,8.0,2.0,8.0
+fused-tail_u32_b4,0,void cuntt::<unnamed>::appt_online_fused_tail_log20_kernel<unsigned int>,160,256,873.952,85.35745239257812,36.698760986328125,22595653.0,4718626.0,0.0,0.0,16.17,90.11,33.26,2752887.0,2518609.0,39502772.0,,877067873.0,,,,,24.03,29.8,5.8,27.96,2.81,32.0,33024.0,1.0,8.0,2.0,8.0
+fused-tail_u64_b1,0,void cuntt::<unnamed>::appt_online_fused_tail_log20_kernel<unsigned long>,80,256,483.04,42.46710205078125,16.961395263671875,6064209.0,1310730.0,0.0,0.0,14.6,82.9,35.38,1423746.0,1190128.0,17730311.0,,443526381.0,,,,,12.48,26.68,11.84,31.9,0.58,42.0,66048.0,1.0,5.0,1.0,8.0
+fused-tail_u64_b4,0,void cuntt::<unnamed>::appt_online_fused_tail_log20_kernel<unsigned long>,80,256,1313.952,204.1820068359375,68.67813110351562,24256598.0,5242914.0,0.0,0.0,24.43,79.8,35.65,5759957.0,4750563.0,70184200.0,,1750576757.0,,,,,12.49,14.68,13.02,38.64,0.69,42.0,66048.0,1.0,5.0,1.0,8.0
+register-tail_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,244.512,18.84173583984375,8.623199462890625,6690151.0,1179651.0,0.0,0.0,13.23,93.72,28.86,648304.0,692019.0,9969682.0,,215417209.0,,,,,23.8,28.6,6.49,35.92,2.14,47.0,32768.0,1.0,5.0,3.0,8.0
+register-tail_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,792.064,147.482421875,49.1116943359375,26777553.0,4718595.0,0.0,0.0,29.99,89.98,27.58,2536680.0,2848091.0,39141462.0,,856481724.0,,,,,29.55,22.84,5.48,37.58,4.43,47.0,32768.0,1.0,5.0,3.0,8.0
+register-tail_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,349.504,39.01422119140625,16.14910888671875,7086238.0,1310730.0,0.0,0.0,18.99,86.86,30.95,1119368.0,1160942.0,17645902.0,,438042480.0,,,,,15.61,25.86,9.83,42.06,0.18,128.0,49152.0,1.0,2.0,2.0,8.0
+register-tail_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,1113.056,201.09765625,68.8475341796875,28390085.0,5242914.0,0.0,0.0,27.1,81.88,30.47,4532723.0,4728296.0,69721944.0,,1725232431.0,,,,,18.75,11.26,9.28,49.96,1.07,128.0,49152.0,1.0,2.0,2.0,8.0
+split-tail_u32_b1,0,void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned int>,240,256,313.024,23.508636474609375,11.087371826171875,7220510.0,1699868.0,0.0,0.0,13.09,93.32,31.17,655780.0,589824.0,10546212.0,,234682620.0,,,,,22.74,40.59,5.79,34.33,0.48,32.0,16512.0,0.6,8.0,5.0,8.0
+split-tail_u32_b4,0,void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned int>,240,256,975.04,175.64651489257812,60.25201416015625,28754586.0,6817854.0,0.0,0.0,27.82,86.48,30.13,2614736.0,2359296.0,40840293.0,,917763657.0,,,,,27.0,17.17,5.57,40.95,2.81,32.0,16512.0,0.6,8.0,5.0,8.0
+split-tail_u64_b1,0,void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned long>,160,256,408.128,58.090301513671875,21.406524658203125,7616343.0,1821519.0,0.0,0.0,22.84,84.57,32.13,1195854.0,1055230.0,18472761.0,,460887283.0,,,,,20.81,41.02,6.52,29.74,0.33,48.0,33024.0,1.0,5.0,2.0,8.0
+split-tail_u64_b4,0,void cuntt::<unnamed>::appt_online_split_tail_log20_kernel<unsigned long>,160,256,1365.28,270.41265869140625,83.72879028320312,30425302.0,7310721.0,0.0,0.0,30.4,82.0,32.31,4664360.0,4223840.0,73351441.0,,1822115341.0,,,,,23.1,38.73,6.19,31.49,0.48,48.0,33024.0,1.0,5.0,2.0,8.0
+v06_u32_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,144.928,13.46368408203125,8.909759521484375,1870600.0,524291.0,0.0,1024.0,17.91,75.11,45.29,729210.0,1705658.0,14546330.0,,268511645.0,,,,,42.08,3.9,9.39,20.93,3.6,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u32_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,337.664,62.399505615234375,34.044952392578125,7451064.0,2097155.0,0.0,4096.0,32.96,68.94,46.12,2988793.0,6823278.0,49888437.0,,1047869231.0,,,,,47.21,5.2,10.28,32.87,5.22,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u64_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,228.89600000000002,30.899688720703125,16.490234375,3012598.0,524291.0,0.0,1024.0,24.31,52.59,51.06,1270756.0,1966708.0,23821832.0,,492152636.0,,,,,23.54,2.79,15.19,21.42,0.4,48.0,32816.0,1.0,5.0,2.0,8.0
+v06_u64_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,610.144,127.84060668945312,64.7891845703125,12038986.0,2097155.0,0.0,4096.0,36.6,48.89,51.89,5093497.0,7866376.0,82463085.0,,1932973776.0,,,,,24.3,3.52,15.8,32.32,0.57,48.0,32816.0,1.0,5.0,2.0,8.0
+warp_u32_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned int,",240,256,312.512,20.16375732421875,13.48748779296875,8766726.0,2228250.0,0.0,0.0,13.39,92.98,44.2,131346.0,0.0,14874056.0,,203955244.0,,,,,25.24,52.66,6.74,20.27,0.37,72.0,16512.0,1.0,3.0,3.0,8.0
+warp_u32_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned int,",240,256,882.432,130.92962646484375,63.695068359375,34993031.0,8912994.0,0.0,0.0,25.46,89.23,43.29,282790.0,0.0,57423716.0,,802219988.0,,,,,26.68,27.15,6.99,30.21,1.3,72.0,16512.0,1.0,3.0,3.0,8.0
+warp_u64_b1,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,669.8240000000001,42.695556640625,25.91259765625,9464099.0,2359322.0,0.0,0.0,12.0,87.45,37.47,137143.0,2.0,32739513.0,,434818275.0,,,,,18.4,30.58,10.01,33.61,1.16,80.0,33024.0,1.0,3.0,2.0,8.0
+warp_u64_b4,0,"void cuntt::<unnamed>::appt_online_log20_kernel<unsigned long,",160,256,1970.208,267.97344970703125,124.44674682617188,37840328.0,9437282.0,0.0,0.0,23.28,82.42,36.24,735290.0,499.0,129745716.0,,1731807441.0,,,,,22.13,19.99,9.5,40.01,2.1,80.0,33024.0,1.0,3.0,2.0,8.0
diff --git a/results/ncu_appt_tail_cores_selected/v06_u32_b1.csv b/results/ncu_appt_tail_cores_selected/v06_u32_b1.csv
new file mode 100644
index 0000000..6c274b0
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/v06_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152345 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152345
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diff --git a/results/ncu_appt_tail_cores_selected/v06_u32_b4.csv b/results/ncu_appt_tail_cores_selected/v06_u32_b4.csv
new file mode 100644
index 0000000..a1910e2
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/v06_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152501 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152501
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diff --git a/results/ncu_appt_tail_cores_selected/v06_u64_b1.csv b/results/ncu_appt_tail_cores_selected/v06_u64_b1.csv
new file mode 100644
index 0000000..bff2e9c
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/v06_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152659 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152659
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diff --git a/results/ncu_appt_tail_cores_selected/v06_u64_b4.csv b/results/ncu_appt_tail_cores_selected/v06_u64_b4.csv
new file mode 100644
index 0000000..47d50e4
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/v06_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152818 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152818
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diff --git a/results/ncu_appt_tail_cores_selected/warp_u32_b1.csv b/results/ncu_appt_tail_cores_selected/warp_u32_b1.csv
new file mode 100644
index 0000000..fc2082e
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/warp_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152362 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152362
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diff --git a/results/ncu_appt_tail_cores_selected/warp_u32_b4.csv b/results/ncu_appt_tail_cores_selected/warp_u32_b4.csv
new file mode 100644
index 0000000..f968a59
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/warp_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152531 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152531
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diff --git a/results/ncu_appt_tail_cores_selected/warp_u64_b1.csv b/results/ncu_appt_tail_cores_selected/warp_u64_b1.csv
new file mode 100644
index 0000000..d02c9da
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/warp_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152698 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152698
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diff --git a/results/ncu_appt_tail_cores_selected/warp_u64_b4.csv b/results/ncu_appt_tail_cores_selected/warp_u64_b4.csv
new file mode 100644
index 0000000..98e8308
--- /dev/null
+++ b/results/ncu_appt_tail_cores_selected/warp_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 152859 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 152859
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diff --git a/results/ncu_appt_writer_final/analysis.md b/results/ncu_appt_writer_final/analysis.md
new file mode 100644
index 0000000..f46fc90
--- /dev/null
+++ b/results/ncu_appt_writer_final/analysis.md
@@ -0,0 +1,32 @@
+# APPT Writer-Final NCU Attribution
+
+V100 base-clock kernel replay. Ratios use the corrected grouped producer with its independently selected mapping.
+
+| bits | batch | variant | time us | load/grouped | store/grouped | DRAM read MiB | DRAM write MiB | L2 hit | warp-inst/grouped | integer/grouped | active warps | barrier | scoreboard | MIO | regs | waves/SM |
+|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| 32 | 1 | `v06` | 143.8 | 0.517x | 1.323x | 13.4 | 8.7 | 75.4% | 1.196x | 1.069x | 41.7% | 4.2% | 20.8% | 3.6% | 40 | 0.80 |
+| 32 | 1 | `grouped` | 198.1 | 1.000x | 1.000x | 23.5 | 13.1 | 86.6% | 1.000x | 1.000x | 27.7% | 23.5% | 36.6% | 3.7% | 48 | 1.00 |
+| 32 | 1 | `writer_final` | 176.7 | 0.782x | 0.988x | 21.7 | 13.1 | 83.3% | 1.004x | 0.988x | 29.5% | 25.4% | 34.4% | 4.0% | 80 | 1.00 |
+| 32 | 4 | `v06` | 342.4 | 0.512x | 1.319x | 67.0 | 36.5 | 68.4% | 1.094x | 1.054x | 46.9% | 5.0% | 33.3% | 5.1% | 40 | 0.80 |
+| 32 | 4 | `grouped` | 624.6 | 1.000x | 1.000x | 116.8 | 49.2 | 81.8% | 1.000x | 1.000x | 32.4% | 19.9% | 38.4% | 6.6% | 48 | 1.00 |
+| 32 | 4 | `writer_final` | 506.1 | 0.784x | 0.963x | 108.1 | 49.1 | 78.6% | 1.001x | 0.986x | 33.5% | 17.6% | 39.6% | 6.7% | 80 | 1.00 |
+| 32 | 16 | `v06` | 1077.2 | 0.512x | 1.333x | 262.7 | 141.1 | 66.5% | 1.045x | 1.053x | 48.6% | 5.7% | 40.6% | 5.7% | 40 | 0.80 |
+| 32 | 16 | `grouped` | 2158.8 | 1.000x | 1.000x | 515.8 | 192.4 | 80.7% | 1.000x | 1.000x | 34.9% | 24.3% | 37.9% | 8.1% | 48 | 1.00 |
+| 32 | 16 | `writer_final` | 1838.1 | 0.766x | 0.991x | 481.8 | 193.4 | 75.2% | 0.999x | 0.985x | 34.1% | 15.8% | 41.8% | 8.3% | 80 | 1.00 |
+| 64 | 1 | `v06` | 232.2 | 0.724x | 0.674x | 30.9 | 16.7 | 52.6% | 1.170x | 1.042x | 23.4% | 2.9% | 21.3% | 0.4% | 48 | 1.00 |
+| 64 | 1 | `grouped` | 318.5 | 1.000x | 1.000x | 52.0 | 24.6 | 73.7% | 1.000x | 1.000x | 17.4% | 15.0% | 43.8% | 0.6% | 128 | 1.00 |
+| 64 | 1 | `writer_final` | 319.7 | 0.836x | 1.000x | 55.1 | 25.4 | 66.8% | 0.982x | 0.983x | 18.9% | 15.4% | 42.5% | 0.8% | 127 | 1.00 |
+| 64 | 4 | `v06` | 612.1 | 0.719x | 0.667x | 127.8 | 65.2 | 49.1% | 1.073x | 1.036x | 24.3% | 3.5% | 32.4% | 0.6% | 48 | 1.00 |
+| 64 | 4 | `grouped` | 969.3 | 1.000x | 1.000x | 229.3 | 96.9 | 70.7% | 1.000x | 1.000x | 20.7% | 9.7% | 48.7% | 2.0% | 128 | 1.00 |
+| 64 | 4 | `writer_final` | 948.2 | 0.835x | 1.019x | 230.8 | 98.1 | 64.6% | 1.012x | 0.990x | 19.9% | 8.9% | 47.2% | 1.6% | 127 | 1.00 |
+| 64 | 16 | `v06` | 2000.7 | 0.721x | 0.667x | 514.4 | 257.7 | 49.0% | 1.025x | 1.034x | 24.8% | 3.9% | 37.5% | 0.6% | 48 | 1.00 |
+| 64 | 16 | `grouped` | 3359.7 | 1.000x | 1.000x | 919.3 | 384.9 | 70.7% | 1.000x | 1.000x | 21.5% | 7.4% | 50.2% | 2.3% | 128 | 1.00 |
+| 64 | 16 | `writer_final` | 3297.2 | 0.827x | 1.000x | 977.8 | 385.7 | 62.1% | 0.989x | 0.986x | 18.4% | 7.7% | 48.6% | 1.8% | 127 | 1.00 |
+
+Writer-final reduces global-load sectors versus corrected grouped by 21.6%--23.4% for uint32 and 16.4%--17.3% for uint64. Warp and integer instruction counts change by at most 1.8%; uint64 remains at the same two-CTA/SM shared-memory limit and essentially the same 127/128 registers per thread. The numeric crossover is therefore not caused by extra butterfly work, register spill, or lower theoretical CTA residency.
+
+The saved sectors do not translate uniformly into DRAM traffic. Uint32 DRAM reads fall by 6.6%--7.6% despite a 3.2--5.4 point L2-hit loss, which is sufficient for the measured event gain. Uint64 L2 hit rate falls by 6.1--8.6 points and DRAM reads rise by 0.7%--6.4%; this cancels the sector reduction and explains its neutral event result. The transform-major writer alternates pre-final low/high streams separated by `N/2` and does not reuse stage-19 coefficients across batch transforms.
+
+Relative to v0.6, writer-final still issues about 1.50x/1.15x load sectors for uint32/uint64. Uint64 also retains exactly 1.50x store sectors because APPT materializes producer state, static tail publication, and natural output, whereas the `10+10` v0.6 path has two coalesced value stores. The next controlled mapping should traverse the batch data-time coordinate inside a fixed spatial subgraph so homogeneous transforms reuse coefficients and cache lines; another arithmetic-only radix change is not indicated.
+
+CUDA-event timing in `results/appt_writer_final/confirmed/analysis.md` remains the ranking authority. This report determines whether stage-19 writer fusion reduces requests and whether writer occupancy or arithmetic latency offsets that reduction.
diff --git a/results/ncu_appt_writer_final/grouped_u32_b1.csv b/results/ncu_appt_writer_final/grouped_u32_b1.csv
new file mode 100644
index 0000000..9ad156f
--- /dev/null
+++ b/results/ncu_appt_writer_final/grouped_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922306 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922306
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diff --git a/results/ncu_appt_writer_final/grouped_u32_b16.csv b/results/ncu_appt_writer_final/grouped_u32_b16.csv
new file mode 100644
index 0000000..26ea37f
--- /dev/null
+++ b/results/ncu_appt_writer_final/grouped_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922518 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922518
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diff --git a/results/ncu_appt_writer_final/grouped_u32_b4.csv b/results/ncu_appt_writer_final/grouped_u32_b4.csv
new file mode 100644
index 0000000..1b57f09
--- /dev/null
+++ b/results/ncu_appt_writer_final/grouped_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922430 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922430
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diff --git a/results/ncu_appt_writer_final/grouped_u64_b1.csv b/results/ncu_appt_writer_final/grouped_u64_b1.csv
new file mode 100644
index 0000000..5939452
--- /dev/null
+++ b/results/ncu_appt_writer_final/grouped_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922601 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922601
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diff --git a/results/ncu_appt_writer_final/grouped_u64_b16.csv b/results/ncu_appt_writer_final/grouped_u64_b16.csv
new file mode 100644
index 0000000..c8474a6
--- /dev/null
+++ b/results/ncu_appt_writer_final/grouped_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922770 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922770
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diff --git a/results/ncu_appt_writer_final/grouped_u64_b4.csv b/results/ncu_appt_writer_final/grouped_u64_b4.csv
new file mode 100644
index 0000000..e47a4b6
--- /dev/null
+++ b/results/ncu_appt_writer_final/grouped_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922685 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922685
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+"0","2922685","cuntt_bench","127.0.0.1","void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long, (unsigned int)256, (unsigned int)2, (bool)0, (bool)0, (bool)0, (bool)0, (unsigned int)32, (bool)0, (unsigned int)16, (bool)0, (bool)1>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, unsigned int, unsigned int, unsigned int, unsigned long long *, cuntt::<unnamed>::NttStageOperatorT<T1>)","2026-Aug-22 22:05:48","1","7","320","2","0","1","1","0","1","1","0","0","1","320","1,530,000","7","0","0","1","1","1","1","1","0","0","Tesla V100-SXM2-16GB","0","4,096","8","0","1","4,096","1","1","1","0","1","498,143,454","7,601","32,000","16","2","2","8,000","16","161","303,173,854","1","0","0","0","1","320","0","1","6,291,456","64","32","1","1","0","1,024","1,024","64","32","1,530,000","2,147,483,647","65,535","65,535","4","1","877,000","0","2,147,483,647","65,536","65,536","255","49,152","98,304","98,304","1,024","2,048","64","16","2,048","32,768","32,768","65,536","32,768","2,048","32,768","131,072","16,384","16,384","16,384","2,046","32,768","32,768","2,048","32,768","268,435,456","32,768","131,072","32,768","32,768","65,536","32,768","2,048","32,768","65,000","2,097,120","131,072","32,768","32,768","131,072","16,384","32,768","16,384","8,192","16,384","8,192","2,046","32,768","32,768","877,000","1","9","0","0","80","8","4","1","0","0","168","0","0","1","15","0","7","2","1","1","512","0","512","32","65,536","16,928,342,016","1","1","32","240,461,440","101,580,032","39.27","969,312","0.00","16,650,272","3,145,735","256","1","1","256","1","0","cudaFuncCachePreferNone","133,823,549,781,248","160","1","1","160","32","2","2","8","346","3,088","1,552","128","32,768","98,304","49,152","49,152","0","49,152","0","7","40,960","1","70.74","0","0","0","no data","0","0","0","0","","0","0","0","6","0","0","no data","0","0","0","176,161,312","176,161,312","176,161,312","1,056,967,872","176,161,312","176,161,312","176,161,312","1,056,967,872","6","0","16","25","20.72","76,578,213","4","1,868,778,755","9.68","48.71","2.01"
diff --git a/results/ncu_appt_writer_final/summary.csv b/results/ncu_appt_writer_final/summary.csv
new file mode 100644
index 0000000..04bc95c
--- /dev/null
+++ b/results/ncu_appt_writer_final/summary.csv
@@ -0,0 +1,19 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+grouped_u32_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,2158.784,515.7541198730469,192.38449096679688,58195109.0,6291470.0,,,38.28,80.65,0.0,,,178160059.0,,3945121218.0,,,,,34.93,24.33,,37.92,8.09,48.0,32768.0,1.0,5.0,3.0,8.0
+grouped_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,198.112,23.468902587890625,13.05364990234375,3640590.0,396360.0,,,21.52,86.61,0.64,,,12180218.0,,251379084.0,,,,,27.69,23.53,,36.59,3.67,48.0,32768.0,1.0,5.0,3.0,8.0
+grouped_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,624.576,116.80538940429688,49.197662353515625,14551437.0,1589429.0,,,31.02,81.77,0.15,,,45919770.0,,994334340.0,,,,,32.39,19.94,,38.38,6.64,48.0,32768.0,1.0,5.0,3.0,8.0
+grouped_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,3359.712,919.3192749023438,384.9483947753906,66585791.0,12582934.0,,,45.3,70.69,0.0,,,304224418.0,,7453273868.0,,,,,21.46,7.44,,50.23,2.33,128.0,49152.0,1.0,2.0,2.0,8.0
+grouped_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,318.464,52.016448974609375,24.62518310546875,4167215.0,778167.0,,,28.09,73.66,0.98,,,20371673.0,,473809087.0,,,,,17.4,15.04,,43.8,0.56,128.0,49152.0,1.0,2.0,2.0,8.0
+grouped_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,969.312,229.3218994140625,96.874267578125,16650272.0,3145735.0,,,39.27,70.74,0.0,,,76578213.0,,1868778755.0,,,,,20.72,9.68,,48.71,2.01,128.0,49152.0,1.0,2.0,2.0,8.0
+v06_u32_b16,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,1077.248,262.6643981933594,141.13723754882812,29791199.0,8388611.0,,,43.74,66.54,47.0,,,186089521.0,,4153875168.0,,,,,48.58,5.68,,40.6,5.67,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u32_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,143.808,13.36004638671875,8.69183349609375,1883813.0,524291.0,,,17.9,75.37,45.29,,,14571375.0,,268757389.0,,,,,41.67,4.17,,20.84,3.58,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u32_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,342.368,66.95773315429688,36.51959228515625,7446663.0,2097155.0,,,35.27,68.36,46.2,,,50236366.0,,1047853357.0,,,,,46.88,5.01,,33.34,5.09,40.0,16416.0,0.8,6.0,5.0,8.0
+v06_u64_b16,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,2000.736,514.4479675292969,257.7452697753906,47979838.0,8388611.0,,,45.04,49.04,52.11,,,311700158.0,,7703613317.0,,,,,24.79,3.85,,37.52,0.63,48.0,32816.0,1.0,5.0,2.0,8.0
+v06_u64_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,232.22400000000002,30.885650634765625,16.653411865234375,3016702.0,524291.0,,,23.89,52.62,50.9,,,23832627.0,,493597404.0,,,,,23.45,2.85,,21.27,0.4,48.0,32816.0,1.0,5.0,2.0,8.0
+v06_u64_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,612.128,127.81314086914062,65.24755859375,11965145.0,2097155.0,,,36.81,49.11,51.78,,,82146120.0,,1935312197.0,,,,,24.31,3.51,,32.43,0.58,48.0,32816.0,1.0,5.0,2.0,8.0
+writer_final_u32_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,1838.144,481.7856140136719,193.41201782226562,44556384.0,6233436.0,,,42.87,75.25,0.26,,,177953097.0,,3885159482.0,,,,,34.12,15.75,,41.78,8.29,80.0,32768.0,1.0,3.0,3.0,8.0
+writer_final_u32_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,176.704,21.6881103515625,13.135894775390625,2847882.0,391638.0,,,23.01,83.31,2.66,,,12230525.0,,248315126.0,,,,,29.48,25.43,,34.4,3.98,80.0,32768.0,1.0,3.0,3.0,8.0
+writer_final_u32_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned int,",240,256,506.144,108.11453247070312,49.085479736328125,11413806.0,1529829.0,,,36.25,78.6,2.44,,,45963446.0,,980741602.0,,,,,33.45,17.58,,39.57,6.7,80.0,32768.0,1.0,3.0,3.0,8.0
+writer_final_u64_b16,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,3297.184,977.84619140625,385.6585388183594,55040469.0,12582934.0,,,48.26,62.12,0.03,,,300945961.0,,7350361467.0,,,,,18.41,7.69,,48.65,1.77,127.0,49152.0,1.0,2.0,2.0,8.0
+writer_final_u64_b1,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,319.68,55.107269287109375,25.425018310546875,3483311.0,777979.0,,,29.4,66.79,2.25,,,20008235.0,,465720122.0,,,,,18.85,15.45,,42.49,0.78,127.0,49152.0,1.0,2.0,2.0,8.0
+writer_final_u64_b4,0,"void cuntt::<unnamed>::appt_online_register_tail_log20_kernel<unsigned long,",160,256,948.192,230.82489013671875,98.07855224609375,13901115.0,3204507.0,,,40.48,64.61,1.91,,,77517703.0,,1849664165.0,,,,,19.93,8.87,,47.23,1.63,127.0,49152.0,1.0,2.0,2.0,8.0
diff --git a/results/ncu_appt_writer_final/v06_u32_b1.csv b/results/ncu_appt_writer_final/v06_u32_b1.csv
new file mode 100644
index 0000000..8266fd5
--- /dev/null
+++ b/results/ncu_appt_writer_final/v06_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922266 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922266
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diff --git a/results/ncu_appt_writer_final/v06_u32_b16.csv b/results/ncu_appt_writer_final/v06_u32_b16.csv
new file mode 100644
index 0000000..ba1d50f
--- /dev/null
+++ b/results/ncu_appt_writer_final/v06_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922478 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922478
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diff --git a/results/ncu_appt_writer_final/v06_u32_b4.csv b/results/ncu_appt_writer_final/v06_u32_b4.csv
new file mode 100644
index 0000000..8c81aed
--- /dev/null
+++ b/results/ncu_appt_writer_final/v06_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922390 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922390
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diff --git a/results/ncu_appt_writer_final/v06_u64_b1.csv b/results/ncu_appt_writer_final/v06_u64_b1.csv
new file mode 100644
index 0000000..73127ca
--- /dev/null
+++ b/results/ncu_appt_writer_final/v06_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922578 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922578
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diff --git a/results/ncu_appt_writer_final/v06_u64_b16.csv b/results/ncu_appt_writer_final/v06_u64_b16.csv
new file mode 100644
index 0000000..b19597b
--- /dev/null
+++ b/results/ncu_appt_writer_final/v06_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922747 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922747
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diff --git a/results/ncu_appt_writer_final/v06_u64_b4.csv b/results/ncu_appt_writer_final/v06_u64_b4.csv
new file mode 100644
index 0000000..9456a77
--- /dev/null
+++ b/results/ncu_appt_writer_final/v06_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922664 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922664
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diff --git a/results/ncu_appt_writer_final/writer_final_u32_b1.csv b/results/ncu_appt_writer_final/writer_final_u32_b1.csv
new file mode 100644
index 0000000..b89bf27
--- /dev/null
+++ b/results/ncu_appt_writer_final/writer_final_u32_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922357 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922357
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diff --git a/results/ncu_appt_writer_final/writer_final_u32_b16.csv b/results/ncu_appt_writer_final/writer_final_u32_b16.csv
new file mode 100644
index 0000000..62269e7
--- /dev/null
+++ b/results/ncu_appt_writer_final/writer_final_u32_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922557 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922557
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diff --git a/results/ncu_appt_writer_final/writer_final_u32_b4.csv b/results/ncu_appt_writer_final/writer_final_u32_b4.csv
new file mode 100644
index 0000000..b39069b
--- /dev/null
+++ b/results/ncu_appt_writer_final/writer_final_u32_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922452 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922452
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diff --git a/results/ncu_appt_writer_final/writer_final_u64_b1.csv b/results/ncu_appt_writer_final/writer_final_u64_b1.csv
new file mode 100644
index 0000000..2c0d2bf
--- /dev/null
+++ b/results/ncu_appt_writer_final/writer_final_u64_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922622 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922622
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diff --git a/results/ncu_appt_writer_final/writer_final_u64_b16.csv b/results/ncu_appt_writer_final/writer_final_u64_b16.csv
new file mode 100644
index 0000000..a3289ad
--- /dev/null
+++ b/results/ncu_appt_writer_final/writer_final_u64_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922791 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922791
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diff --git a/results/ncu_appt_writer_final/writer_final_u64_b4.csv b/results/ncu_appt_writer_final/writer_final_u64_b4.csv
new file mode 100644
index 0000000..e846866
--- /dev/null
+++ b/results/ncu_appt_writer_final/writer_final_u64_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2922709 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118/cuntt_bench)
+==PROF== Disconnected from process 2922709
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diff --git a/results/ncu_hierarchical_cores/analysis.csv b/results/ncu_hierarchical_cores/analysis.csv
new file mode 100644
index 0000000..43a989b
--- /dev/null
+++ b/results/ncu_hierarchical_cores/analysis.csv
@@ -0,0 +1,3 @@
+word_bits,native_time_us,mature_time_us,mature_over_native_time_us,native_dram_read_mib,mature_dram_read_mib,mature_over_native_dram_read_mib,native_dram_write_mib,mature_dram_write_mib,mature_over_native_dram_write_mib,native_warp_instructions,mature_warp_instructions,mature_over_native_warp_instructions,native_integer_thread_instructions,mature_integer_thread_instructions,mature_over_native_integer_thread_instructions,native_active_warps_pct,mature_active_warps_pct,mature_over_native_active_warps_pct,native_barrier_stall_pct,mature_barrier_stall_pct,mature_over_native_barrier_stall_pct,native_long_scoreboard_stall_pct,mature_long_scoreboard_stall_pct,mature_over_native_long_scoreboard_stall_pct,native_registers_per_thread,mature_registers_per_thread,mature_over_native_registers_per_thread,native_shared_mem_bytes,mature_shared_mem_bytes,mature_over_native_shared_mem_bytes,native_occupancy_register_block_limit,mature_occupancy_register_block_limit,mature_over_native_occupancy_register_block_limit,native_occupancy_shared_block_limit,mature_occupancy_shared_block_limit,mature_over_native_occupancy_shared_block_limit,native_occupancy_warp_block_limit,mature_occupancy_warp_block_limit,mature_over_native_occupancy_warp_block_limit,native_effective_block_limit,mature_effective_block_limit
+32,269.248,308.928,1.1473734252436416,59.2943115234375,55.15509033203125,0.9301919343515757,33.306732177734375,34.8726806640625,1.0470159749678165,44218198.0,41696069.0,0.9429617416792968,1027573399.0,942025795.0,0.9167479383144289,56.76,56.76,1.0,15.54,12.57,0.8088803088803089,35.29,47.74,1.3527911589685464,38.0,32.0,0.8421052631578947,16400.0,16400.0,1.0,6.0,8.0,1.3333333333333333,5.0,5.0,1.0,8.0,8.0,1.0,5.0,5.0
+64,506.72,521.312,1.0287969687401326,128.308349609375,128.3460693359375,1.0002939771782378,66.76837158203125,68.3212890625,1.0232582799860686,83016435.0,79178100.0,0.953764155254318,2060179973.0,1937480226.0,0.9404422193167296,49.58,49.63,1.001008471157725,12.71,11.95,0.9402045633359558,24.27,27.7,1.1413267408323033,48.0,44.0,0.9166666666666666,16400.0,16400.0,1.0,2.0,2.0,1.0,3.0,3.0,1.0,4.0,4.0,1.0,2.0,2.0
diff --git a/results/ncu_hierarchical_cores/analysis.md b/results/ncu_hierarchical_cores/analysis.md
new file mode 100644
index 0000000..2b73fb0
--- /dev/null
+++ b/results/ncu_hierarchical_cores/analysis.md
@@ -0,0 +1,14 @@
+# Hierarchical local-core NCU attribution
+
+Both kernels use the same persistent graph, cooperative boundary, grid/block shape, and shared allocation. Only the resident radix-4 instruction schedule changes.
+
+| bits | native us | mature us | native speedup | warp inst change | integer inst change | long scoreboard change | regs native/mature | effective CTA/SM limit |
+|---:|---:|---:|---:|---:|---:|---:|:--|:--|
+| 32 | 269.25 | 308.93 | 1.147x | -5.7% | -8.3% | +12.45 pp | 38/32 | 5/5 |
+| 64 | 506.72 | 521.31 | 1.029x | -4.6% | -6.0% | +3.43 pp | 48/44 | 2/2 |
+
+## Interpretation
+
+The mature Hybrid2D schedule reduces instruction count and registers, but does not cross an effective residency boundary. For uint32, shared memory fixes both kernels at five CTAs/SM even though the register limit improves from six to eight. For uint64, allocated register granularity leaves both at two CTAs/SM.
+
+The mature schedule instead raises long-scoreboard stalls, especially for uint32. With near-equal traffic and unchanged active-warps percentage, this attributes the regression to load/dependency placement and reduced latency-hiding ILP inside the physical unit, not to the outer dataflow graph, arithmetic count, or DRAM traffic class.
diff --git a/results/ncu_hierarchical_cores/summary.csv b/results/ncu_hierarchical_cores/summary.csv
new file mode 100644
index 0000000..270097b
--- /dev/null
+++ b/results/ncu_hierarchical_cores/summary.csv
@@ -0,0 +1,5 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,long_scoreboard_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+w32_dataflow-radix4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned int,",400,256,269.248,59.2943115234375,33.306732177734375,,,,,,,,44218198.0,,1027573399.0,,,,,56.76,15.54,35.29,38.0,16400.0,1.0,6.0,5.0,8.0
+w32_hybrid2d-radix4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned int,",400,256,308.928,55.15509033203125,34.8726806640625,,,,,,,,41696069.0,,942025795.0,,,,,56.76,12.57,47.74,32.0,16400.0,1.0,8.0,5.0,8.0
+w64_dataflow-radix4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned long,",160,512,506.72,128.308349609375,66.76837158203125,,,,,,,,83016435.0,,2060179973.0,,,,,49.58,12.71,24.27,48.0,16400.0,1.0,2.0,3.0,4.0
+w64_hybrid2d-radix4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned long,",160,512,521.312,128.3460693359375,68.3212890625,,,,,,,,79178100.0,,1937480226.0,,,,,49.63,11.95,27.7,44.0,16400.0,1.0,2.0,3.0,4.0
diff --git a/results/ncu_hierarchical_cores/w32_dataflow-radix4.csv b/results/ncu_hierarchical_cores/w32_dataflow-radix4.csv
new file mode 100644
index 0000000..74f6b50
--- /dev/null
+++ b/results/ncu_hierarchical_cores/w32_dataflow-radix4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2663004 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 2663004
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diff --git a/results/ncu_hierarchical_cores/w32_hybrid2d-radix4.csv b/results/ncu_hierarchical_cores/w32_hybrid2d-radix4.csv
new file mode 100644
index 0000000..c1a4b51
--- /dev/null
+++ b/results/ncu_hierarchical_cores/w32_hybrid2d-radix4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2663043 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 2663043
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diff --git a/results/ncu_hierarchical_cores/w64_dataflow-radix4.csv b/results/ncu_hierarchical_cores/w64_dataflow-radix4.csv
new file mode 100644
index 0000000..200b6db
--- /dev/null
+++ b/results/ncu_hierarchical_cores/w64_dataflow-radix4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2663090 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 2663090
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diff --git a/results/ncu_hierarchical_cores/w64_hybrid2d-radix4.csv b/results/ncu_hierarchical_cores/w64_hybrid2d-radix4.csv
new file mode 100644
index 0000000..a93963a
--- /dev/null
+++ b/results/ncu_hierarchical_cores/w64_hybrid2d-radix4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2663141 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 2663141
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diff --git a/results/ncu_hierarchical_dataflow/analysis.md b/results/ncu_hierarchical_dataflow/analysis.md
new file mode 100644
index 0000000..faa4302
--- /dev/null
+++ b/results/ncu_hierarchical_dataflow/analysis.md
@@ -0,0 +1,19 @@
+# HierarchicalDataflow NCU attribution
+
+Hybrid2D totals include captured sequential pass kernels; a valid plan comparison requires two. Percentage metrics are time-weighted.
+
+| bits | backend | kernels | time us | read MiB | write MiB | integer inst | active warps | barrier stall | long scoreboard | regs/thread | shared B |
+|---:|:--|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| 32 | hierarchical-dataflow | 1 | 268.96 | 61.81 | 34.17 | 1027577244 | 56.07% | 13.31% | 35.93% | 38 | 16400 |
+| 32 | hybrid2d | 2 | 326.85 | 64.00 | 33.01 | 1043339264 | 93.41% | 13.01% | 16.06% | 32 | 8200 |
+| 64 | hierarchical-dataflow | 1 | 515.52 | 128.37 | 70.23 | 2060173583 | 49.55% | 12.78% | 24.85% | 48 | 16400 |
+| 64 | hybrid2d | 2 | 480.29 | 128.39 | 68.58 | 1923094528 | 94.55% | 9.35% | 32.41% | 32 | 16400 |
+
+## Plan-level comparison
+
+- uint32: hierarchical/Hybrid2D speedup `1.215x`; read ratio `0.966x`; write ratio `1.035x`; warp-instruction ratio `0.934x`; integer-instruction ratio `0.985x`; registers/thread `38` versus `32`.
+- uint64: hierarchical/Hybrid2D speedup `0.932x`; read ratio `1.000x`; write ratio `1.024x`; warp-instruction ratio `1.054x`; integer-instruction ratio `1.071x`; registers/thread `48` versus `32`.
+
+## Interpretation
+
+Near-unit DRAM ratios mean the one-launch graph preserves, rather than removes, the single inter-layer global boundary. Performance differences are therefore attributed to CTA scheduling, instruction work, latency hiding, and synchronization instead of a different traffic-complexity class.
diff --git a/results/ncu_hierarchical_dataflow/hierarchical_w32_n20_b4.csv b/results/ncu_hierarchical_dataflow/hierarchical_w32_n20_b4.csv
new file mode 100644
index 0000000..27599f4
--- /dev/null
+++ b/results/ncu_hierarchical_dataflow/hierarchical_w32_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1779187 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 1779187
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diff --git a/results/ncu_hierarchical_dataflow/hierarchical_w64_n20_b4.csv b/results/ncu_hierarchical_dataflow/hierarchical_w64_n20_b4.csv
new file mode 100644
index 0000000..26a57d7
--- /dev/null
+++ b/results/ncu_hierarchical_dataflow/hierarchical_w64_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1780658 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 1780658
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diff --git a/results/ncu_hierarchical_dataflow/hybrid2d_w32_n20_b4.csv b/results/ncu_hierarchical_dataflow/hybrid2d_w32_n20_b4.csv
new file mode 100644
index 0000000..064b4ff
--- /dev/null
+++ b/results/ncu_hierarchical_dataflow/hybrid2d_w32_n20_b4.csv
@@ -0,0 +1,7 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1778322 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 1778322
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diff --git a/results/ncu_hierarchical_dataflow/hybrid2d_w64_n20_b4.csv b/results/ncu_hierarchical_dataflow/hybrid2d_w64_n20_b4.csv
new file mode 100644
index 0000000..62960cf
--- /dev/null
+++ b/results/ncu_hierarchical_dataflow/hybrid2d_w64_n20_b4.csv
@@ -0,0 +1,7 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1779922 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 1779922
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diff --git a/results/ncu_hierarchical_dataflow/plan_totals.csv b/results/ncu_hierarchical_dataflow/plan_totals.csv
new file mode 100644
index 0000000..38eccd3
--- /dev/null
+++ b/results/ncu_hierarchical_dataflow/plan_totals.csv
@@ -0,0 +1,5 @@
+label,word_bits,backend,kernel_count,time_us,dram_read_mib,dram_write_mib,warp_instructions,integer_thread_instructions,active_warps_pct,barrier_stall_pct,long_scoreboard_stall_pct,registers_per_thread,shared_mem_bytes,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+hierarchical_w32_n20_b4,32,hierarchical-dataflow,1,268.96,61.812744140625,34.1727294921875,44121864.0,1027577244.0,56.07,13.31,35.93,38.0,16400.0,6.0,5.0,8.0
+hybrid2d_w32_n20_b4,32,hybrid2d,2,326.848,64.0029296875,33.0086669921875,47218688.0,1043339264.0,93.41055218327784,13.014709222635599,16.060763657724692,32.0,8200.0,4.0,7.0,4.0
+hierarchical_w64_n20_b4,64,hierarchical-dataflow,1,515.52,128.36541748046875,70.23110961914062,83027915.0,2060173583.0,49.55,12.78,24.85,48.0,16400.0,2.0,3.0,4.0
+hybrid2d_w64_n20_b4,64,hybrid2d,2,480.288,128.38589477539062,68.58425903320312,78807040.0,1923094528.0,94.54715570657605,9.346648011193283,32.411894863082146,32.0,16400.0,4.0,5.0,4.0
diff --git a/results/ncu_hierarchical_dataflow/summary.csv b/results/ncu_hierarchical_dataflow/summary.csv
new file mode 100644
index 0000000..7e62723
--- /dev/null
+++ b/results/ncu_hierarchical_dataflow/summary.csv
@@ -0,0 +1,7 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,long_scoreboard_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+hybrid2d_w32_n20_b4,0,hybrid2d_first_pass,2048,512,164.928,16.012054443359375,16.41705322265625,,,,,,,,23461888.0,,517999616.0,,,,,93.47,14.06,10.76,32.0,8200.0,6.4,4.0,7.0,4.0
+hybrid2d_w32_n20_b4,1,hybrid2d_second_pass,2048,512,161.92000000000002,47.990875244140625,16.59161376953125,,,,,,,,23756800.0,,525339648.0,,,,,93.35,11.95,21.46,32.0,8200.0,6.4,4.0,7.0,4.0
+hierarchical_w32_n20_b4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned int,",400,256,268.96,61.812744140625,34.1727294921875,,,,,,,,44121864.0,,1027577244.0,,,,,56.07,13.31,35.93,38.0,16400.0,1.0,6.0,5.0,8.0
+hybrid2d_w64_n20_b4,0,hybrid2d_first_pass,2048,512,232.12800000000001,32.032379150390625,36.138641357421875,,,,,,,,39256064.0,,960498688.0,,,,,94.79,9.76,19.97,32.0,16400.0,6.4,4.0,5.0,4.0
+hybrid2d_w64_n20_b4,1,hybrid2d_second_pass,2048,512,248.16,96.353515625,32.44561767578125,,,,,,,,39550976.0,,962595840.0,,,,,94.32,8.96,44.05,32.0,16400.0,6.4,4.0,5.0,4.0
+hierarchical_w64_n20_b4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned long,",160,512,515.52,128.36541748046875,70.23110961914062,,,,,,,,83027915.0,,2060173583.0,,,,,49.55,12.78,24.85,48.0,16400.0,1.0,2.0,3.0,4.0
diff --git a/results/ncu_hierarchical_streaming/barrier_n15_b2.csv b/results/ncu_hierarchical_streaming/barrier_n15_b2.csv
new file mode 100644
index 0000000..69a436a
--- /dev/null
+++ b/results/ncu_hierarchical_streaming/barrier_n15_b2.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3667358 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3667358
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diff --git a/results/ncu_hierarchical_streaming/barrier_n20_b4.csv b/results/ncu_hierarchical_streaming/barrier_n20_b4.csv
new file mode 100644
index 0000000..2d214a2
--- /dev/null
+++ b/results/ncu_hierarchical_streaming/barrier_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3667483 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3667483
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diff --git a/results/ncu_hierarchical_streaming/barrier_w32_n20_b4.csv b/results/ncu_hierarchical_streaming/barrier_w32_n20_b4.csv
new file mode 100644
index 0000000..00f75e5
--- /dev/null
+++ b/results/ncu_hierarchical_streaming/barrier_w32_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3667613 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3667613
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diff --git a/results/ncu_hierarchical_streaming/streaming_n15_b2.csv b/results/ncu_hierarchical_streaming/streaming_n15_b2.csv
new file mode 100644
index 0000000..d5f37d4
--- /dev/null
+++ b/results/ncu_hierarchical_streaming/streaming_n15_b2.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3667437 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3667437
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diff --git a/results/ncu_hierarchical_streaming/streaming_n20_b4.csv b/results/ncu_hierarchical_streaming/streaming_n20_b4.csv
new file mode 100644
index 0000000..31bb473
--- /dev/null
+++ b/results/ncu_hierarchical_streaming/streaming_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2942264 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 2942264
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diff --git a/results/ncu_hierarchical_streaming/streaming_specialized_n20_b4.csv b/results/ncu_hierarchical_streaming/streaming_specialized_n20_b4.csv
new file mode 100644
index 0000000..b8ca21a
--- /dev/null
+++ b/results/ncu_hierarchical_streaming/streaming_specialized_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3667560 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3667560
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diff --git a/results/ncu_hierarchical_streaming/streaming_specialized_w32_n20_b4.csv b/results/ncu_hierarchical_streaming/streaming_specialized_w32_n20_b4.csv
new file mode 100644
index 0000000..76a5168
--- /dev/null
+++ b/results/ncu_hierarchical_streaming/streaming_specialized_w32_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3667663 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3667663
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diff --git a/results/ncu_hierarchical_streaming/streaming_wave_n20_b4.csv b/results/ncu_hierarchical_streaming/streaming_wave_n20_b4.csv
new file mode 100644
index 0000000..72f4950
--- /dev/null
+++ b/results/ncu_hierarchical_streaming/streaming_wave_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3667533 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3667533
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diff --git a/results/ncu_hierarchical_streaming/summary.csv b/results/ncu_hierarchical_streaming/summary.csv
new file mode 100644
index 0000000..055204a
--- /dev/null
+++ b/results/ncu_hierarchical_streaming/summary.csv
@@ -0,0 +1,8 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+barrier_n15_b2,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned long,",128,256,20.928,0.331939697265625,0.051055908203125,,,,,,,,1089519.0,,25124482.0,,,,,19.96,57.47,14.67,18.25,0.05,40.0,8224.0,0.27,6.0,7.0,8.0
+streaming_n15_b2,0,void cuntt::<unnamed>::hierarchical_streaming_kernel<unsigned long>,160,256,64.928,0.798126220703125,0.949066162109375,,,,,,,,7682656.0,,94031925.0,,,,,21.48,1.43,21.24,24.33,0.06,82.0,2048.0,1.0,2.0,4.0,8.0
+barrier_n20_b4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned long,",160,256,539.744,128.417236328125,64.75244140625,,,,,,,,75165149.0,,1903720105.0,,,,,24.27,6.11,14.93,44.35,1.01,48.0,32800.0,1.0,5.0,2.0,8.0
+streaming_wave_n20_b4,0,void cuntt::<unnamed>::hierarchical_streaming_kernel<unsigned long>,160,256,1627.776,414.87469482421875,117.36773681640625,,,,,,,,164130348.0,,2920474845.0,,,,,23.13,0.05,12.51,49.29,0.16,82.0,8192.0,1.0,2.0,2.0,8.0
+streaming_specialized_n20_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,617.44,129.01449584960938,64.87274169921875,,,,,,,,75540787.0,,1897780186.0,,,,,24.67,15.79,14.36,32.8,0.6,48.0,32800.0,1.0,5.0,2.0,8.0
+barrier_w32_n20_b4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned int,",400,256,268.35200000000003,58.14959716796875,32.692352294921875,,,,,,,,44209282.0,,1027573559.0,,,,,56.72,15.7,8.58,35.52,7.19,38.0,16400.0,1.0,6.0,5.0,8.0
+streaming_specialized_w32_n20_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,357.76,62.53778076171875,33.33905029296875,,,,,,,,44550469.0,,1025583851.0,,,,,47.96,20.59,8.98,34.24,4.67,40.0,16400.0,0.8,6.0,5.0,8.0
diff --git a/results/ncu_hierarchical_streaming_776/barrier_n15_b2.csv b/results/ncu_hierarchical_streaming_776/barrier_n15_b2.csv
new file mode 100644
index 0000000..fcf1c68
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_776/barrier_n15_b2.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2857689 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 2857689
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diff --git a/results/ncu_hierarchical_streaming_776/barrier_n20_b4.csv b/results/ncu_hierarchical_streaming_776/barrier_n20_b4.csv
new file mode 100644
index 0000000..92558b1
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_776/barrier_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2857809 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 2857809
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diff --git a/results/ncu_hierarchical_streaming_776/barrier_w32_n20_b4.csv b/results/ncu_hierarchical_streaming_776/barrier_w32_n20_b4.csv
new file mode 100644
index 0000000..832f823
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_776/barrier_w32_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2858230 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 2858230
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diff --git a/results/ncu_hierarchical_streaming_776/streaming_generic_n20_b4.csv b/results/ncu_hierarchical_streaming_776/streaming_generic_n20_b4.csv
new file mode 100644
index 0000000..8df31ab
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_776/streaming_generic_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2857946 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 2857946
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diff --git a/results/ncu_hierarchical_streaming_776/streaming_n15_b2.csv b/results/ncu_hierarchical_streaming_776/streaming_n15_b2.csv
new file mode 100644
index 0000000..241fe5b
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_776/streaming_n15_b2.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2857740 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 2857740
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diff --git a/results/ncu_hierarchical_streaming_776/streaming_resident_776_n20_b1.csv b/results/ncu_hierarchical_streaming_776/streaming_resident_776_n20_b1.csv
new file mode 100644
index 0000000..f2788ef
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_776/streaming_resident_776_n20_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2857995 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 2857995
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diff --git a/results/ncu_hierarchical_streaming_776/streaming_resident_776_n20_b4.csv b/results/ncu_hierarchical_streaming_776/streaming_resident_776_n20_b4.csv
new file mode 100644
index 0000000..e46ebad
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_776/streaming_resident_776_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2858064 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 2858064
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diff --git a/results/ncu_hierarchical_streaming_776/streaming_resident_776_w32_n20_b1.csv b/results/ncu_hierarchical_streaming_776/streaming_resident_776_w32_n20_b1.csv
new file mode 100644
index 0000000..2d37477
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_776/streaming_resident_776_w32_n20_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2858417 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 2858417
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diff --git a/results/ncu_hierarchical_streaming_776/streaming_specialized_n20_b4.csv b/results/ncu_hierarchical_streaming_776/streaming_specialized_n20_b4.csv
new file mode 100644
index 0000000..0fc4980
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_776/streaming_specialized_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2858154 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 2858154
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diff --git a/results/ncu_hierarchical_streaming_776/streaming_specialized_w32_n20_b4.csv b/results/ncu_hierarchical_streaming_776/streaming_specialized_w32_n20_b4.csv
new file mode 100644
index 0000000..f44a58e
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_776/streaming_specialized_w32_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2858303 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 2858303
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diff --git a/results/ncu_hierarchical_streaming_776/summary.csv b/results/ncu_hierarchical_streaming_776/summary.csv
new file mode 100644
index 0000000..3e146c9
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_776/summary.csv
@@ -0,0 +1,11 @@
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+barrier_n15_b2,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned long,",128,256,21.152,0.364044189453125,0.047027587890625,,,,,,,,1089632.0,,25124072.0,,,,,19.94,56.07,14.72,18.26,0.06,40.0,8224.0,0.27,6.0,7.0,8.0
+streaming_n15_b2,0,void cuntt::<unnamed>::hierarchical_streaming_kernel<unsigned long>,160,256,64.70400000000001,0.872589111328125,0.8826904296875,,,,,,,,7685584.0,,94027589.0,,,,,21.52,1.01,21.14,24.64,0.06,82.0,2048.0,1.0,2.0,4.0,8.0
+barrier_n20_b4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned long,",160,256,536.672,128.40283203125,64.6546630859375,,,,,,,,75164983.0,,1903718425.0,,,,,24.26,6.07,15.01,44.14,1.0,48.0,32800.0,1.0,5.0,2.0,8.0
+streaming_generic_n20_b4,0,void cuntt::<unnamed>::hierarchical_streaming_kernel<unsigned long>,160,256,1606.24,408.455322265625,112.2353515625,,,,,,,,163990373.0,,2920625993.0,,,,,23.16,0.04,12.51,49.36,0.16,82.0,8192.0,1.0,2.0,2.0,8.0
+streaming_resident_776_n20_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_7x7x6_kernel<unsigned long,",160,256,687.392,145.56478881835938,41.338287353515625,,,,,,,,23908543.0,,559027552.0,,,,,21.75,45.0,4.83,34.53,0.31,48.0,33024.0,1.0,5.0,2.0,8.0
+streaming_resident_776_n20_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_7x7x6_kernel<unsigned long,",160,256,3490.112,806.5693664550781,268.3379211425781,,,,,,,,91539498.0,,2153598301.0,,,,,23.38,37.02,3.23,44.53,0.55,48.0,33024.0,1.0,5.0,2.0,8.0
+streaming_specialized_n20_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,609.152,127.74118041992188,64.71633911132812,,,,,,,,82392900.0,,1935323204.0,,,,,24.3,3.53,15.83,32.2,0.54,48.0,32816.0,1.0,5.0,2.0,8.0
+barrier_w32_n20_b4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned int,",400,256,270.432,59.41339111328125,33.48199462890625,,,,,,,,44138817.0,,1027576979.0,,,,,55.91,16.08,8.76,35.64,7.56,38.0,16400.0,1.0,6.0,5.0,8.0
+streaming_specialized_w32_n20_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,347.84000000000003,63.200927734375,33.77703857421875,,,,,,,,50156087.0,,1047745687.0,,,,,47.21,5.08,10.21,33.31,4.93,40.0,16416.0,0.8,6.0,5.0,8.0
+streaming_resident_776_w32_n20_b1,0,"void cuntt::<unnamed>::hierarchical_streaming_7x7x6_kernel<unsigned int,",240,256,466.368,94.59432983398438,29.739990234375,,,,,,,,15971088.0,,338667712.0,,,,,30.9,46.18,3.64,33.79,0.65,38.0,16512.0,0.6,6.0,5.0,8.0
diff --git a/results/ncu_hierarchical_streaming_optimized/barrier_n15_b2.csv b/results/ncu_hierarchical_streaming_optimized/barrier_n15_b2.csv
new file mode 100644
index 0000000..51ef098
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_optimized/barrier_n15_b2.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3712999 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3712999
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diff --git a/results/ncu_hierarchical_streaming_optimized/barrier_n20_b4.csv b/results/ncu_hierarchical_streaming_optimized/barrier_n20_b4.csv
new file mode 100644
index 0000000..4b12a74
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_optimized/barrier_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3713084 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3713084
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diff --git a/results/ncu_hierarchical_streaming_optimized/barrier_w32_n20_b4.csv b/results/ncu_hierarchical_streaming_optimized/barrier_w32_n20_b4.csv
new file mode 100644
index 0000000..820d894
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_optimized/barrier_w32_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3713266 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3713266
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diff --git a/results/ncu_hierarchical_streaming_optimized/streaming_n15_b2.csv b/results/ncu_hierarchical_streaming_optimized/streaming_n15_b2.csv
new file mode 100644
index 0000000..afdee64
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_optimized/streaming_n15_b2.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3713033 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3713033
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diff --git a/results/ncu_hierarchical_streaming_optimized/streaming_specialized_n20_b4.csv b/results/ncu_hierarchical_streaming_optimized/streaming_specialized_n20_b4.csv
new file mode 100644
index 0000000..a45f58f
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_optimized/streaming_specialized_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3713192 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3713192
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diff --git a/results/ncu_hierarchical_streaming_optimized/streaming_specialized_w32_n20_b4.csv b/results/ncu_hierarchical_streaming_optimized/streaming_specialized_w32_n20_b4.csv
new file mode 100644
index 0000000..024eedc
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_optimized/streaming_specialized_w32_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3713306 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3713306
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diff --git a/results/ncu_hierarchical_streaming_optimized/streaming_wave_n20_b4.csv b/results/ncu_hierarchical_streaming_optimized/streaming_wave_n20_b4.csv
new file mode 100644
index 0000000..084bc1f
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_optimized/streaming_wave_n20_b4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3713145 (/home/wt/git/Hermes/cuNTT-v05/build-v07/cuntt_bench)
+==PROF== Disconnected from process 3713145
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diff --git a/results/ncu_hierarchical_streaming_optimized/summary.csv b/results/ncu_hierarchical_streaming_optimized/summary.csv
new file mode 100644
index 0000000..74487fd
--- /dev/null
+++ b/results/ncu_hierarchical_streaming_optimized/summary.csv
@@ -0,0 +1,8 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+barrier_n15_b2,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned long,",128,256,20.928,0.337432861328125,0.051544189453125,,,,,,,,1089451.0,,25123642.0,,,,,19.96,55.74,14.72,18.37,0.05,40.0,8224.0,0.27,6.0,7.0,8.0
+streaming_n15_b2,0,void cuntt::<unnamed>::hierarchical_streaming_kernel<unsigned long>,160,256,65.568,0.798248291015625,0.943878173828125,,,,,,,,7680809.0,,94033712.0,,,,,21.53,1.44,21.38,24.38,0.06,82.0,2048.0,1.0,2.0,4.0,8.0
+barrier_n20_b4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned long,",160,256,540.32,128.39324951171875,64.76922607421875,,,,,,,,75168400.0,,1903729135.0,,,,,24.23,6.35,15.19,43.65,0.99,48.0,32800.0,1.0,5.0,2.0,8.0
+streaming_wave_n20_b4,0,void cuntt::<unnamed>::hierarchical_streaming_kernel<unsigned long>,160,256,1624.448,419.4311218261719,120.23403930664062,,,,,,,,163910900.0,,2920625716.0,,,,,23.17,0.04,12.44,49.85,0.15,82.0,8192.0,1.0,2.0,2.0,8.0
+streaming_specialized_n20_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,613.216,127.87411499023438,64.61563110351562,,,,,,,,82367579.0,,1935199342.0,,,,,24.31,3.48,15.83,32.0,0.54,48.0,32816.0,1.0,5.0,2.0,8.0
+barrier_w32_n20_b4,0,"void cuntt::detail::hierarchical_dataflow_kernel<unsigned int,",400,256,272.704,58.90985107421875,33.073089599609375,,,,,,,,44224585.0,,1027578894.0,,,,,56.67,15.68,8.57,34.89,7.19,38.0,16400.0,1.0,6.0,5.0,8.0
+streaming_specialized_w32_n20_b4,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,344.384,63.14080810546875,33.5804443359375,,,,,,,,50458430.0,,1047858433.0,,,,,46.61,5.02,10.12,32.64,5.03,40.0,16416.0,0.8,6.0,5.0,8.0
diff --git a/results/ncu_homogeneous_10x10/homogeneous_best.csv b/results/ncu_homogeneous_10x10/homogeneous_best.csv
new file mode 100644
index 0000000..91ecbd8
--- /dev/null
+++ b/results/ncu_homogeneous_10x10/homogeneous_best.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3377669 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3377669
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diff --git a/results/ncu_homogeneous_10x10/homogeneous_dt1.csv b/results/ncu_homogeneous_10x10/homogeneous_dt1.csv
new file mode 100644
index 0000000..69e8a72
--- /dev/null
+++ b/results/ncu_homogeneous_10x10/homogeneous_dt1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3377636 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3377636
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diff --git a/results/ncu_homogeneous_10x10/summary.csv b/results/ncu_homogeneous_10x10/summary.csv
new file mode 100644
index 0000000..0132f7e
--- /dev/null
+++ b/results/ncu_homogeneous_10x10/summary.csv
@@ -0,0 +1,4 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+v06,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,1998.272,512.8679809570312,257.2900390625,,,,,44.53,,,,,,,,,,,,24.8,3.8,16.07,37.63,,48.0,32816.0,1.0,5.0,2.0,8.0
+homogeneous_dt1,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned long,",160,256,1999.968,512.8966674804688,257.3080749511719,,,,,44.82,,,,,,,,,,,,24.79,3.83,16.17,37.7,,48.0,32816.0,1.0,5.0,2.0,8.0
+homogeneous_best,0,"void cuntt::<unnamed>::hierarchical_homogeneous_two_level_kernel<unsigned long,",160,256,2364.256,512.6610107421875,256.96807861328125,,,,,37.9,,,,,,,,,,,,24.51,3.16,17.78,45.71,,48.0,32816.0,1.0,5.0,2.0,8.0
diff --git a/results/ncu_homogeneous_10x10/v06.csv b/results/ncu_homogeneous_10x10/v06.csv
new file mode 100644
index 0000000..c8b1e68
--- /dev/null
+++ b/results/ncu_homogeneous_10x10/v06.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3377586 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3377586
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diff --git a/results/ncu_homogeneous_10x10_analysis.md b/results/ncu_homogeneous_10x10_analysis.md
new file mode 100644
index 0000000..b8d988c
--- /dev/null
+++ b/results/ncu_homogeneous_10x10_analysis.md
@@ -0,0 +1,18 @@
+# Homogeneous 10+10 NCU Analysis
+
+V100, 64-bit NTT, `logN=20`, batch 16. The three rows use the same full-scratch
+boundary and identical arithmetic core unless stated otherwise.
+
+| point | time (us) | DRAM read/write (MiB) | DRAM peak | active warps | barrier stall | wait stall | long scoreboard | registers | shared (B) |
+|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| v0.6 | 1998.272 | 512.868 / 257.290 | 44.53% | 24.80% | 3.80% | 37.63% | 16.07% | 48 | 32816 |
+| homogeneous `D_t=1` | 1999.968 | 512.897 / 257.308 | 44.82% | 24.79% | 3.83% | 37.70% | 16.17% | 48 | 32816 |
+| homogeneous `D_t=(2,1)` | 2364.256 | 512.661 / 256.968 | 37.90% | 24.51% | 3.16% | 45.71% | 17.78% | 48 | 32816 |
+
+The `D_t=1` template is an exact control. Non-degenerate data-time traversal
+does not add global traffic, registers, shared memory, or occupancy pressure.
+Its 18.3% latency increase instead coincides with an 8.08 percentage-point
+increase in wait stalls and a 6.63-point decrease in sustained DRAM rate. The
+outer CTA traversal removes ready-warp interleaving already supplied by the
+V100 warp scheduler; it does not create a load/compute/store overlap inside the
+physical subgraph. This result motivates a warp-granular physical core.
diff --git a/results/ncu_homogeneous_online_tiles/analysis.md b/results/ncu_homogeneous_online_tiles/analysis.md
new file mode 100644
index 0000000..8e5b1bc
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/analysis.md
@@ -0,0 +1,127 @@
+# Tile-Online NCU Attribution
+
+V100, uint32, `logN=20`, batch 16, matched 10+10 factorization and four-row
+static IO.
+
+| point | NCU us | regs | active warps | barrier | wait | long scoreboard | local load/store sectors | warp inst. |
+|---|---:|---:|---:|---:|---:|---:|---:|---:|
+| v0.6 | 1264.672 | 40 | 47.71% | 5.91% | 10.46% | 43.37% | 0.000M / 0.016M | 181.981M |
+| warp256 | 1535.328 | 164 | 18.41% | 9.32% | 17.92% | 26.42% | 0.000M / 0.008M | 211.430M |
+| warp128 | 1603.360 | 101 | 24.27% | 4.86% | 18.20% | 37.49% | 0.080M / 0.016M | 237.509M |
+| warp64 | 1733.152 | 113 | 24.31% | 6.16% | 20.10% | 34.58% | 0.085M / 0.016M | 238.206M |
+| warp128 tile-online | 4471.008 | 128 | 24.05% | 21.08% | 10.53% | 22.26% | 2.904M / 0.461M | 275.206M |
+
+The tile-online kernel achieves its requested four-CTA residency; active warp
+percentage is essentially identical to synchronous warp128. Its 2.79x runtime
+regression therefore is not an occupancy failure. Two costs are exposed:
+
+1. The forced 128-register boundary creates substantial stack traffic.
+2. Fixed prefix/merge roles raise barrier stall 4.3x even though tile tokens
+   are published early.
+
+The second cost is architectural. Wait stall falls 42% and long-scoreboard
+stall falls 41%, so neither spinning for tokens nor global-memory dependency
+latency explains the runtime. Three prefix warps reach the row-reuse barrier
+while one merge warp owns the continuation, shrinking the runnable DAG front.
+The same loss repeats for every row and therefore does not amortize with batch.
+
+The next candidate must keep continuation tasks warp-parallel or stealable.
+Increasing register budget may remove the local traffic, but cannot address
+the barrier-dominated critical path and is not selected as a standalone
+optimization.
+
+That candidate is now implemented as a `4 -> 2x2 -> 4` cooperative
+continuation. It improves the fixed-role kernel by 2.13x--2.30x across batch
+1/4/16, confirming the runnable-front diagnosis. Its occupancy-3 form uses
+157 registers and a 16-byte stack frame and outperforms the 128-register,
+104-byte-stack occupancy-4 form by up to 13%. It nevertheless remains slower
+than synchronous warp128 because explicit stage-7/8 materialization adds
+shared round trips and pair barriers. The NCU script includes both residency
+forms for the next privileged counter pass.
+
+The privileged pass is complete. Occupancy-4 executes 5.694M local-load and
+0.507M local-store sectors and raises long-scoreboard stall to 48.17%.
+Occupancy-3 reduces those values to 0.056M/0.016M and lowers runtime from
+2.260 ms to 2.083 ms. Its barrier stall is only 4.58%, below synchronous
+warp128's 5.15%, so barriers are no longer the residual limit after removing
+the fixed merge role.
+
+The occupancy-3 point instead exposes only 17.95% active warps, versus 24.29%
+for synchronous warp128, together with 23.96% wait stall and 16% more global
+load sectors. This rejects further tuning of the explicit pair hierarchy. The
+next point preserves warp128's one-barrier register continuation and places
+two independent four-warp row subgraphs in a 256-thread CTA so the hardware
+warp schedulers can interleave their dependency windows.
+
+The dual-row-group counter pass validates that mechanism. Relative to the
+single-group warp128 point, NCU time falls from 1614.944 us to 1495.808 us
+(1.080x throughput). Active warps remain effectively unchanged
+(24.29% versus 24.74%), and global-load sectors and warp instructions change
+by less than 0.2%. The gain therefore does not come from occupancy or less
+work. Instead, long-scoreboard stall falls from 35.59% to 28.58% while the two
+independent named-barrier groups give the schedulers another ready subgraph.
+The small increases in barrier and wait stall do not offset that latency
+hiding. This is direct hardware evidence that row-subgraph replication is a
+useful mapping parameter once batch supplies sustained work.
+
+The same pass also isolates the remaining gap. Dual warp128 is 1.191x slower
+than v0.6 (1495.808 us versus 1255.808 us). It executes 39.819M global-load
+sectors versus 29.819M (+33.5%) and 237.821M warp instructions versus
+182.169M (+30.6%), uses 101 versus 40 registers/thread, and reaches only
+24.74% versus 47.77% active warps. The scheduling hierarchy is no longer the
+first-order defect. The next experiment must retain dual-group replication
+while replacing the radix-2 physical subgraph with a lower-instruction,
+lower-state radix-4/8 or vectorized core; further barrier-only tuning cannot
+close this gap.
+
+An explicit coefficient-reuse codelet is now available as a controlled
+physical-core ablation. The matched pass shows that the optimization works:
+global-load sectors fall from 39.759M to 27.058M (-31.9%), long-scoreboard
+stall falls from 28.86% to 24.39%, and time improves from 1484.672 us to
+1468.992 us (1.011x throughput). Registers rise from 101 to 104/thread and
+active warps stay nearly fixed at 24.6%, explaining why the large request
+reduction has only a small elapsed-time effect.
+
+Coefficient traffic is no longer the residual gap. The cached point already
+issues 9.0% fewer global-load sectors than v0.6, yet it is 14.9% slower,
+executes 28.7% more warp instructions, and exposes only 51.7% of v0.6's active
+warps. The next controlled point combines coefficient reuse with the lower
+warp-instruction warp256 codelet; subsequent work must reduce state if that
+combination remains residency limited.
+
+The next generated point applies the same reuse policy to the lower-warp-
+instruction warp256 prefix. It compiles to 158 registers/thread versus 164
+for ordinary warp256 and retains the three-CTA residency target. Matched NCU
+confirms that request reduction and elapsed time move in opposite directions:
+global-load sectors fall from 40.065M to 25.066M (-37.4%), while time rises
+from 1543.680 us to 1643.104 us (+6.4%). Active warps remain effectively
+fixed (18.44%/18.06%), so this is not an occupancy regression.
+
+The counter signature identifies lost instruction-level overlap. Wait stall
+rises from 18.41% to 22.38% (+21.6%) even as long-scoreboard stall falls from
+26.56% to 23.55%; warp instructions also rise 1.7%. Reusing one coefficient
+across all same-stage register-slot butterflies shortens the load stream but
+creates a longer producer fan-out before those independent modular
+multiplications can retire. Coefficient-reuse depth must therefore be searched
+per physical codelet. The complete fixed-clock depth sweep is:
+
+| core | none | d1 | d2 | d3 | d4 | d5 | d6 |
+|---|---:|---:|---:|---:|---:|---:|---:|
+| warp256 us | 1484.672 | **1437.568** | 1514.144 | 1528.352 | 1622.976 | 1628.960 | 1627.008 |
+| dual warp128 us | 1489.728 | 1515.232 | 1441.056 | 1411.744 | **1405.984** | 1465.728 | 1459.200 |
+
+Warp256 depth 1 is a real 1.033x throughput improvement over no reuse. It
+removes 4.8% of load sectors, reduces warp instructions slightly, and uses
+163 rather than 164 registers; deeper reuse raises wait stall faster than it
+removes requests. Dual warp128 depth 4 gives 1.060x throughput, removes 21.1%
+of load sectors and 4.7% of warp instructions, and reduces long-scoreboard
+stall from 29.95% to 26.92%. Its 112-register state does not cross the
+two-CTA residency boundary, so the extra registers are effectively free.
+
+Depth 5 is the opposite side of that code-generation cliff: registers fall
+to 104, but warp instructions rebound 3.7% relative to depth 4 and elapsed
+time grows 4.2%. This proves that minimum registers or maximum coefficient
+reuse are both incomplete objectives. The calibrated depths are therefore
+warp256=1 and dual-warp128=4. The latter reaches 89.0% of v0.6 throughput;
+the remaining 11.0% gap coincides with 24.5% more warp instructions and about
+half the active-warp percentage, while load sectors are now only 5.5% higher.
diff --git a/results/ncu_homogeneous_online_tiles/summary.csv b/results/ncu_homogeneous_online_tiles/summary.csv
new file mode 100644
index 0000000..9c4019f
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/summary.csv
@@ -0,0 +1,21 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+v06,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,1251.488,276.25628662109375,169.95294189453125,29814918.0,8388611.0,0.0,16384.0,40.68,,,12055423.0,27293685.0,182233587.0,,4142773439.0,,,,,47.77,5.72,10.06,44.89,5.32,40.0,16416.0,0.8,6.0,5.0,8.0
+warp256_static_io_half,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",240,128,1484.672,266.9593811035156,146.35861206054688,40085857.0,8388611.0,0.0,8188.0,31.48,,,2434419.0,0.0,211509141.0,,3075920036.0,,,,,18.39,8.29,17.88,26.15,1.32,164.0,20592.0,1.0,3.0,3.0,16.0
+warp256_coefficient_reuse1_static_io_half,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",240,128,1437.568,267.5795593261719,160.99057006835938,38156898.0,8388611.0,0.0,8190.0,35.12,,,2570638.0,0.0,211144541.0,,3064424676.0,,,,,18.45,4.95,19.76,26.89,1.55,163.0,20592.0,1.0,3.0,3.0,16.0
+warp256_coefficient_reuse2_static_io_half,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",240,128,1514.144,268.3675231933594,170.99847412109375,36225642.0,8388611.0,0.0,8194.0,34.35,,,2573967.0,0.0,211831456.0,,3072790699.0,,,,,18.3,4.88,20.73,26.82,1.46,165.0,20592.0,1.0,3.0,3.0,16.0
+warp256_coefficient_reuse3_static_io_half,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",240,128,1528.352,266.5141906738281,170.8238525390625,34060921.0,8388611.0,0.0,8198.0,34.38,,,2568786.0,0.0,212536635.0,,3050763755.0,,,,,18.27,4.8,21.39,25.41,1.41,165.0,20592.0,1.0,3.0,3.0,16.0
+warp256_coefficient_reuse4_static_io_half,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",240,128,1622.976,273.4875793457031,169.04635620117188,30456886.0,8388611.0,0.0,8190.0,32.41,,,2567655.0,0.0,213704655.0,,3063375865.0,,,,,18.12,4.82,22.31,24.07,1.37,161.0,20592.0,1.0,3.0,3.0,16.0
+warp256_coefficient_reuse5_static_io_half,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",240,128,1628.96,277.0746154785156,172.54293823242188,25031395.0,8388611.0,0.0,8201.0,32.26,,,2525154.0,0.0,214615297.0,,3054440609.0,,,,,18.04,4.78,22.81,22.79,1.05,158.0,20592.0,1.0,3.0,3.0,16.0
+warp256_coefficient_reuse_static_io_half,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",240,128,1627.008,271.8643493652344,163.54647827148438,25042621.0,8388611.0,0.0,8186.0,30.8,,,2512455.0,0.0,214613190.0,,3054438437.0,,,,,18.05,4.71,22.77,23.14,1.05,158.0,20592.0,1.0,3.0,3.0,16.0
+warp128_static_io_half,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1631.328,315.977294921875,192.51168823242188,39805986.0,8388611.0,80310.0,16384.0,35.96,,,2570651.0,92385.0,237513194.0,,3395435919.0,,,,,24.29,5.05,18.29,37.11,1.64,101.0,20592.0,1.0,4.0,4.0,16.0
+warp128_static_io_half_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1489.728,269.7345886230469,146.086669921875,39872607.0,8363131.0,100976.0,16384.0,32.51,,,2355262.0,93146.0,237845307.0,,3406173555.0,,,,,24.73,6.28,19.4,29.95,1.81,101.0,41184.0,1.0,2.0,2.0,8.0
+warp128_coefficient_reuse1_static_io_half_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1515.232,277.1842041015625,154.50186157226562,38213766.0,8349949.0,95648.0,16384.0,33.68,,,2254347.0,92908.0,238330921.0,,3408105885.0,,,,,24.69,6.4,20.09,28.05,1.87,103.0,41184.0,1.0,2.0,2.0,8.0
+warp128_coefficient_reuse2_static_io_half_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1441.056,275.9180908203125,144.68777465820312,36457013.0,8440235.0,101301.0,16384.0,34.34,,,2411404.0,98524.0,237282639.0,,3481315263.0,,,,,24.69,6.4,21.08,26.61,1.48,106.0,41184.0,1.0,2.0,2.0,8.0
+warp128_coefficient_reuse3_static_io_half_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1411.7440000000001,279.2105712890625,144.69131469726562,34570407.0,8309360.0,105128.0,16384.0,34.99,,,2459239.0,100623.0,234031551.0,,3452007746.0,,,,,24.71,6.89,20.67,26.39,1.68,109.0,41184.0,1.0,2.0,2.0,8.0
+warp128_coefficient_reuse4_static_io_half_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1405.984,276.88519287109375,151.23831176757812,31454137.0,8426266.0,90430.0,16384.0,35.67,,,2259384.0,96861.0,226784423.0,,3316163597.0,,,,,24.64,6.42,19.71,26.92,2.17,112.0,41184.0,1.0,2.0,2.0,8.0
+warp128_coefficient_reuse5_static_io_half_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1465.728,284.3409118652344,151.28567504882812,26899429.0,8451908.0,88881.0,16384.0,35.33,,,2283654.0,90150.0,235139783.0,,3451795473.0,,,,,24.61,6.39,21.02,24.35,1.91,104.0,41184.0,1.0,2.0,2.0,8.0
+warp128_coefficient_reuse_static_io_half_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1459.2,285.5616455078125,156.35610961914062,27115448.0,8373496.0,89274.0,16384.0,35.61,,,2266380.0,88636.0,235181255.0,,3451783146.0,,,,,24.6,6.33,21.01,24.39,1.91,104.0,41184.0,1.0,2.0,2.0,8.0
+warp64_static_io_half,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1673.5040000000001,289.0417785644531,178.15374755859375,40508435.0,8388611.0,83868.0,16384.0,32.15,,,2713067.0,115684.0,238242502.0,,3416636253.0,,,,,24.25,5.96,20.42,33.92,2.1,113.0,20592.0,1.0,4.0,4.0,16.0
+warp128_online_static_io_half,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_pipeline_10x10_kernel<unsigned int,",320,128,4472.128,319.1338195800781,146.55398559570312,45791305.0,8388611.0,2892298.0,461134.0,12.12,,,1508526.0,44582.0,275117120.0,,3072221479.0,,,,,24.05,20.96,10.52,22.36,0.14,128.0,20624.0,1.0,4.0,4.0,16.0
+warp128_cooperative_static_io_half_occ4,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp128_cooperative_occupancy4_10x10_kernel<unsigned int,",320,128,2323.392,401.7384338378906,196.476806640625,46146792.0,8388611.0,5720806.0,507199.0,30.68,,,3051357.0,95633.0,249249128.0,,3490986149.0,,,,,24.0,4.73,17.95,48.78,0.48,128.0,20592.0,1.0,4.0,4.0,16.0
+warp128_cooperative_static_io_half_occ3,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp128_cooperative_occupancy3_10x10_kernel<unsigned int,",240,128,2096.8,264.72137451171875,152.09976196289062,46088955.0,8388611.0,57766.0,16393.0,23.27,,,2948296.0,0.0,243616863.0,,3390645506.0,,,,,17.97,4.51,23.63,32.13,1.0,157.0,20592.0,1.0,3.0,3.0,16.0
diff --git a/results/ncu_homogeneous_online_tiles/v06.csv b/results/ncu_homogeneous_online_tiles/v06.csv
new file mode 100644
index 0000000..4dd64fe
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/v06.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1363196 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1363196
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diff --git a/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse1_static_io_half_dual.csv b/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse1_static_io_half_dual.csv
new file mode 100644
index 0000000..069da92
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse1_static_io_half_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1364001 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1364001
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diff --git a/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse2_static_io_half_dual.csv b/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse2_static_io_half_dual.csv
new file mode 100644
index 0000000..f3d0a80
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse2_static_io_half_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1364059 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1364059
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diff --git a/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse3_static_io_half_dual.csv b/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse3_static_io_half_dual.csv
new file mode 100644
index 0000000..602abbb
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse3_static_io_half_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1364149 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1364149
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diff --git a/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse4_static_io_half_dual.csv b/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse4_static_io_half_dual.csv
new file mode 100644
index 0000000..9874f9e
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse4_static_io_half_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1364206 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1364206
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diff --git a/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse5_static_io_half_dual.csv b/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse5_static_io_half_dual.csv
new file mode 100644
index 0000000..7dc7205
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse5_static_io_half_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1364285 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1364285
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diff --git a/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse_static_io_half_dual.csv b/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse_static_io_half_dual.csv
new file mode 100644
index 0000000..59e6fc6
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp128_coefficient_reuse_static_io_half_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1363885 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1363885
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diff --git a/results/ncu_homogeneous_online_tiles/warp128_cooperative_static_io_half_occ3.csv b/results/ncu_homogeneous_online_tiles/warp128_cooperative_static_io_half_occ3.csv
new file mode 100644
index 0000000..42ad020
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp128_cooperative_static_io_half_occ3.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1364525 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1364525
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diff --git a/results/ncu_homogeneous_online_tiles/warp128_cooperative_static_io_half_occ4.csv b/results/ncu_homogeneous_online_tiles/warp128_cooperative_static_io_half_occ4.csv
new file mode 100644
index 0000000..541346f
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp128_cooperative_static_io_half_occ4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1364475 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1364475
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diff --git a/results/ncu_homogeneous_online_tiles/warp128_online_static_io_half.csv b/results/ncu_homogeneous_online_tiles/warp128_online_static_io_half.csv
new file mode 100644
index 0000000..c651b67
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp128_online_static_io_half.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1364404 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1364404
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diff --git a/results/ncu_homogeneous_online_tiles/warp128_static_io_half.csv b/results/ncu_homogeneous_online_tiles/warp128_static_io_half.csv
new file mode 100644
index 0000000..605b4ee
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp128_static_io_half.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1363771 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1363771
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diff --git a/results/ncu_homogeneous_online_tiles/warp128_static_io_half_dual.csv b/results/ncu_homogeneous_online_tiles/warp128_static_io_half_dual.csv
new file mode 100644
index 0000000..061d2f1
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp128_static_io_half_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1363842 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1363842
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diff --git a/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse1_static_io_half.csv b/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse1_static_io_half.csv
new file mode 100644
index 0000000..202fbbf
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse1_static_io_half.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1363449 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1363449
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diff --git a/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse2_static_io_half.csv b/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse2_static_io_half.csv
new file mode 100644
index 0000000..9e29314
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse2_static_io_half.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1363508 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1363508
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diff --git a/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse3_static_io_half.csv b/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse3_static_io_half.csv
new file mode 100644
index 0000000..2e35974
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse3_static_io_half.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1363561 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1363561
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diff --git a/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse4_static_io_half.csv b/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse4_static_io_half.csv
new file mode 100644
index 0000000..2537558
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse4_static_io_half.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1363643 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1363643
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diff --git a/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse5_static_io_half.csv b/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse5_static_io_half.csv
new file mode 100644
index 0000000..e82ce28
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse5_static_io_half.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1363721 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1363721
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diff --git a/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse_static_io_half.csv b/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse_static_io_half.csv
new file mode 100644
index 0000000..651e645
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp256_coefficient_reuse_static_io_half.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1363380 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1363380
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diff --git a/results/ncu_homogeneous_online_tiles/warp256_static_io_half.csv b/results/ncu_homogeneous_online_tiles/warp256_static_io_half.csv
new file mode 100644
index 0000000..64a923d
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp256_static_io_half.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1363289 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1363289
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diff --git a/results/ncu_homogeneous_online_tiles/warp64_static_io_half.csv b/results/ncu_homogeneous_online_tiles/warp64_static_io_half.csv
new file mode 100644
index 0000000..9af6e98
--- /dev/null
+++ b/results/ncu_homogeneous_online_tiles/warp64_static_io_half.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1364356 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1364356
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diff --git a/results/ncu_homogeneous_small_tiles/analysis.md b/results/ncu_homogeneous_small_tiles/analysis.md
new file mode 100644
index 0000000..23f2145
--- /dev/null
+++ b/results/ncu_homogeneous_small_tiles/analysis.md
@@ -0,0 +1,42 @@
+# Homogeneous Small-Tile NCU Attribution
+
+V100, uint32, `logN=20`, batch 16. All points use the same 10+10
+factorization, fused Shoup coefficient tree, four-row skewed static IO, and
+natural output. Only the physical warp prefix and occupancy target change.
+
+| point | NCU us | grid | regs | active warps | barrier | wait | long scoreboard | warp inst. |
+|---|---:|---:|---:|---:|---:|---:|---:|---:|
+| v0.6 | 1261.216 | 320 | 40 | 47.85% | 5.97% | 10.54% | 42.86% | 181.686M |
+| warp256 | 1479.712 | 240 | 164 | 18.42% | 7.98% | 18.17% | 26.08% | 211.339M |
+| warp128 occupancy-4 | 1684.384 | 320 | 101 | 24.32% | 5.52% | 18.77% | 35.63% | 237.491M |
+| warp64 occupancy-4 | 1680.704 | 320 | 113 | 24.26% | 5.69% | 19.42% | 36.70% | 238.237M |
+
+The occupancy transition is real: both small tiles launch 320 CTAs and raise
+active warps by about 32% relative to warp256. Barrier stall also falls by
+about 30%. Global load sectors remain within 1% of warp256, so neither the
+static boundary layout nor DRAM transaction count explains the regression.
+
+The loss is in the synchronous completion codelet. Small tiles execute about
+12.5% more warp instructions and 10--11% more integer thread instructions,
+while long-scoreboard stall rises by 37--41%. More resident warps therefore
+hide less latency per instruction stream than expected because stages moved
+from a register prefix into dependent shared-memory completion. This rejects
+"smaller warp tile" as a sufficient optimization, not the architecture-level
+space/time mapping.
+
+The first double-buffered row pipeline is retained as an explicit negative
+control. A corrected 3-prefix/1-merge assignment with register radix-8 merge
+is numerically correct, but reaches only 0.438/1.154/4.257 ms at batch
+1/4/16. A subsequent single-slot implementation publishes each 128-point tile
+independently and starts stage 7 after a tile pair arrives. It compiles to 128
+registers/thread, no static local allocation, about 20.6 KiB shared memory,
+and four CTAs/SM, but reaches only 0.497/1.354/4.376 ms. Thus neither excess
+buffer storage nor waiting for all eight prefix tiles is the dominant loss.
+
+The stable batch-16 ratio localizes the problem to fixed warp roles. Three
+prefix warps eventually become idle while one warp owns every stage-7/8/9
+continuation; the row-reuse barrier then prevents them from starting the next
+row. The resulting runnable-warp collapse is continuous, so increasing batch
+cannot amortize it. The next implementation must make continuation work
+stealable or split it across multiple warps. Buffer-depth tuning alone is not
+selected.
diff --git a/results/ncu_homogeneous_small_tiles/summary.csv b/results/ncu_homogeneous_small_tiles/summary.csv
new file mode 100644
index 0000000..8880e9c
--- /dev/null
+++ b/results/ncu_homogeneous_small_tiles/summary.csv
@@ -0,0 +1,5 @@
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+v06,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,1261.2160000000001,269.4461975097656,162.85812377929688,29792190.0,8388611.0,0.0,16384.0,39.32,,,12032436.0,27292286.0,181685699.0,,4142780704.0,,,,,47.85,5.97,10.54,42.86,5.68,40.0,16416.0,0.8,6.0,5.0,8.0
+warp256_static_io_half,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",240,128,1479.712,269.38720703125,151.68023681640625,40077771.0,8388611.0,0.0,8194.0,33.12,,,2452205.0,0.0,211339121.0,,3075919706.0,,,,,18.42,7.98,18.17,26.08,1.36,164.0,20592.0,1.0,3.0,3.0,16.0
+warp128_static_io_half,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1684.384,339.4511413574219,204.14599609375,39773844.0,8388611.0,80735.0,16384.0,38.23,,,2657791.0,83168.0,237491140.0,,3395436914.0,,,,,24.32,5.52,18.77,35.63,1.68,101.0,20592.0,1.0,4.0,4.0,16.0
+warp64_static_io_half,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1680.704,288.9359130859375,176.8470458984375,40482396.0,8388611.0,82351.0,16384.0,32.2,,,2691320.0,119721.0,238236766.0,,3416644076.0,,,,,24.26,5.69,19.42,36.7,1.99,113.0,20592.0,1.0,4.0,4.0,16.0
diff --git a/results/ncu_homogeneous_small_tiles/warp128_static_io_half.csv b/results/ncu_homogeneous_small_tiles/warp128_static_io_half.csv
new file mode 100644
index 0000000..5de0fb6
--- /dev/null
+++ b/results/ncu_homogeneous_small_tiles/warp128_static_io_half.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3693246 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3693246
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diff --git a/results/ncu_homogeneous_small_tiles/warp256_static_io_half.csv b/results/ncu_homogeneous_small_tiles/warp256_static_io_half.csv
new file mode 100644
index 0000000..933cc65
--- /dev/null
+++ b/results/ncu_homogeneous_small_tiles/warp256_static_io_half.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3693195 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3693195
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diff --git a/results/ncu_homogeneous_small_tiles/warp64_static_io_half.csv b/results/ncu_homogeneous_small_tiles/warp64_static_io_half.csv
new file mode 100644
index 0000000..8914c41
--- /dev/null
+++ b/results/ncu_homogeneous_small_tiles/warp64_static_io_half.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3693270 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3693270
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diff --git a/results/ncu_homogeneous_vector_radix4/analysis.md b/results/ncu_homogeneous_vector_radix4/analysis.md
new file mode 100644
index 0000000..de9f83c
--- /dev/null
+++ b/results/ncu_homogeneous_vector_radix4/analysis.md
@@ -0,0 +1,73 @@
+# Dual-Warp128 Vector Radix-4 NCU Attribution
+
+The matched V100 capture compares the current v0.6 resident radix-4 control,
+dual-warp128 coefficient-reuse depth 4, and the first vector-radix4 codelet at
+uint32 `logN=20`, batch 16. NCU uses base clocks, one replayed cooperative
+kernel, and identical fused-Shoup/full-scratch semantics.
+
+| metric | v0.6 | reuse d4 | vector radix-4 |
+|:--|--:|--:|--:|
+| replay time (us) | 1270.944 | 1409.856 | 1448.032 |
+| global-load sectors | 29.782M | 31.575M | 53.291M |
+| DRAM read (MiB) | 279.802 | 275.599 | 275.745 |
+| warp instructions | 181.752M | 226.770M | 230.054M |
+| integer thread instructions | 4.143B | 3.316B | 3.410B |
+| active warps | 47.88% | 24.67% | 24.83% |
+| barrier stall | 4.93% | 6.38% | 9.72% |
+| long-scoreboard stall | 53.04% | 27.33% | 27.66% |
+| registers/thread | 40 | 112 | 106 |
+
+The vector codelet is 2.7% slower than reuse d4 under fixed clocks and remains
+13.9% slower than v0.6. Occupancy and DRAM bytes do not explain the regression:
+active warps are unchanged from reuse d4 and DRAM reads differ by only 0.05%.
+Instead, lane-major four-value ownership issues 68.8% more global-load sectors,
+mostly cache-resident coefficient requests, while adding 2.8% integer
+instructions and raising barrier stall by 3.34 percentage points. The event
+lead observed at unlocked clocks is therefore not sufficient evidence for
+runtime promotion.
+
+The selected follow-up retains register-local radix-4 but makes coefficient
+broadcast depth a compile-time axis. For stages 2--5, only the lanes owning a
+unique four-coefficient group load it; other groups receive it through warp
+shuffle. Stage 6 remains direct because every active lane owns a distinct
+group. The existing reuse-d4 core remains the V100 default until the combined
+codelet passes event and matched fixed-clock screens.
+
+The first broadcast implementation is also a negative result. Depths 3--6
+remain at 53.17M--53.40M global-load sectors and take
+1506.592/1503.648/1486.976/1476.800 us. Reducing the active lanes of each
+slot-wise load does not reduce transactions because the coalescer already
+combines equal-address requests; the added shuffles instead raise warp
+instructions to 234.4M--259.7M. The corrected implementation transposes the
+operation: each lane loads one consecutive coefficient once per stage, then
+the four value slots shuffle from the lane that owns their offset. This is a
+genuine four-load-to-one-load transformation rather than lane masking.
+
+## Distributed-Load Confirmation
+
+The refreshed current-build capture confirms the intended mechanism.
+
+| metric | v0.6 | radix-2 reuse d4 | vector d0 | distributed d6 |
+|:--|--:|--:|--:|--:|
+| replay time (us) | 1268.832 | 1414.944 | 1424.224 | **1345.696** |
+| global-load sectors | 29.793M | 31.726M | 53.403M | **39.989M** |
+| warp instructions | 182.865M | 226.803M | 230.085M | 234.654M |
+| integer thread instructions | 4.143B | 3.316B | 3.410B | **3.261B** |
+| active warps | 47.78% | 24.65% | 24.80% | 24.73% |
+| barrier stall | 4.56% | 6.33% | 9.44% | 7.59% |
+| long-scoreboard stall | 54.86% | 26.63% | 27.98% | **19.38%** |
+| registers/thread | 40 | 112 | 106 | 106 |
+
+Against vector d0, distributed d6 cuts load sectors by 25.1%, integer
+instructions by 4.4%, long-scoreboard stall by 8.60 percentage points, and
+replay time by 5.5%. Warp instructions rise only 2.0%, active warps are
+unchanged, and no local allocation is introduced. The physical transformation
+is therefore validated rather than merely correlated with event timing.
+
+Distributed d6 is 5.1% faster than the previous dual-warp128 radix-2 reuse-d4
+selection under fixed clocks and becomes the selected dual-warp128 physical
+unit. It remains 6.1% slower than the mature v0.6 control: it executes 28.3%
+more warp instructions, requests 34.2% more global-load sectors, and exposes
+roughly half the active-warp percentage. Consequently this is a v0.7
+physical-unit promotion, not a claim that the specialized path replaces v0.6
+for every `logN=20`, batch-16 dispatch.
diff --git a/results/ncu_homogeneous_vector_radix4/summary.csv b/results/ncu_homogeneous_vector_radix4/summary.csv
new file mode 100644
index 0000000..fe7e895
--- /dev/null
+++ b/results/ncu_homogeneous_vector_radix4/summary.csv
@@ -0,0 +1,8 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+v06,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,1268.832,277.7550048828125,165.32644653320312,29793054.0,8388611.0,0.0,16384.0,36.39,,,12029619.0,27291899.0,182864783.0,,4142763012.0,,,,,47.78,4.56,8.12,54.86,3.91,40.0,16416.0,0.8,6.0,5.0,8.0
+warp128_coefficient_reuse4_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1414.944,276.2601318359375,151.53448486328125,31726445.0,8394969.0,95005.0,16384.0,35.78,,,2370909.0,94030.0,226803209.0,,3316172217.0,,,,,24.65,6.33,19.42,26.63,2.09,112.0,41184.0,1.0,2.0,2.0,8.0
+warp128_vector_radix4_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1424.224,263.55621337890625,139.314697265625,53402797.0,8349008.0,173679.0,16384.0,32.93,,,2127563.0,109619.0,230085363.0,,3410307939.0,,,,,24.8,9.44,19.09,27.98,1.49,106.0,41184.0,1.0,2.0,2.0,8.0
+warp128_vector_radix4_reuse3_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1489.088,276.8979797363281,174.22280883789062,51801249.0,8419276.0,137687.0,16384.0,35.4,,,2153703.0,96391.0,240316135.0,,3508662802.0,,,,,24.68,8.08,20.72,28.15,1.44,103.0,41184.0,1.0,2.0,2.0,8.0
+warp128_vector_radix4_reuse4_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1475.136,274.8044128417969,174.411865234375,50041845.0,8329365.0,121573.0,16384.0,35.21,,,2129187.0,96833.0,240661566.0,,3489004389.0,,,,,24.55,7.58,21.59,27.18,1.86,105.0,41184.0,1.0,2.0,2.0,8.0
+warp128_vector_radix4_reuse5_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1385.2160000000001,279.192138671875,159.8414306640625,46456898.0,8432822.0,117850.0,16384.0,36.99,,,2134046.0,99366.0,234307951.0,,3293339322.0,,,,,24.69,7.42,20.22,23.39,2.27,103.0,41184.0,1.0,2.0,2.0,8.0
+warp128_vector_radix4_reuse6_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1345.6960000000001,280.2200622558594,144.66311645507812,39989328.0,8408173.0,106192.0,16384.0,37.32,,,2146518.0,96377.0,234654015.0,,3261253570.0,,,,,24.73,7.59,20.99,19.38,3.03,106.0,41184.0,1.0,2.0,2.0,8.0
diff --git a/results/ncu_homogeneous_vector_radix4/v06.csv b/results/ncu_homogeneous_vector_radix4/v06.csv
new file mode 100644
index 0000000..55fd425
--- /dev/null
+++ b/results/ncu_homogeneous_vector_radix4/v06.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1981179 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1981179
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diff --git a/results/ncu_homogeneous_vector_radix4/warp128_coefficient_reuse4_dual.csv b/results/ncu_homogeneous_vector_radix4/warp128_coefficient_reuse4_dual.csv
new file mode 100644
index 0000000..2404fa3
--- /dev/null
+++ b/results/ncu_homogeneous_vector_radix4/warp128_coefficient_reuse4_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1981296 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1981296
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diff --git a/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_dual.csv b/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_dual.csv
new file mode 100644
index 0000000..6985904
--- /dev/null
+++ b/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1981367 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1981367
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diff --git a/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_reuse3_dual.csv b/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_reuse3_dual.csv
new file mode 100644
index 0000000..384d2b8
--- /dev/null
+++ b/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_reuse3_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1981480 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1981480
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diff --git a/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_reuse4_dual.csv b/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_reuse4_dual.csv
new file mode 100644
index 0000000..1ec4aeb
--- /dev/null
+++ b/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_reuse4_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1981522 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1981522
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diff --git a/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_reuse5_dual.csv b/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_reuse5_dual.csv
new file mode 100644
index 0000000..4963fba
--- /dev/null
+++ b/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_reuse5_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1981598 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1981598
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diff --git a/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_reuse6_dual.csv b/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_reuse6_dual.csv
new file mode 100644
index 0000000..8f58d1a
--- /dev/null
+++ b/results/ncu_homogeneous_vector_radix4/warp128_vector_radix4_reuse6_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 1981647 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 1981647
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diff --git a/results/ncu_homogeneous_warp_10x10/summary.csv b/results/ncu_homogeneous_warp_10x10/summary.csv
new file mode 100644
index 0000000..1138ae8
--- /dev/null
+++ b/results/ncu_homogeneous_warp_10x10/summary.csv
@@ -0,0 +1,11 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+v06,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,1061.1200000000001,258.90167236328125,137.00686645507812,29769810.0,8388611.0,0.0,16384.0,42.15,66.89,46.97,11968024.0,27291888.0,185758693.0,,4153632229.0,,,,,48.88,5.76,10.44,40.36,5.98,40.0,16416.0,0.8,6.0,5.0,8.0
+warp1024,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_two_level_kernel<unsigned int,",80,256,4674.464,299.51995849609375,493.45941162109375,46211161.0,33439373.0,0.0,32768.0,20.29,82.3,62.48,0.0,0.0,212096714.0,,2163204251.0,,,,,12.49,0.01,11.16,11.84,0.01,159.0,0.0,1.0,1.0,32.0,8.0
+warp256_t128,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",240,128,4355.296,784.5075988769531,577.2755432128906,53236062.0,33549891.0,0.0,32758.0,34.89,73.04,32.42,918725.0,18124.0,199753989.0,,2513979741.0,,,,,18.57,25.23,5.15,26.95,1.76,166.0,4096.0,1.0,3.0,4.0,16.0
+warp256_t256,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",80,256,3454.592,329.00933837890625,556.3888854980469,52890689.0,33652635.0,0.0,32768.0,30.25,86.01,41.98,698207.0,19110.0,194104914.0,,2503879252.0,,,,,12.49,23.97,9.5,21.98,0.85,166.0,8192.0,1.0,1.0,1.0,8.0
+warp256_static_t128,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",160,128,2451.584,357.39837646484375,128.63027954101562,52881819.0,4194307.0,0.0,4096.0,23.32,72.47,47.2,1955129.0,3160285.0,195075370.0,,2563192118.0,,,,,12.36,26.34,13.5,22.76,0.37,162.0,36864.0,1.0,3.0,2.0,16.0
+warp256_static_t256,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",80,256,2526.368,360.263671875,128.76858520507812,52891337.0,4196125.0,0.0,4096.0,20.87,69.94,51.02,1644290.0,3152635.0,195539259.0,,2563769926.0,,,,,12.5,25.99,13.29,21.51,0.47,162.0,73728.0,1.0,1.0,1.0,8.0
+warp256_static_io_t128,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",160,128,2101.632,252.519287109375,128.58905029296875,38123373.0,4194307.0,0.0,4096.0,21.23,50.97,68.2,4807579.0,6360465.0,217745198.0,,3238041052.0,,,,,12.35,20.59,19.68,25.61,0.56,172.0,36864.0,1.0,2.0,2.0,16.0
+warp256_static_io_t256,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",80,256,1938.816,246.70709228515625,128.71142578125,38048427.0,4183128.0,0.0,4096.0,22.64,50.23,73.43,4897749.0,6354643.0,216953857.0,,3238966076.0,,,,,12.5,16.51,20.66,25.08,0.87,172.0,73728.0,1.0,1.0,1.0,8.0
+warp256_static_half_t128,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",240,128,2081.504,456.8223571777344,160.10250854492188,52817345.0,8388611.0,0.0,8192.0,35.44,71.19,45.92,1246462.0,3145728.0,196793909.0,,2584283517.0,,,,,18.6,25.18,11.25,22.45,1.48,162.0,20480.0,1.0,3.0,3.0,16.0
+warp256_static_io_half_t128,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp256_10x10_kernel<unsigned int,",240,128,1455.616,272.6791076660156,152.48196411132812,40026987.0,8388611.0,0.0,8191.0,32.59,64.32,60.02,2481990.0,0.0,211082667.0,,3075920703.0,,,,,18.44,7.44,18.46,26.53,1.47,164.0,20592.0,1.0,3.0,3.0,16.0
diff --git a/results/ncu_homogeneous_warp_10x10/v06.csv b/results/ncu_homogeneous_warp_10x10/v06.csv
new file mode 100644
index 0000000..95175fd
--- /dev/null
+++ b/results/ncu_homogeneous_warp_10x10/v06.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3554084 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3554084
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diff --git a/results/ncu_homogeneous_warp_10x10/warp1024.csv b/results/ncu_homogeneous_warp_10x10/warp1024.csv
new file mode 100644
index 0000000..665fbe2
--- /dev/null
+++ b/results/ncu_homogeneous_warp_10x10/warp1024.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3554136 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3554136
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diff --git a/results/ncu_homogeneous_warp_10x10/warp256_static_half_t128.csv b/results/ncu_homogeneous_warp_10x10/warp256_static_half_t128.csv
new file mode 100644
index 0000000..ab6959d
--- /dev/null
+++ b/results/ncu_homogeneous_warp_10x10/warp256_static_half_t128.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3554467 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3554467
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diff --git a/results/ncu_homogeneous_warp_10x10/warp256_static_io_half_t128.csv b/results/ncu_homogeneous_warp_10x10/warp256_static_io_half_t128.csv
new file mode 100644
index 0000000..536ea90
--- /dev/null
+++ b/results/ncu_homogeneous_warp_10x10/warp256_static_io_half_t128.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3554499 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3554499
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diff --git a/results/ncu_homogeneous_warp_10x10/warp256_static_io_t128.csv b/results/ncu_homogeneous_warp_10x10/warp256_static_io_t128.csv
new file mode 100644
index 0000000..72af2d9
--- /dev/null
+++ b/results/ncu_homogeneous_warp_10x10/warp256_static_io_t128.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3554387 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3554387
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diff --git a/results/ncu_homogeneous_warp_10x10/warp256_static_io_t256.csv b/results/ncu_homogeneous_warp_10x10/warp256_static_io_t256.csv
new file mode 100644
index 0000000..b28ec55
--- /dev/null
+++ b/results/ncu_homogeneous_warp_10x10/warp256_static_io_t256.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3554416 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3554416
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diff --git a/results/ncu_homogeneous_warp_10x10/warp256_static_t128.csv b/results/ncu_homogeneous_warp_10x10/warp256_static_t128.csv
new file mode 100644
index 0000000..ce05ed9
--- /dev/null
+++ b/results/ncu_homogeneous_warp_10x10/warp256_static_t128.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3554267 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3554267
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diff --git a/results/ncu_homogeneous_warp_10x10/warp256_static_t256.csv b/results/ncu_homogeneous_warp_10x10/warp256_static_t256.csv
new file mode 100644
index 0000000..2c8395e
--- /dev/null
+++ b/results/ncu_homogeneous_warp_10x10/warp256_static_t256.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3554356 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3554356
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diff --git a/results/ncu_homogeneous_warp_10x10/warp256_t128.csv b/results/ncu_homogeneous_warp_10x10/warp256_t128.csv
new file mode 100644
index 0000000..d9f75e9
--- /dev/null
+++ b/results/ncu_homogeneous_warp_10x10/warp256_t128.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3554206 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3554206
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diff --git a/results/ncu_homogeneous_warp_10x10/warp256_t256.csv b/results/ncu_homogeneous_warp_10x10/warp256_t256.csv
new file mode 100644
index 0000000..c9683d6
--- /dev/null
+++ b/results/ncu_homogeneous_warp_10x10/warp256_t256.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3554239 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3554239
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diff --git a/results/ncu_homogeneous_warp_10x10_analysis.md b/results/ncu_homogeneous_warp_10x10_analysis.md
new file mode 100644
index 0000000..b252412
--- /dev/null
+++ b/results/ncu_homogeneous_warp_10x10_analysis.md
@@ -0,0 +1,135 @@
+# Warp-Granular 10+10 NCU Analysis
+
+V100, uint32, `logN=20`, batch 16. The first capture predates the static
+writer and isolates the original warp-core bottleneck; the subsequent matched
+captures add static writer and static IO points under the same workload.
+
+| point | time (us) | DRAM read/write (MiB) | DRAM peak | active warps | barrier | wait | registers | shared (B) |
+|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|
+| v0.6 | 1075.520 | 261.698 / 143.136 | 43.94% | 48.87% | 5.64% | 42.72% | 40 | 16416 |
+| 1024/warp | 4560.672 | 299.889 / 485.172 | 20.06% | 12.49% | 0.01% | 11.20% | 159 | 0 |
+| 256/warp, 128 threads | 4615.104 | 803.743 / 590.644 | 35.72% | 18.56% | 27.09% | 28.02% | 161 | 4096 |
+| 256/warp, 256 threads | 3439.552 | 335.646 / 566.175 | 30.51% | 12.49% | 24.14% | 21.16% | 161 | 8192 |
+
+The original warp cores do not merely execute more radix-2 instructions. Their
+one-row-at-a-time edge stores inflate DRAM writes by 3.4--4.1x relative to
+v0.6, while the 128-thread point also inflates reads by 3.1x. The complete-warp
+core is register-limited to one CTA/SM. The 256-point core exposes more groups,
+but its row-strided global edges turn that parallelism into transaction
+amplification. These counters motivated the word-size-dependent static writer.
+
+## Static-Writer Attribution
+
+The matched rerun adds the first static-writer core:
+
+| point | time (us) | load/store sectors | DRAM read/write (MiB) | warp inst. | integer thread inst. | active warps | barrier | shared (B) |
+|---|---:|---:|---:|---:|---:|---:|---:|---:|
+| v0.6 | 1062.240 | 29.801M / 8.389M | 258.518 / 138.395 | 187.692M | 4.154B | 48.69% | 5.46% | 16416 |
+| plain warp256, 128T | 4351.296 | 53.160M / 33.554M | 794.644 / 576.774 | 198.687M | 2.514B | 18.56% | 26.88% | 4096 |
+| static writer, 128T | 2451.552 | 52.882M / 4.194M | 357.388 / 128.668 | 195.085M | 2.563B | 12.35% | 26.46% | 36864 |
+
+Static output mapping reduces store sectors by exactly 8x relative to the
+plain warp256 core and to half of v0.6, while DRAM writes fall below v0.6. Warp
+and integer instruction counts barely change relative to plain warp256. The
+remaining gap is therefore not radix instruction volume: static-writer warp
+instructions are only 1.039x v0.6 and integer instructions are 0.617x. The
+unresolved costs are 1.774x load sectors, one quarter of v0.6 active warps, and
+13.5% versus 5.46% barrier stalls. This selects coalesced input and coefficient
+reuse as the next experiments.
+
+## Static-IO Attribution
+
+Before the packet-level shared swizzle, full static IO reduces load sectors
+from 52.883M to 38.074M and DRAM reads from 358.368 MiB to 253.720 MiB. Store
+sectors remain optimal at 4.194M. However, per-row bit-reverse staging creates
+17.980M/19.416M shared load/store bank conflicts; barrier stalls remain 16.40%
+versus v0.6's 5.52%, long-scoreboard stalls reach 18.28%, and MIO throttle
+rises from 0.37% to 5.09%. This identifies the
+remaining read-side loss as an on-chip layout problem, not DRAM or coefficient
+traffic.
+
+The integrated implementation now uses `P(i)=i xor (i>>5)` for the entire
+input packet, register subgraph, and output packet. It replaces one barrier per
+row with one barrier per packet and keeps unconsumed rows in disjoint swizzled
+slots. The same template exposes full and half row packets through
+`NttSubgraphMapping.data_space`; the latter trades half-sector stores for a
+third resident 128-thread CTA when registers permit it.
+
+The matched rerun confirms that packet-wide XOR reduces shared load/store bank
+conflicts from 17.980M/19.416M to 4.813M/6.359M and lowers the full-packet NCU
+time to 2.073 ms. It also exposes the next limit: 172 registers per thread cap
+both full and half static-IO kernels at two CTAs/SM. The half point therefore
+launches 160 rather than the requested 240 blocks and takes 2.184 ms.
+
+Implemented after this capture, the uint32 four-row specialization uses a
+row-major tile with a seven-word bank skew. It compiles to 164 registers with
+no local memory, launches three CTAs/SM, and reaches 0.837x/0.831x/0.822x v0.6
+throughput at batch 1/4/16. The updated profiling script applies the measured
+11:9, 8:7, and 17:13 role weights for those batches so the next capture profiles
+the selected physical point rather than the obsolete 9:11 mapping.
+
+## Skewed Half-Packet Confirmation
+
+The selected uint32 batch-16 rerun confirms the mechanism:
+
+| metric | previous XOR half | skewed half | v0.6 |
+|---|---:|---:|---:|
+| NCU time (us) | 2184.384 | 1455.616 | 1061.120 |
+| launched blocks | 160 | 240 | 320 |
+| registers/thread | 172 | 164 | 40 |
+| active warps | 12.45% | 18.44% | 48.88% |
+| shared load conflicts | 4.317M | 2.482M | 11.968M |
+| shared store conflicts | 6.291M | 0 | 27.292M |
+| barrier stall | 18.06% | 7.44% | 5.76% |
+| wait stall | 18.54% | 18.46% | 10.44% |
+| warp instructions | 218.509M | 211.083M | 185.759M |
+| integer thread instructions | 3.257B | 3.076B | 4.154B |
+
+The new point is 1.50x faster than the previous half-packet kernel. Shared
+bank pressure, MIO throttle, and long-scoreboard pressure are all below or near
+the control and are no longer the primary limit. The remaining NCU gap is a
+physical-core latency-hiding problem: three 128-thread CTAs provide only 12
+resident warps versus v0.6's 32, while fixed-latency `wait` stall is 1.77x the
+control and warp instruction volume is 1.136x. Global load sectors are also
+1.344x v0.6, but total DRAM bytes increase by only about 7%, so traffic alone
+cannot explain the 37% NCU time gap.
+
+The next core screen should therefore reduce the register live set rather than
+add another boundary layout: 128- and 64-point warp subgraphs halve or quarter
+the lane-owned value array, then finish the remaining stages through the same
+packet tile. The success criterion is at least four 128-thread CTAs/SM without
+local-memory traffic; radix-4/8 codelets remain alternatives inside each warp
+subgraph.
+
+## Small-Tile Occupancy Screen
+
+The generated 128- and 64-point static-IO instances pass random verification
+against v0.6. Their first integration also exposed a generator contract bug:
+the new physical-core enums were not registered as specialized 10+10
+consumers, so the ordinary root-power array was interpreted as a per-row fused
+coefficient tree. Registering coefficient layout alongside launch selection
+fixes both cores; future generated cores must declare this layout contract.
+
+An occupancy-4 wrapper produces the intended V100 resource transition:
+
+| point | registers/thread | requested CTAs/SM | event ms | throughput/v0.6 |
+|---|---:|---:|---:|---:|
+| v0.6 | 40 | 4 | 1.094196 | 1.000x |
+| warp256 skewed half | 164 | 3 | 1.361562 | 0.804x |
+| warp128 skewed half | 101 | 4 | 1.609574 | 0.680x |
+| warp64 skewed half | 113 | 4 | 1.659750 | 0.659x |
+
+These are two-trial CUDA-event medians at uint32 `logN=20`, batch 16; the raw
+screen is in `results/homogeneous_warp_small_tiles_occupancy4/`. The occupancy
+goal is met without local memory, but performance falls because all four warps
+still rendezvous for each row and the smaller prefixes move more stages into
+shared completion. NCU should next compare only the selected warp256 control
+and the two occupancy-4 points. The architectural follow-up is a prefix/merge
+warp pipeline with independent role counts and a shared ring, so prefix work
+on row `r+1` overlaps merge work on row `r`.
+
+The focused counter command is:
+
+```bash
+sudo -E ./scripts/profile_homogeneous_small_tiles_ncu.sh
+```
diff --git a/results/ncu_hybrid_dataflow/atomic_n12_b16.csv b/results/ncu_hybrid_dataflow/atomic_n12_b16.csv
new file mode 100644
index 0000000..88bbcf0
--- /dev/null
+++ b/results/ncu_hybrid_dataflow/atomic_n12_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4077088 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4077088
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diff --git a/results/ncu_hybrid_dataflow/balanced_n10_b16.csv b/results/ncu_hybrid_dataflow/balanced_n10_b16.csv
new file mode 100644
index 0000000..0f30552
--- /dev/null
+++ b/results/ncu_hybrid_dataflow/balanced_n10_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4071312 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4071312
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diff --git a/results/ncu_hybrid_dataflow/balanced_n12_b16.csv b/results/ncu_hybrid_dataflow/balanced_n12_b16.csv
new file mode 100644
index 0000000..3afb89b
--- /dev/null
+++ b/results/ncu_hybrid_dataflow/balanced_n12_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4072098 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4072098
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diff --git a/results/ncu_hybrid_dataflow/balanced_n13_b1.csv b/results/ncu_hybrid_dataflow/balanced_n13_b1.csv
new file mode 100644
index 0000000..9f30771
--- /dev/null
+++ b/results/ncu_hybrid_dataflow/balanced_n13_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4073930 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4073930
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diff --git a/results/ncu_hybrid_dataflow/linear_n12_b16.csv b/results/ncu_hybrid_dataflow/linear_n12_b16.csv
new file mode 100644
index 0000000..4a1ce49
--- /dev/null
+++ b/results/ncu_hybrid_dataflow/linear_n12_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4076177 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4076177
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diff --git a/results/ncu_hybrid_dataflow/primary_n8_b256.csv b/results/ncu_hybrid_dataflow/primary_n8_b256.csv
new file mode 100644
index 0000000..c331e77
--- /dev/null
+++ b/results/ncu_hybrid_dataflow/primary_n8_b256.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4070407 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4070407
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diff --git a/results/ncu_hybrid_dataflow/summary.csv b/results/ncu_hybrid_dataflow/summary.csv
new file mode 100644
index 0000000..f31ca0e
--- /dev/null
+++ b/results/ncu_hybrid_dataflow/summary.csv
@@ -0,0 +1,9 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,long_scoreboard_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+atomic_n12_b16,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,256,318.08,0.0,0.0,,,,97.43,,19435.0,16384.0,,71879072.0,,,,,12.5,41.39,2.22,50.0,61496.0,0.2,4.0,1.0,8.0
+balanced_n10_b16,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,160,70.24,0.0,0.0,,,,90.47,,8576.0,8192.0,,14329344.0,,,,,7.81,16.7,2.55,50.0,10272.0,0.03,7.0,9.0,12.0
+balanced_n12_b16,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,192,182.272,0.0,0.0,,,,98.51,,34678.0,32768.0,,47282816.0,,,,,9.37,13.38,4.22,50.0,37928.0,0.1,6.0,2.0,10.0
+balanced_n13_b1,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",1,224,314.81600000000003,0.0,0.0,,,,98.19,,4360.0,4160.0,,5609904.0,,,,,10.94,19.0,4.18,50.0,77872.0,0.01,5.0,1.0,9.0
+linear_n12_b16,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,256,305.504,0.0,0.0,,,,97.38,,77568.0,73728.0,,58707840.0,,,,,12.5,51.22,2.49,50.0,61496.0,0.2,4.0,1.0,8.0
+primary_n8_b256,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",256,256,46.176,0.0,0.0,,,,96.12,,18171.0,16411.0,,25220096.0,,,,,33.81,79.84,3.08,50.0,30776.0,1.07,4.0,3.0,8.0
+unbalanced_n12_b16,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,256,322.72,0.0,0.0,,,,97.25,,19343.0,16384.0,,58412928.0,,,,,12.5,50.63,2.19,50.0,61496.0,0.2,4.0,1.0,8.0
+us2_n12_b16,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,64,5197.536,0.0,0.0,,,,98.48,,65536.0,65536.0,,406514816.0,,,,,3.12,11.1,1.01,50.0,32840.0,0.1,18.0,2.0,32.0
diff --git a/results/ncu_hybrid_dataflow/unbalanced_n12_b16.csv b/results/ncu_hybrid_dataflow/unbalanced_n12_b16.csv
new file mode 100644
index 0000000..dc4d306
--- /dev/null
+++ b/results/ncu_hybrid_dataflow/unbalanced_n12_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4073022 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4073022
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diff --git a/results/ncu_hybrid_dataflow/us2_n12_b16.csv b/results/ncu_hybrid_dataflow/us2_n12_b16.csv
new file mode 100644
index 0000000..e49ba61
--- /dev/null
+++ b/results/ncu_hybrid_dataflow/us2_n12_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4074894 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4074894
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diff --git a/results/ncu_hybrid_dataflow_interleave/n10_td10_ti1.csv b/results/ncu_hybrid_dataflow_interleave/n10_td10_ti1.csv
new file mode 100644
index 0000000..5db91c0
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_interleave/n10_td10_ti1.csv
@@ -0,0 +1,10 @@
+==WARNING== Could not deploy stock section files to "/home/wt/Documents/NVIDIA Nsight Compute/2021.3.1/Sections".
+Set the HOME environment variable to a writable directory.
+==WARNING== Using "/usr/lib/x86_64-linux-gnu/nsight-compute/target/linux-desktop-glibc_2_11_3-x64/../../sections" instead.
+==WARNING== See https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#faq.
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4191377 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4191377
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diff --git a/results/ncu_hybrid_dataflow_interleave/n10_ti1.csv b/results/ncu_hybrid_dataflow_interleave/n10_ti1.csv
new file mode 100644
index 0000000..3847844
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_interleave/n10_ti1.csv
@@ -0,0 +1,10 @@
+==WARNING== Could not deploy stock section files to "/home/wt/Documents/NVIDIA Nsight Compute/2021.3.1/Sections".
+Set the HOME environment variable to a writable directory.
+==WARNING== Using "/usr/lib/x86_64-linux-gnu/nsight-compute/target/linux-desktop-glibc_2_11_3-x64/../../sections" instead.
+==WARNING== See https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#faq.
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4191320 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4191320
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diff --git a/results/ncu_hybrid_dataflow_interleave/n10_ti2.csv b/results/ncu_hybrid_dataflow_interleave/n10_ti2.csv
new file mode 100644
index 0000000..ad3f6be
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_interleave/n10_ti2.csv
@@ -0,0 +1,10 @@
+==WARNING== Could not deploy stock section files to "/home/wt/Documents/NVIDIA Nsight Compute/2021.3.1/Sections".
+Set the HOME environment variable to a writable directory.
+==WARNING== Using "/usr/lib/x86_64-linux-gnu/nsight-compute/target/linux-desktop-glibc_2_11_3-x64/../../sections" instead.
+==WARNING== See https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#faq.
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4191415 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4191415
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diff --git a/results/ncu_hybrid_dataflow_interleave/n12_td12_ti1.csv b/results/ncu_hybrid_dataflow_interleave/n12_td12_ti1.csv
new file mode 100644
index 0000000..f73bca8
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_interleave/n12_td12_ti1.csv
@@ -0,0 +1,10 @@
+==WARNING== Could not deploy stock section files to "/home/wt/Documents/NVIDIA Nsight Compute/2021.3.1/Sections".
+Set the HOME environment variable to a writable directory.
+==WARNING== Using "/usr/lib/x86_64-linux-gnu/nsight-compute/target/linux-desktop-glibc_2_11_3-x64/../../sections" instead.
+==WARNING== See https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#faq.
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4191463 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4191463
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diff --git a/results/ncu_hybrid_dataflow_interleave/n12_ti1.csv b/results/ncu_hybrid_dataflow_interleave/n12_ti1.csv
new file mode 100644
index 0000000..874fba3
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_interleave/n12_ti1.csv
@@ -0,0 +1,10 @@
+==WARNING== Could not deploy stock section files to "/home/wt/Documents/NVIDIA Nsight Compute/2021.3.1/Sections".
+Set the HOME environment variable to a writable directory.
+==WARNING== Using "/usr/lib/x86_64-linux-gnu/nsight-compute/target/linux-desktop-glibc_2_11_3-x64/../../sections" instead.
+==WARNING== See https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#faq.
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4191438 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4191438
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diff --git a/results/ncu_hybrid_dataflow_interleave/n12_ti2.csv b/results/ncu_hybrid_dataflow_interleave/n12_ti2.csv
new file mode 100644
index 0000000..49aae05
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_interleave/n12_ti2.csv
@@ -0,0 +1,10 @@
+==WARNING== Could not deploy stock section files to "/home/wt/Documents/NVIDIA Nsight Compute/2021.3.1/Sections".
+Set the HOME environment variable to a writable directory.
+==WARNING== Using "/usr/lib/x86_64-linux-gnu/nsight-compute/target/linux-desktop-glibc_2_11_3-x64/../../sections" instead.
+==WARNING== See https://docs.nvidia.com/nsight-compute/ProfilingGuide/index.html#faq.
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 4191550 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 4191550
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diff --git a/results/ncu_hybrid_dataflow_interleave/summary.csv b/results/ncu_hybrid_dataflow_interleave/summary.csv
new file mode 100644
index 0000000..53895ca
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_interleave/summary.csv
@@ -0,0 +1,7 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,long_scoreboard_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+n10_td10_ti1,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",256,160,55.264,,,,,,,,9096.0,0.0,,0.38,112459776.0,,,,,24.88,,30.0,88.0,8192.0,0.8,4.0,12.0,12.0
+n10_ti1,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",256,160,65.696,,,,,,,,6353.0,0.0,,0.36,146604032.0,,,,,24.89,,30.69,68.0,8192.0,0.64,5.0,12.0,12.0
+n10_ti2,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",256,160,58.464,,,,,,,,9098.0,0.0,,0.39,128049152.0,,,,,24.82,,27.08,88.0,8192.0,0.8,4.0,12.0,12.0
+n12_td12_ti1,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",256,192,308.928,,,,,,,,64650.0,0.0,,0.32,443301888.0,,,,,18.51,,33.7,106.0,32768.0,1.6,2.0,3.0,10.0
+n12_ti1,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",256,192,369.696,,,,,,,,60811.0,0.0,,0.27,449658880.0,,,,,18.27,,28.62,106.0,32768.0,1.6,2.0,3.0,10.0
+n12_ti2,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",256,192,322.56,,,,,,,,68337.0,0.0,,0.32,480116736.0,,,,,18.39,,33.64,112.0,32768.0,1.6,2.0,3.0,10.0
diff --git a/results/ncu_hybrid_dataflow_roles/analysis.md b/results/ncu_hybrid_dataflow_roles/analysis.md
new file mode 100644
index 0000000..c8af711
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_roles/analysis.md
@@ -0,0 +1,54 @@
+# HybridDataflow fused-role NCU attribution
+
+This V100 capture profiles one uint64 batch-16 launch per generated `Ur/Td`
+point. The source table is [summary.csv](summary.csv). NCU replay time is used
+for controlled attribution; the CUDA-event batch sweep remains the performance
+reference. This capture predates the generated `Rb` launch-bounds dimension;
+its instruction/channel conclusions remain valid, while current register counts
+are reported in the role study rather than inferred from this table.
+
+## Counter comparison
+
+| point | time (us) | warp inst. | integer inst. | shared load conflicts | registers/thread | shared/CTA | barrier stall | long scoreboard |
+|---|---:|---:|---:|---:|---:|---:|---:|---:|
+| n10 `Ur=1,Td=4` | 58.752 | 0.839 M | 11.027 M | 8879 | 63 | 16416 B | 35.13% | 3.10% |
+| n10 `Ur=5,Td=4` | 52.832 | 0.594 M | 8.262 M | 652 | 78 | 8192 B | 17.26% | 24.50% |
+| n12 `Ur=1,Td=4` | 151.776 | 3.281 M | 39.140 M | 35458 | 63 | 53288 B | 25.87% | 3.52% |
+| n12 `Ur=1,Td=8` | 172.544 | 2.941 M | 34.730 M | 35318 | 64 | 73768 B | 40.40% | 4.37% |
+| n12 `Ur=6,Td=8` | 160.448 | 2.049 M | 26.203 M | 3652 | 142 | 32768 B | 25.80% | 15.63% |
+
+At `logN=10`, full fusion improves replay time by 1.11x. It removes 29.2% of
+warp instructions, 25.1% of integer instructions, 92.7% of shared-load bank
+conflicts, all measured shared-store conflicts, and half of the dynamic shared
+allocation. This directly validates that the implementation is computing a
+register-resident subgraph rather than replaying single-stage shared kernels.
+
+At `logN=12`, comparing equal `Td=8`, full fusion is 1.08x faster and removes
+30.3% of warp instructions, 24.6% of integer instructions, 89.7% of shared-load
+conflicts, and all measured shared-store conflicts. Against the best low-batch
+base point (`Ur=1,Td=4`), however, fusion is 5.7% slower under replay despite
+37.5%/33.1% lower warp/integer instruction counts.
+
+## Batch crossover mechanism
+
+The remaining cost moves from shared materialization to a register dependency
+chain. `Ur=6,Td=8` raises registers from 63 to 142 per thread and long-scoreboard
+stall from 3.52% to 15.63%. Static cubin resource data reports 16 B of stack and
+`LOCAL:0`, so this capture does not support a spill explanation. A fused warp
+instead executes six dependent twiddle/modular stages before another role can
+take over, exposing arithmetic and lookup latency.
+
+For the implementation captured here, the resource transition explains the CUDA-event batch crossover. The base
+point's 53288 B shared allocation permits only one CTA per 98304 B V100 SM.
+The fused point uses 32768 B; its 142-register footprint becomes the limit at
+two CTAs per SM. Batch 1/16 cannot use that extra residency and remains neutral,
+while batch 256 supplies enough CTAs for latency hiding and reaches the measured
+1.66x fused-role speedup. The subsequent launch-bounds implementation lowers
+the normal fused point to 103 registers and three CTAs/SM; its refreshed
+batch-256 speedup is 1.46x because the base point also benefits from the new
+code generation.
+
+The resulting method is piecewise: increase `Ur` while saved channel work and
+CTA residency dominate, increase `Td` until role replicas are filled, and stop
+when register dependency/occupancy cost dominates. Word width, subgraph length,
+and batch all move this boundary.
diff --git a/results/ncu_hybrid_dataflow_roles/n10_ur1_td4.csv b/results/ncu_hybrid_dataflow_roles/n10_ur1_td4.csv
new file mode 100644
index 0000000..8565e27
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_roles/n10_ur1_td4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3184546 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 3184546
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diff --git a/results/ncu_hybrid_dataflow_roles/n10_ur2_td4.csv b/results/ncu_hybrid_dataflow_roles/n10_ur2_td4.csv
new file mode 100644
index 0000000..f7b8f6d
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_roles/n10_ur2_td4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3184817 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 3184817
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diff --git a/results/ncu_hybrid_dataflow_roles/n10_ur5_td4.csv b/results/ncu_hybrid_dataflow_roles/n10_ur5_td4.csv
new file mode 100644
index 0000000..fefc88f
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_roles/n10_ur5_td4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3185062 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 3185062
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diff --git a/results/ncu_hybrid_dataflow_roles/n12_ur1_td4.csv b/results/ncu_hybrid_dataflow_roles/n12_ur1_td4.csv
new file mode 100644
index 0000000..394b29e
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_roles/n12_ur1_td4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3185273 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 3185273
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diff --git a/results/ncu_hybrid_dataflow_roles/n12_ur1_td8.csv b/results/ncu_hybrid_dataflow_roles/n12_ur1_td8.csv
new file mode 100644
index 0000000..c388ef5
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_roles/n12_ur1_td8.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3185556 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 3185556
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diff --git a/results/ncu_hybrid_dataflow_roles/n12_ur2_td4.csv b/results/ncu_hybrid_dataflow_roles/n12_ur2_td4.csv
new file mode 100644
index 0000000..fe87ca1
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_roles/n12_ur2_td4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3185840 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 3185840
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diff --git a/results/ncu_hybrid_dataflow_roles/n12_ur2_td8.csv b/results/ncu_hybrid_dataflow_roles/n12_ur2_td8.csv
new file mode 100644
index 0000000..bc74a44
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_roles/n12_ur2_td8.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3186069 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 3186069
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diff --git a/results/ncu_hybrid_dataflow_roles/n12_ur3_td4.csv b/results/ncu_hybrid_dataflow_roles/n12_ur3_td4.csv
new file mode 100644
index 0000000..ad9ff8f
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_roles/n12_ur3_td4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3186347 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 3186347
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diff --git a/results/ncu_hybrid_dataflow_roles/n12_ur3_td8.csv b/results/ncu_hybrid_dataflow_roles/n12_ur3_td8.csv
new file mode 100644
index 0000000..d3bccd7
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_roles/n12_ur3_td8.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3186621 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 3186621
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diff --git a/results/ncu_hybrid_dataflow_roles/n12_ur6_td4.csv b/results/ncu_hybrid_dataflow_roles/n12_ur6_td4.csv
new file mode 100644
index 0000000..14b820c
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_roles/n12_ur6_td4.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3186829 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 3186829
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diff --git a/results/ncu_hybrid_dataflow_roles/n12_ur6_td8.csv b/results/ncu_hybrid_dataflow_roles/n12_ur6_td8.csv
new file mode 100644
index 0000000..f09cce4
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_roles/n12_ur6_td8.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 3187117 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 3187117
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diff --git a/results/ncu_hybrid_dataflow_roles/summary.csv b/results/ncu_hybrid_dataflow_roles/summary.csv
new file mode 100644
index 0000000..2d240b8
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_roles/summary.csv
@@ -0,0 +1,12 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,long_scoreboard_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+n10_ur1_td4,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,160,58.752,,,60384.0,4096.0,,,,8879.0,8192.0,839200.0,11027456.0,,,,,7.81,35.13,3.1,63.0,16416.0,0.04,6.0,5.0,12.0
+n10_ur2_td4,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,192,54.464,,,60384.0,4096.0,,,,720.0,0.0,768656.0,11304448.0,,,,,9.37,26.19,12.35,76.0,12320.0,0.05,4.0,5.0,10.0
+n10_ur5_td4,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,160,52.832,,,60384.0,4096.0,,,,652.0,0.0,593936.0,8261632.0,,,,,7.81,17.26,24.5,78.0,8192.0,0.05,4.0,4.0,12.0
+n12_ur1_td4,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,192,151.776,,,327261.0,16384.0,,,,35458.0,32768.0,3280528.0,39139968.0,,,,,9.37,25.87,3.52,63.0,53288.0,0.2,5.0,1.0,10.0
+n12_ur1_td8,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,192,172.544,,,321222.0,16384.0,,,,35318.0,33143.0,2941168.0,34730112.0,,,,,9.37,40.4,4.37,64.0,73768.0,0.2,5.0,1.0,10.0
+n12_ur2_td4,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,192,163.71200000000002,,,318150.0,16384.0,,,,5469.0,0.0,2677360.0,34469376.0,,,,,9.37,16.27,16.26,96.0,40992.0,0.1,3.0,2.0,10.0
+n12_ur2_td8,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,192,172.8,,,325216.0,16384.0,,,,5815.0,0.0,2511088.0,32313728.0,,,,,9.37,24.94,13.55,95.0,49184.0,0.2,3.0,1.0,10.0
+n12_ur3_td4,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,192,201.024,,,311796.0,16384.0,,,,4021.0,0.0,2500912.0,33355136.0,,,,,9.37,35.63,12.02,112.0,36888.0,0.1,2.0,2.0,10.0
+n12_ur3_td8,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,192,163.616,,,313701.0,16384.0,,,,4634.0,0.0,2321136.0,30709632.0,,,,,9.37,24.15,15.1,112.0,40984.0,0.1,2.0,2.0,10.0
+n12_ur6_td4,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,192,186.43200000000002,,,325314.0,16384.0,,,,5246.0,0.0,2305824.0,31911936.0,,,,,9.37,30.19,16.54,126.0,32768.0,0.1,2.0,2.0,10.0
+n12_ur6_td8,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,192,160.448,,,325332.0,16384.0,,,,3652.0,0.0,2048736.0,26203136.0,,,,,9.37,25.8,15.63,142.0,32768.0,0.1,2.0,2.0,10.0
diff --git a/results/ncu_hybrid_dataflow_td/analysis.md b/results/ncu_hybrid_dataflow_td/analysis.md
new file mode 100644
index 0000000..becbc6e
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_td/analysis.md
@@ -0,0 +1,48 @@
+# HybridDataflow V100 NCU attribution
+
+This capture profiles one launch per point on a Tesla V100-SXM2-16GB at base
+profiling clocks. The source table is [summary.csv](summary.csv). NCU replay
+time is used only for controlled comparisons within this capture; CUDA-event
+timings remain the performance reference.
+
+## Controlled logN=12 results
+
+| Comparison | Time (us) | Relative time | Warp instructions | Integer thread instructions | Active warps | Barrier stall |
+|---|---:|---:|---:|---:|---:|---:|
+| balanced `Us=6, Td=1` | 187.552 | 1.00x | 4.395 M | 54.416 M | 9.37% | 13.26% |
+| balanced `Us=6, Td=4` | 150.272 | 0.80x | 3.290 M | 39.391 M | 9.37% | 25.55% |
+| unbalanced `Us=8, Td=1` | 331.232 | 1.77x | 6.066 M | 68.667 M | 12.50% | 50.55% |
+| fine-grained `Us=2, Td=1` | 5392.480 | 28.75x | 46.757 M | 472.569 M | 3.12% | 10.94% |
+
+`Td=4` is 1.25x faster than `Td=1`. It removes 25.1% of warp instructions
+and 27.6% of integer thread instructions while active-warp utilization remains
+9.37%. Barrier stall rises from 13.26% to 25.55%: token packing amortizes
+routing, address, and loop-control work, but exposes inter-role synchronization
+as a larger fraction of the shorter execution.
+
+Balanced `6+6` decomposition is 1.77x faster than unbalanced `8+4`. It removes
+27.5% of warp instructions and 20.8% of integer thread instructions, and cuts
+barrier stalls from 50.55% to 13.26%. This establishes stage decomposition as
+a first-order architecture parameter.
+
+`Us=2` is not merely synchronization-bound. It executes 10.64x as many warp
+instructions and 8.68x as many integer thread instructions as balanced
+`Us=6`, while active-warp utilization falls to 3.12%. The 28.75x slowdown is
+therefore caused by a long sequence of undersized roles and channel handoffs.
+
+## Secondary ablations
+
+At unbalanced `8+4`, atomic handoff is within 1.1% of named-barrier replay
+time, despite executing 22.6% more integer instructions. This capture does not
+establish a handoff winner. Linear layout is 3.1% faster in replay time but has
+3.93x as many shared-load bank conflicts as `hermes-xor`; steady-state timing
+must decide whether its apparent lead is reproducible.
+
+The `logN=13, Us=7, Td=2` point consumes 90160 B of shared memory and is
+limited to one CTA per SM. `Td=4` would require 114736 B and is illegal on the
+V100 98304 B per-CTA limit. This is a concrete resource boundary that the
+search model must encode rather than discover by a failed launch.
+
+DRAM byte counters are not used to claim zero traffic: NCU kernel replay keeps
+most input state in cache. Global load/store sectors are retained in the CSV
+as the traffic evidence for future controlled comparisons.
diff --git a/results/ncu_hybrid_dataflow_td/atomic_n12_b16.csv b/results/ncu_hybrid_dataflow_td/atomic_n12_b16.csv
new file mode 100644
index 0000000..f56191c
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_td/atomic_n12_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 450286 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 450286
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diff --git a/results/ncu_hybrid_dataflow_td/balanced_n10_td4_b16.csv b/results/ncu_hybrid_dataflow_td/balanced_n10_td4_b16.csv
new file mode 100644
index 0000000..9393f29
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_td/balanced_n10_td4_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 449120 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 449120
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diff --git a/results/ncu_hybrid_dataflow_td/balanced_n12_td1_b16.csv b/results/ncu_hybrid_dataflow_td/balanced_n12_td1_b16.csv
new file mode 100644
index 0000000..418925f
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_td/balanced_n12_td1_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 449381 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 449381
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diff --git a/results/ncu_hybrid_dataflow_td/balanced_n12_td4_b16.csv b/results/ncu_hybrid_dataflow_td/balanced_n12_td4_b16.csv
new file mode 100644
index 0000000..6d8338e
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_td/balanced_n12_td4_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 449542 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 449542
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diff --git a/results/ncu_hybrid_dataflow_td/balanced_n13_td2_b1.csv b/results/ncu_hybrid_dataflow_td/balanced_n13_td2_b1.csv
new file mode 100644
index 0000000..af0049d
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_td/balanced_n13_td2_b1.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 449783 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 449783
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diff --git a/results/ncu_hybrid_dataflow_td/linear_n12_b16.csv b/results/ncu_hybrid_dataflow_td/linear_n12_b16.csv
new file mode 100644
index 0000000..d713b60
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_td/linear_n12_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 450184 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 450184
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diff --git a/results/ncu_hybrid_dataflow_td/primary_n8_b256.csv b/results/ncu_hybrid_dataflow_td/primary_n8_b256.csv
new file mode 100644
index 0000000..2fb3b00
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_td/primary_n8_b256.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 449031 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 449031
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diff --git a/results/ncu_hybrid_dataflow_td/summary.csv b/results/ncu_hybrid_dataflow_td/summary.csv
new file mode 100644
index 0000000..79410f8
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_td/summary.csv
@@ -0,0 +1,10 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,long_scoreboard_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+primary_n8_b256,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",256,256,90.688,0.010498046875,0.0,176128.0,16384.0,,104.01,,16384.0,16384.0,2299648.0,28292096.0,,,,,12.49,81.63,1.57,60.0,59448.0,3.2,4.0,1.0,8.0
+balanced_n10_td4_b16,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,160,58.432,0.017822265625,0.0,60384.0,4096.0,,117.76,,8853.0,8192.0,843040.0,11127808.0,,,,,7.81,35.02,3.06,63.0,16416.0,0.04,6.0,5.0,12.0
+balanced_n12_td1_b16,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,192,187.552,0.009033203125,0.0,321168.0,16384.0,,101.62,,34871.0,32768.0,4394640.0,54416000.0,,,,,9.37,13.26,4.07,50.0,37928.0,0.1,6.0,2.0,10.0
+balanced_n12_td4_b16,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,192,150.272,0.017822265625,0.0,327434.0,16384.0,,104.27,,35287.0,32768.0,3290256.0,39390848.0,,,,,9.37,25.55,3.5,63.0,53288.0,0.2,5.0,1.0,10.0
+unbalanced_n12_td1_b16,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,256,331.232,0.009033203125,0.0,298972.0,16384.0,,102.32,,19754.0,16384.0,6065584.0,68667264.0,,,,,12.5,50.55,2.14,50.0,61496.0,0.2,4.0,1.0,8.0
+balanced_n13_td2_b1,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",1,224,276.35200000000003,0.01220703125,0.0,43533.0,2048.0,,99.8,,4469.0,4205.0,461366.0,5595952.0,,,,,10.94,20.95,4.99,60.0,90160.0,0.01,4.0,1.0,9.0
+us2_n12_td1_b16,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,64,5392.4800000000005,0.00927734375,9.1552734375e-05,607946.0,16384.0,,101.34,,65536.0,65536.0,46756880.0,472568960.0,,,,,3.12,10.94,0.93,52.0,32840.0,0.1,18.0,2.0,32.0
+linear_n12_b16,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,256,321.184,0.009765625,0.0,299003.0,16384.0,,102.4,,77568.0,73728.0,5540272.0,68962176.0,,,,,12.5,51.07,2.45,50.0,61496.0,0.2,4.0,1.0,8.0
+atomic_n12_b16,0,"void cuntt::detail::hybrid_dataflow_kernel<unsigned long,",16,256,327.744,0.009033203125,0.0,299019.0,16384.0,,102.23,,19831.0,16384.0,6726944.0,84157792.0,,,,,12.5,41.56,2.15,50.0,61496.0,0.2,4.0,1.0,8.0
diff --git a/results/ncu_hybrid_dataflow_td/unbalanced_n12_td1_b16.csv b/results/ncu_hybrid_dataflow_td/unbalanced_n12_td1_b16.csv
new file mode 100644
index 0000000..f29f475
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_td/unbalanced_n12_td1_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 449638 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 449638
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diff --git a/results/ncu_hybrid_dataflow_td/us2_n12_td1_b16.csv b/results/ncu_hybrid_dataflow_td/us2_n12_td1_b16.csv
new file mode 100644
index 0000000..54249d4
--- /dev/null
+++ b/results/ncu_hybrid_dataflow_td/us2_n12_td1_b16.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 449939 (/home/wt/git/Hermes/cuNTT-v05/build-11.8/cuntt_bench)
+==PROF== Disconnected from process 449939
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diff --git a/results/ncu_packed_stage6/analysis.md b/results/ncu_packed_stage6/analysis.md
new file mode 100644
index 0000000..d57897b
--- /dev/null
+++ b/results/ncu_packed_stage6/analysis.md
@@ -0,0 +1,20 @@
+# Packed Stage-6 Vector Load
+
+| metric | v0.6 | vector d6 | vector d7 | packed stage6 | packed/d6 | packed/d7 |
+|:--|--:|--:|--:|--:|--:|--:|
+| time (us) | 1274.688 | 1377.248 | 1339.584 | 1434.240 | 1.041x | 1.071x |
+| DRAM read (MiB) | 275.755 | 277.516 | 272.631 | 292.572 | 1.054x | 1.073x |
+| global-load sectors | 29,758,260 | 39,934,164 | 31,343,547 | 26,726,090 | 0.669x | 0.853x |
+| global-store sectors | 8,388,611 | 8,337,410 | 8,428,211 | 8,336,737 | 1.000x | 0.989x |
+| warp instructions | 182,383,521 | 234,710,495 | 237,191,754 | 237,070,007 | 1.010x | 0.999x |
+| local-load sectors | 0.000 | 108,967 | 101,333 | 88387.000 | 0.811x | 0.872x |
+| local-store sectors | 16384.000 | 16384.000 | 16384.000 | 16384.000 | 1.000x | 1.000x |
+| registers/thread | 40.000 | 106.000 | 105.000 | 98.000 | 0.925x | 0.933x |
+| active warps (%) | 47.750 | 24.720 | 24.730 | 24.640 | 0.997x | 0.996x |
+| long scoreboard stall (%) | 43.310 | 19.610 | 17.230 | 21.940 | 1.119x | 1.273x |
+| MIO throttle stall (%) | 5.500 | 2.940 | 3.520 | 2.780 | 0.946x | 0.790x |
+
+## Decision
+
+The packed table improves one control but not both. Retain it as an experimental physical core and use the counter deltas to choose the next codelet change.
+Packed/d6 time is 1.041x, packed/d7 time is 1.071x, and packed/d7 warp instructions are 0.999x.
diff --git a/results/ncu_packed_stage6/summary.csv b/results/ncu_packed_stage6/summary.csv
new file mode 100644
index 0000000..c0d557c
--- /dev/null
+++ b/results/ncu_packed_stage6/summary.csv
@@ -0,0 +1,5 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+v06,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,1274.688,275.7546081542969,166.2672119140625,29758260.0,8388611.0,0.0,16384.0,,,,,,182383521.0,,,,,,,47.75,,,43.31,5.5,40.0,16416.0,0.8,6.0,5.0,8.0
+vector_d6,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1377.248,277.5159912109375,144.85427856445312,39934164.0,8337410.0,108967.0,16384.0,,,,,,234710495.0,,,,,,,24.72,,,19.61,2.94,106.0,41184.0,1.0,2.0,2.0,8.0
+vector_d7,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1339.584,272.6314697265625,137.80633544921875,31343547.0,8428211.0,101333.0,16384.0,,,,,,237191754.0,,,,,,,24.73,,,17.23,3.52,105.0,41184.0,1.0,2.0,2.0,8.0
+vector_packed_stage6,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1434.24,292.5722351074219,164.38983154296875,26726090.0,8336737.0,88387.0,16384.0,,,,,,237070007.0,,,,,,,24.64,,,21.94,2.78,98.0,41184.0,1.0,2.0,2.0,8.0
diff --git a/results/ncu_packed_stage6/v06.csv b/results/ncu_packed_stage6/v06.csv
new file mode 100644
index 0000000..e5d30d0
--- /dev/null
+++ b/results/ncu_packed_stage6/v06.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2356300 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2356300
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diff --git a/results/ncu_packed_stage6/vector_d6.csv b/results/ncu_packed_stage6/vector_d6.csv
new file mode 100644
index 0000000..642ff52
--- /dev/null
+++ b/results/ncu_packed_stage6/vector_d6.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2356353 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2356353
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diff --git a/results/ncu_packed_stage6/vector_d7.csv b/results/ncu_packed_stage6/vector_d7.csv
new file mode 100644
index 0000000..ed45e46
--- /dev/null
+++ b/results/ncu_packed_stage6/vector_d7.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2356425 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2356425
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diff --git a/results/ncu_packed_stage6/vector_packed_stage6.csv b/results/ncu_packed_stage6/vector_packed_stage6.csv
new file mode 100644
index 0000000..8d2b522
--- /dev/null
+++ b/results/ncu_packed_stage6/vector_packed_stage6.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2356472 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2356472
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diff --git a/results/ncu_packed_stage6_lane32/analysis.md b/results/ncu_packed_stage6_lane32/analysis.md
new file mode 100644
index 0000000..eb83b84
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32/analysis.md
@@ -0,0 +1,23 @@
+# Packed Stage-6 Vector Load
+
+| metric | v0.6 | vector d6 | vector d7 | packed vector16 | packed lane32 | lane32/vector16 | lane32/d7 |
+|:--|--:|--:|--:|--:|--:|--:|--:|
+| time (us) | 1252.960 | 1358.464 | 1343.360 | 1446.944 | 1336.288 | 0.924x | 0.995x |
+| DRAM read (MiB) | 274.507 | 280.845 | 274.677 | 287.272 | 273.782 | 0.953x | 0.997x |
+| DRAM write (MiB) | 163.390 | 141.541 | 138.300 | 149.863 | 136.938 | 0.914x | 0.990x |
+| global-load sectors | 29,806,966 | 39,686,138 | 31,391,182 | 26,369,861 | 26,360,967 | 1.000x | 0.840x |
+| global-store sectors | 8,388,611 | 8,459,205 | 8,368,865 | 8,440,812 | 8,332,930 | 0.987x | 0.996x |
+| L2 hit (%) | 65.990 | 62.660 | 61.320 | 60.210 | 61.870 | 1.028x | 1.009x |
+| L1/TEX hit (%) | 47.350 | 63.500 | 56.560 | 50.850 | 50.860 | 1.000x | 0.899x |
+| warp instructions | 181,160,397 | 234,658,637 | 237,178,866 | 237,027,761 | 237,692,531 | 1.003x | 1.002x |
+| local-load sectors | 0.000 | 105,772 | 100,384 | 88364.000 | 109,098 | 1.235x | 1.087x |
+| local-store sectors | 16384.000 | 16384.000 | 16384.000 | 16384.000 | 16384.000 | 1.000x | 1.000x |
+| registers/thread | 40.000 | 106.000 | 105.000 | 98.000 | 109.000 | 1.112x | 1.038x |
+| active warps (%) | 47.880 | 24.710 | 24.690 | 24.640 | 24.720 | 1.003x | 1.001x |
+| long scoreboard stall (%) | 43.660 | 19.400 | 17.390 | 22.050 | 16.470 | 0.747x | 0.947x |
+| MIO throttle stall (%) | 5.490 | 3.000 | 3.400 | 2.720 | 3.050 | 1.121x | 0.897x |
+
+## Decision
+
+The 32-lane packed core combines aligned sectors with recovered memory-level parallelism. Promote it to the next v0.7 schedule search while retaining the other physical cores as ablations.
+Lane32/vector16 time is 0.924x, lane32/d7 time is 0.995x, and lane32/d7 warp instructions are 1.002x.
diff --git a/results/ncu_packed_stage6_lane32/summary.csv b/results/ncu_packed_stage6_lane32/summary.csv
new file mode 100644
index 0000000..d1f4edc
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32/summary.csv
@@ -0,0 +1,6 @@
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+vector_d6,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1358.464,280.8447265625,141.541259765625,39686138.0,8459205.0,105772.0,16384.0,,62.66,63.5,,,234658637.0,,,,,,,24.71,,,19.4,3.0,106.0,41184.0,1.0,2.0,2.0,8.0
+vector_d7,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1343.3600000000001,274.67718505859375,138.30001831054688,31391182.0,8368865.0,100384.0,16384.0,,61.32,56.56,,,237178866.0,,,,,,,24.69,,,17.39,3.4,105.0,41184.0,1.0,2.0,2.0,8.0
+vector_packed_stage6,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1446.944,287.2721862792969,149.86282348632812,26369861.0,8440812.0,88364.0,16384.0,,60.21,50.85,,,237027761.0,,,,,,,24.64,,,22.05,2.72,98.0,41184.0,1.0,2.0,2.0,8.0
+vector_packed_stage6_distributed,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1336.288,273.7817687988281,136.9378662109375,26360967.0,8332930.0,109098.0,16384.0,,61.87,50.86,,,237692531.0,,,,,,,24.72,,,16.47,3.05,109.0,41184.0,1.0,2.0,2.0,8.0
diff --git a/results/ncu_packed_stage6_lane32/v06.csv b/results/ncu_packed_stage6_lane32/v06.csv
new file mode 100644
index 0000000..a094d69
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32/v06.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2405497 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2405497
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diff --git a/results/ncu_packed_stage6_lane32/vector_d6.csv b/results/ncu_packed_stage6_lane32/vector_d6.csv
new file mode 100644
index 0000000..5109eb3
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32/vector_d6.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2405538 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2405538
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diff --git a/results/ncu_packed_stage6_lane32/vector_d7.csv b/results/ncu_packed_stage6_lane32/vector_d7.csv
new file mode 100644
index 0000000..643d0f1
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32/vector_d7.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2405648 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2405648
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diff --git a/results/ncu_packed_stage6_lane32/vector_packed_stage6.csv b/results/ncu_packed_stage6_lane32/vector_packed_stage6.csv
new file mode 100644
index 0000000..1b8181b
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32/vector_packed_stage6.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2405724 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2405724
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diff --git a/results/ncu_packed_stage6_lane32/vector_packed_stage6_distributed.csv b/results/ncu_packed_stage6_lane32/vector_packed_stage6_distributed.csv
new file mode 100644
index 0000000..3d31bfc
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32/vector_packed_stage6_distributed.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2405781 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2405781
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diff --git a/results/ncu_packed_stage6_lane32_schedule/analysis.md b/results/ncu_packed_stage6_lane32_schedule/analysis.md
new file mode 100644
index 0000000..7bf7b86
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32_schedule/analysis.md
@@ -0,0 +1,17 @@
+# Packed Lane32 Fixed-Clock Schedule Confirmation
+
+| metric | v0.6 | d7 85:75 | lane32 84:76 | lane32 85:75 | lane32 86:74 |
+|:--|--:|--:|--:|--:|--:|
+| time (us) | 1255.040 | 1330.016 | 1333.984 | 1340.640 | 1357.088 |
+| global-load sectors | 29,843,718 | 31,436,848 | 26,840,271 | 26,451,012 | 26,642,936 |
+| DRAM read (MiB) | 274.286 | 271.605 | 273.191 | 276.438 | 276.511 |
+| L2 hit (%) | 66.240 | 62.200 | 62.890 | 61.140 | 61.840 |
+| warp instructions | 182,194,690 | 237,146,497 | 237,765,855 | 237,688,735 | 237,601,161 |
+| long scoreboard stall (%) | 42.510 | 17.410 | 16.580 | 16.660 | 16.860 |
+| active warps (%) | 47.620 | 24.750 | 24.630 | 24.720 | 24.650 |
+| registers/thread | 40.000 | 105.000 | 109.000 | 109.000 | 109.000 |
+
+## Decision
+
+The tuned lane32 point does not beat d7 under fixed clock; do not promote it.
+Best lane32 weights=84:76, time=1333.984 us, throughput/v0.6=0.941x, throughput/d7=0.997x.
diff --git a/results/ncu_packed_stage6_lane32_schedule/d7.csv b/results/ncu_packed_stage6_lane32_schedule/d7.csv
new file mode 100644
index 0000000..de60d3e
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32_schedule/d7.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2430606 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2430606
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diff --git a/results/ncu_packed_stage6_lane32_schedule/lane32_84_76.csv b/results/ncu_packed_stage6_lane32_schedule/lane32_84_76.csv
new file mode 100644
index 0000000..f9829e2
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32_schedule/lane32_84_76.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2430685 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2430685
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+"0","2430685","cuntt_bench","127.0.0.1","void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int, (unsigned int)2, (bool)1, (bool)1, (unsigned int)4, (unsigned int)7, (unsigned int)6, (bool)1, (bool)0, (bool)1>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, unsigned long long *, unsigned int, unsigned int, unsigned int, cuntt::<unnamed>::NttStageOperatorT<T1>)","2026-Aug-25 16:10:39","1","7","320","2","0","1","1","0","1","1","0","0","1","320","1,530,000","7","0","0","1","1","1","1","1","0","0","Tesla V100-SXM2-16GB","0","4,096","8","0","1","4,096","1","1","1","0","1","498,143,454","7,601","32,000","16","2","2","8,000","16","161","303,173,854","1","0","0","0","1","320","0","1","6,291,456","64","32","1","1","0","1,024","1,024","64","32","1,530,000","2,147,483,647","65,535","65,535","4","1","877,000","0","2,147,483,647","65,536","65,536","255","49,152","98,304","98,304","1,024","2,048","64","16","2,048","32,768","32,768","65,536","32,768","2,048","32,768","131,072","16,384","16,384","16,384","2,046","32,768","32,768","2,048","32,768","268,435,456","32,768","131,072","32,768","32,768","65,536","32,768","2,048","32,768","65,000","2,097,120","131,072","32,768","32,768","131,072","16,384","32,768","16,384","8,192","16,384","8,192","2,046","32,768","32,768","877,000","1","9","0","0","80","8","4","1","0","0","168","0","0","1","15","0","7","2","1","1","512","0","512","32","65,536","16,928,342,016","1","1","32","286,461,504","1,333,984","26,840,271","256","1","1","256","1","0","cudaFuncCachePreferNone","129,211,258,221,824","160","1","1","160","32","2","2","8","346","3,088","1,552","109","28,672","98,304","41,184","41,216","0","41,184","0","7","40,960","1","62.89","0","0","0","no data","0","0","0","0","","0","0","0","6","0","0","no data","0","0","0","227,009,464","227,009,464","227,009,464","681,028,392","227,009,464","227,009,464","227,009,464","681,028,392","3","0","16","25","24.63","237,765,855","4","16.58"
diff --git a/results/ncu_packed_stage6_lane32_schedule/lane32_85_75.csv b/results/ncu_packed_stage6_lane32_schedule/lane32_85_75.csv
new file mode 100644
index 0000000..c3351ef
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32_schedule/lane32_85_75.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2430767 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2430767
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diff --git a/results/ncu_packed_stage6_lane32_schedule/lane32_86_74.csv b/results/ncu_packed_stage6_lane32_schedule/lane32_86_74.csv
new file mode 100644
index 0000000..80c97b0
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32_schedule/lane32_86_74.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2430822 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2430822
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diff --git a/results/ncu_packed_stage6_lane32_schedule/summary.csv b/results/ncu_packed_stage6_lane32_schedule/summary.csv
new file mode 100644
index 0000000..5e04591
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32_schedule/summary.csv
@@ -0,0 +1,6 @@
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+d7,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1330.016,271.605224609375,,31436848.0,,,,,62.2,,,,237146497.0,,,,,,,24.75,,,17.41,,105.0,41184.0,1.0,2.0,2.0,8.0
+lane32_84_76,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1333.984,273.19097900390625,,26840271.0,,,,,62.89,,,,237765855.0,,,,,,,24.63,,,16.58,,109.0,41184.0,1.0,2.0,2.0,8.0
+lane32_85_75,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1340.64,276.438232421875,,26451012.0,,,,,61.14,,,,237688735.0,,,,,,,24.72,,,16.66,,109.0,41184.0,1.0,2.0,2.0,8.0
+lane32_86_74,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1357.088,276.51116943359375,,26642936.0,,,,,61.84,,,,237601161.0,,,,,,,24.65,,,16.86,,109.0,41184.0,1.0,2.0,2.0,8.0
diff --git a/results/ncu_packed_stage6_lane32_schedule/v06.csv b/results/ncu_packed_stage6_lane32_schedule/v06.csv
new file mode 100644
index 0000000..ff3ac33
--- /dev/null
+++ b/results/ncu_packed_stage6_lane32_schedule/v06.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2430564 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2430564
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diff --git a/results/ncu_packet_compute_layout/aggregate_b16.csv b/results/ncu_packet_compute_layout/aggregate_b16.csv
new file mode 100644
index 0000000..30a215e
--- /dev/null
+++ b/results/ncu_packet_compute_layout/aggregate_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3305786 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3305786
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diff --git a/results/ncu_packet_compute_layout/aggregate_b32.csv b/results/ncu_packet_compute_layout/aggregate_b32.csv
new file mode 100644
index 0000000..8696ac5
--- /dev/null
+++ b/results/ncu_packet_compute_layout/aggregate_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3305954 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3305954
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diff --git a/results/ncu_packet_compute_layout/aggregate_b64.csv b/results/ncu_packet_compute_layout/aggregate_b64.csv
new file mode 100644
index 0000000..815f994
--- /dev/null
+++ b/results/ncu_packet_compute_layout/aggregate_b64.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3306087 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3306087
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diff --git a/results/ncu_packet_compute_layout/analysis.md b/results/ncu_packet_compute_layout/analysis.md
new file mode 100644
index 0000000..f098f90
--- /dev/null
+++ b/results/ncu_packet_compute_layout/analysis.md
@@ -0,0 +1,57 @@
+# Packet Compute Layout Fixed-Clock Attribution
+
+## Batch 16
+
+| metric | aggregate | bitmap interleaved | bitmap warp-row |
+|:--|--:|--:|--:|
+| time (us) | 1200.608 | 1222.144 | 1196.192 |
+| warp instructions | 176,653,966 | 193,632,912 | 191,596,562 |
+| CBU instructions | 4,502,163 | 4,933,475 | 5,220,584 |
+| LSU instructions | 22,853,281 | 22,778,932 | 22,397,573 |
+| global-load sectors | 29,184,580 | 31,449,833 | 28,726,861 |
+| shared-load conflicts | 6,643,420 | 8,379,469 | 6,797,157 |
+| shared-store conflicts | 4,391,374 | 4,339,187 | 4,346,601 |
+| barrier stall (%) | 21.340 | 17.500 | 17.770 |
+| long scoreboard (%) | 29.310 | 30.300 | 29.480 |
+| short scoreboard (%) | 1.610 | 1.740 | 1.800 |
+| registers/thread | 64.000 | 64.000 | 64.000 |
+
+Warp-row/interleaved: time=0.979x; instructions=0.989x; load sectors=0.913x; shared-load conflicts=0.811x; CBU instructions=1.058x; LSU instructions=0.983x.
+
+## Batch 32
+
+| metric | aggregate | bitmap interleaved | bitmap warp-row |
+|:--|--:|--:|--:|
+| time (us) | 2854.816 | 2855.904 | 2735.648 |
+| warp instructions | 360,721,463 | 394,356,052 | 389,723,288 |
+| CBU instructions | 12,150,191 | 12,881,296 | 12,918,909 |
+| LSU instructions | 47,057,462 | 46,860,921 | 45,854,376 |
+| global-load sectors | 58,853,272 | 63,247,771 | 57,659,427 |
+| shared-load conflicts | 13,255,298 | 16,292,858 | 13,166,798 |
+| shared-store conflicts | 8,706,811 | 8,640,275 | 8,649,276 |
+| barrier stall (%) | 32.360 | 29.330 | 28.770 |
+| long scoreboard (%) | 26.520 | 26.130 | 24.530 |
+| short scoreboard (%) | 1.190 | 1.360 | 1.410 |
+| registers/thread | 64.000 | 64.000 | 64.000 |
+
+Warp-row/interleaved: time=0.958x; instructions=0.988x; load sectors=0.912x; shared-load conflicts=0.808x; CBU instructions=1.003x; LSU instructions=0.979x.
+
+## Batch 64
+
+| metric | aggregate | bitmap interleaved | bitmap warp-row |
+|:--|--:|--:|--:|
+| time (us) | 5670.912 | 5599.168 | 5723.296 |
+| warp instructions | 721,256,630 | 788,082,378 | 781,184,671 |
+| CBU instructions | 24,692,154 | 25,421,274 | 26,712,354 |
+| LSU instructions | 94,283,984 | 93,559,691 | 92,106,581 |
+| global-load sectors | 117,584,298 | 126,474,566 | 115,505,888 |
+| shared-load conflicts | 26,417,354 | 32,720,203 | 26,521,407 |
+| shared-store conflicts | 17,403,809 | 17,292,535 | 17,282,995 |
+| barrier stall (%) | 32.280 | 28.950 | 30.060 |
+| long scoreboard (%) | 26.300 | 27.010 | 25.890 |
+| short scoreboard (%) | 1.180 | 1.370 | 1.350 |
+| registers/thread | 64.000 | 64.000 | 64.000 |
+
+Warp-row/interleaved: time=1.022x; instructions=0.991x; load sectors=0.913x; shared-load conflicts=0.811x; CBU instructions=1.051x; LSU instructions=0.984x.
+
+CUDA-event timing remains the ranking authority. Promote warp-row only if its predicted conflict/sector reduction is visible and is not offset by instruction or scoreboard growth.
diff --git a/results/ncu_packet_compute_layout/bitmap_interleaved_b16.csv b/results/ncu_packet_compute_layout/bitmap_interleaved_b16.csv
new file mode 100644
index 0000000..9cc555c
--- /dev/null
+++ b/results/ncu_packet_compute_layout/bitmap_interleaved_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3305852 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3305852
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diff --git a/results/ncu_packet_compute_layout/bitmap_interleaved_b32.csv b/results/ncu_packet_compute_layout/bitmap_interleaved_b32.csv
new file mode 100644
index 0000000..930d59e
--- /dev/null
+++ b/results/ncu_packet_compute_layout/bitmap_interleaved_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3305992 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3305992
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diff --git a/results/ncu_packet_compute_layout/bitmap_interleaved_b64.csv b/results/ncu_packet_compute_layout/bitmap_interleaved_b64.csv
new file mode 100644
index 0000000..d76a417
--- /dev/null
+++ b/results/ncu_packet_compute_layout/bitmap_interleaved_b64.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3306199 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3306199
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diff --git a/results/ncu_packet_compute_layout/bitmap_warp_rows_b16.csv b/results/ncu_packet_compute_layout/bitmap_warp_rows_b16.csv
new file mode 100644
index 0000000..aa834f2
--- /dev/null
+++ b/results/ncu_packet_compute_layout/bitmap_warp_rows_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3305878 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3305878
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diff --git a/results/ncu_packet_compute_layout/bitmap_warp_rows_b32.csv b/results/ncu_packet_compute_layout/bitmap_warp_rows_b32.csv
new file mode 100644
index 0000000..40bf361
--- /dev/null
+++ b/results/ncu_packet_compute_layout/bitmap_warp_rows_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3306032 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3306032
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diff --git a/results/ncu_packet_compute_layout/bitmap_warp_rows_b64.csv b/results/ncu_packet_compute_layout/bitmap_warp_rows_b64.csv
new file mode 100644
index 0000000..32dbfa7
--- /dev/null
+++ b/results/ncu_packet_compute_layout/bitmap_warp_rows_b64.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3306289 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3306289
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diff --git a/results/ncu_packet_compute_layout/summary.csv b/results/ncu_packet_compute_layout/summary.csv
new file mode 100644
index 0000000..5fd30af
--- /dev/null
+++ b/results/ncu_packet_compute_layout/summary.csv
@@ -0,0 +1,10 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,memory_thread_instructions,control_thread_instructions,misc_thread_instructions,conversion_thread_instructions,global_warp_instructions,shared_warp_instructions,adu_warp_instructions,alu_warp_instructions,cbu_warp_instructions,lsu_warp_instructions,xu_warp_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,short_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+aggregate_b16,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1200.608,264.5346374511719,,29184580.0,8388611.0,,,,,,6643420.0,4391374.0,176653966.0,,,,,,,11382185.0,12582912.0,,,4502163.0,22853281.0,,,,,,24.19,21.34,,29.31,1.61,1.68,64.0,20592.0,1.0,8.0,4.0,16.0
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diff --git a/results/ncu_packet_polling_backoff/aggregate_b16.csv b/results/ncu_packet_polling_backoff/aggregate_b16.csv
new file mode 100644
index 0000000..754a615
--- /dev/null
+++ b/results/ncu_packet_polling_backoff/aggregate_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3160606 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3160606
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diff --git a/results/ncu_packet_polling_backoff/aggregate_b32.csv b/results/ncu_packet_polling_backoff/aggregate_b32.csv
new file mode 100644
index 0000000..30b0442
--- /dev/null
+++ b/results/ncu_packet_polling_backoff/aggregate_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3160704 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3160704
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diff --git a/results/ncu_packet_polling_backoff/aggregate_b64.csv b/results/ncu_packet_polling_backoff/aggregate_b64.csv
new file mode 100644
index 0000000..3d0922b
--- /dev/null
+++ b/results/ncu_packet_polling_backoff/aggregate_b64.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3160839 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3160839
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diff --git a/results/ncu_packet_polling_backoff/analysis.md b/results/ncu_packet_polling_backoff/analysis.md
new file mode 100644
index 0000000..ccc7551
--- /dev/null
+++ b/results/ncu_packet_polling_backoff/analysis.md
@@ -0,0 +1,29 @@
+# Packet Streaming Fixed-Clock Attribution
+
+| metric | aggregate b16 | online b16 | aggregate b32 | online b32 | aggregate b64 | online b64 |
+|:--|--:|--:|--:|--:|--:|--:|
+| time (us) | 1208.224 | 1257.344 | 2791.296 | 2996.384 | 5750.816 | 5810.016 |
+| DRAM read (MiB) | 258.358 | 298.503 | 507.949 | 557.466 | 1083.053 | 1170.086 |
+| warp instructions | 176,722,764 | 194,712,155 | 359,972,163 | 401,294,975 | 721,781,089 | 783,664,462 |
+| CBU pipe instructions | 4,628,115 | 5,230,793 | 11,870,458 | 15,410,623 | 23,419,596 | 22,173,183 |
+| LSU pipe instructions | 22,874,509 | 22,983,443 | 46,872,036 | 48,059,920 | 93,607,501 | 92,382,828 |
+| global-memory instructions | 11,393,810 | 11,740,561 | 24,942,255 | 27,699,743 | 49,943,691 | 50,133,772 |
+| shared-memory instructions | 12,582,912 | 12,582,912 | 25,165,824 | 25,165,824 | 50,331,648 | 50,331,648 |
+| global-load sectors | 29,251,089 | 31,795,687 | 58,718,870 | 64,214,245 | 117,398,172 | 126,897,128 |
+| global-store sectors | 8,388,611 | 8,393,218 | 16,777,221 | 16,786,423 | 33,554,441 | 33,572,858 |
+| shared-load bank conflicts | 6,660,079 | 8,326,848 | 13,245,628 | 16,223,097 | 26,439,960 | 32,856,374 |
+| shared-store bank conflicts | 4,390,126 | 4,339,291 | 8,707,456 | 8,633,472 | 17,396,885 | 17,262,598 |
+| active warps (%) | 23.900 | 24.070 | 24.730 | 24.490 | 24.830 | 24.720 |
+| barrier stall (%) | 21.580 | 17.710 | 31.520 | 26.680 | 32.510 | 25.660 |
+| long scoreboard stall (%) | 30.020 | 31.070 | 26.470 | 28.350 | 25.510 | 25.050 |
+| MIO throttle stall (%) | 1.600 | 1.590 | 0.950 | 1.010 | 0.910 | 1.070 |
+| short scoreboard stall (%) | 1.570 | 1.740 | 1.190 | 1.340 | 1.160 | 1.430 |
+| registers/thread | 64.000 | 64.000 | 64.000 | 64.000 | 64.000 | 64.000 |
+| shared bytes/CTA | 20592.000 | 20592.000 | 20592.000 | 20592.000 | 20592.000 | 20592.000 |
+
+## Deltas
+
+Batch 16: online/aggregate time=1.041x; instructions=1.102x; load sectors=1.087x; shared-load conflicts=1.250x; CBU instructions=1.130x; long-scoreboard=1.035x.
+Batch 32: online/aggregate time=1.073x; instructions=1.115x; load sectors=1.094x; shared-load conflicts=1.225x; CBU instructions=1.298x; long-scoreboard=1.071x.
+Batch 64: online/aggregate time=1.010x; instructions=1.086x; load sectors=1.081x; shared-load conflicts=1.243x; CBU instructions=0.947x; long-scoreboard=0.982x.
+Interpret time together with barrier/CBU/LSU deltas: online publication is useful only when producer-consumer overlap repays its repeated readiness and wave synchronization cost.
diff --git a/results/ncu_packet_polling_backoff/online_b16.csv b/results/ncu_packet_polling_backoff/online_b16.csv
new file mode 100644
index 0000000..4eafe2b
--- /dev/null
+++ b/results/ncu_packet_polling_backoff/online_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3160674 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3160674
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diff --git a/results/ncu_packet_polling_backoff/online_b32.csv b/results/ncu_packet_polling_backoff/online_b32.csv
new file mode 100644
index 0000000..7478074
--- /dev/null
+++ b/results/ncu_packet_polling_backoff/online_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3160801 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3160801
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diff --git a/results/ncu_packet_polling_backoff/online_b64.csv b/results/ncu_packet_polling_backoff/online_b64.csv
new file mode 100644
index 0000000..40f0668
--- /dev/null
+++ b/results/ncu_packet_polling_backoff/online_b64.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3160915 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3160915
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diff --git a/results/ncu_packet_polling_backoff/summary.csv b/results/ncu_packet_polling_backoff/summary.csv
new file mode 100644
index 0000000..ec5d375
--- /dev/null
+++ b/results/ncu_packet_polling_backoff/summary.csv
@@ -0,0 +1,7 @@
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+aggregate_b16,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1208.224,258.3584899902344,,29251089.0,8388611.0,,,,,,6660079.0,4390126.0,176722764.0,,,,,,,11393810.0,12582912.0,,,4628115.0,22874509.0,,,,,,23.9,21.58,,30.02,1.57,1.6,64.0,20592.0,1.0,8.0,4.0,16.0
+aggregate_b32,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,2791.2960000000003,507.94854736328125,,58718870.0,16777221.0,,,,,,13245628.0,8707456.0,359972163.0,,,,,,,24942255.0,25165824.0,,,11870458.0,46872036.0,,,,,,24.73,31.52,,26.47,1.19,0.95,64.0,20592.0,1.0,8.0,4.0,16.0
+aggregate_b64,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,5750.816,1083.0534362792969,,117398172.0,33554441.0,,,,,,26439960.0,17396885.0,721781089.0,,,,,,,49943691.0,50331648.0,,,23419596.0,93607501.0,,,,,,24.83,32.51,,25.51,1.16,0.91,64.0,20592.0,1.0,8.0,4.0,16.0
+online_b16,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1257.344,298.50250244140625,,31795687.0,8393218.0,,,,,,8326848.0,4339291.0,194712155.0,,,,,,,11740561.0,12582912.0,,,5230793.0,22983443.0,,,,,,24.07,17.71,,31.07,1.74,1.59,64.0,20592.0,1.0,8.0,4.0,16.0
+online_b32,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,2996.384,557.4657592773438,,64214245.0,16786423.0,,,,,,16223097.0,8633472.0,401294975.0,,,,,,,27699743.0,25165824.0,,,15410623.0,48059920.0,,,,,,24.49,26.68,,28.35,1.34,1.01,64.0,20592.0,1.0,8.0,4.0,16.0
+online_b64,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,5810.0160000000005,1170.0863952636719,,126897128.0,33572858.0,,,,,,32856374.0,17262598.0,783664462.0,,,,,,,50133772.0,50331648.0,,,22173183.0,92382828.0,,,,,,24.72,25.66,,25.05,1.43,1.07,64.0,20592.0,1.0,8.0,4.0,16.0
diff --git a/results/ncu_packet_readiness_modes/aggregate_b16.csv b/results/ncu_packet_readiness_modes/aggregate_b16.csv
new file mode 100644
index 0000000..535912e
--- /dev/null
+++ b/results/ncu_packet_readiness_modes/aggregate_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3284301 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3284301
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diff --git a/results/ncu_packet_readiness_modes/aggregate_b32.csv b/results/ncu_packet_readiness_modes/aggregate_b32.csv
new file mode 100644
index 0000000..5b508f5
--- /dev/null
+++ b/results/ncu_packet_readiness_modes/aggregate_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3284447 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3284447
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diff --git a/results/ncu_packet_readiness_modes/aggregate_b64.csv b/results/ncu_packet_readiness_modes/aggregate_b64.csv
new file mode 100644
index 0000000..a85d366
--- /dev/null
+++ b/results/ncu_packet_readiness_modes/aggregate_b64.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3284651 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3284651
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diff --git a/results/ncu_packet_readiness_modes/analysis.md b/results/ncu_packet_readiness_modes/analysis.md
new file mode 100644
index 0000000..b153592
--- /dev/null
+++ b/results/ncu_packet_readiness_modes/analysis.md
@@ -0,0 +1,57 @@
+# Packet Readiness Fixed-Clock Attribution
+
+## Batch 16
+
+| metric | aggregate | per-packet | wave-bitmap |
+|:--|--:|--:|--:|
+| time (us) | 1235.904 | 1275.904 | 1220.512 |
+| DRAM read (MiB) | 266.421 | 290.530 | 290.035 |
+| warp instructions | 176,205,495 | 193,747,720 | 192,217,649 |
+| CBU instructions | 4,505,306 | 5,160,431 | 4,832,204 |
+| LSU instructions | 22,821,894 | 22,917,936 | 22,731,118 |
+| global-load sectors | 29,095,894 | 31,639,874 | 31,431,418 |
+| global-store sectors | 8,388,611 | 8,393,222 | 8,388,625 |
+| shared-load conflicts | 6,664,758 | 8,296,043 | 8,353,854 |
+| barrier stall (%) | 22.260 | 17.240 | 17.120 |
+| long scoreboard (%) | 29.860 | 29.830 | 29.550 |
+| registers/thread | 62.000 | 62.000 | 62.000 |
+
+Bitmap/per-packet: time=0.957x; instructions=0.992x; load sectors=0.993x; shared-load conflicts=1.007x; CBU instructions=0.936x; bitmap/aggregate time=0.988x.
+
+## Batch 32
+
+| metric | aggregate | per-packet | wave-bitmap |
+|:--|--:|--:|--:|
+| time (us) | 2772.320 | 3002.624 | 2868.640 |
+| DRAM read (MiB) | 497.674 | 569.737 | 529.350 |
+| warp instructions | 358,439,921 | 399,051,077 | 391,436,105 |
+| CBU instructions | 11,977,570 | 13,951,149 | 12,420,933 |
+| LSU instructions | 46,917,946 | 47,377,530 | 46,649,864 |
+| global-load sectors | 58,677,782 | 63,714,045 | 63,260,013 |
+| global-store sectors | 16,777,221 | 16,786,430 | 16,777,249 |
+| shared-load conflicts | 13,110,238 | 16,178,709 | 16,305,627 |
+| barrier stall (%) | 31.360 | 25.660 | 28.790 |
+| long scoreboard (%) | 26.870 | 26.000 | 24.460 |
+| registers/thread | 62.000 | 62.000 | 62.000 |
+
+Bitmap/per-packet: time=0.955x; instructions=0.981x; load sectors=0.993x; shared-load conflicts=1.008x; CBU instructions=0.890x; bitmap/aggregate time=1.035x.
+
+## Batch 64
+
+| metric | aggregate | per-packet | wave-bitmap |
+|:--|--:|--:|--:|
+| time (us) | 5813.024 | 5470.880 | 5339.872 |
+| DRAM read (MiB) | 1095.021 | 1003.413 | 960.365 |
+| warp instructions | 718,000,257 | 775,557,103 | 780,229,114 |
+| CBU instructions | 23,542,658 | 22,971,137 | 24,626,737 |
+| LSU instructions | 93,660,250 | 92,640,844 | 93,198,599 |
+| global-load sectors | 117,596,227 | 126,922,715 | 126,157,000 |
+| global-store sectors | 33,554,441 | 33,572,874 | 33,554,497 |
+| shared-load conflicts | 26,401,726 | 32,717,936 | 32,670,300 |
+| barrier stall (%) | 32.720 | 25.620 | 26.820 |
+| long scoreboard (%) | 26.570 | 27.780 | 28.040 |
+| registers/thread | 62.000 | 62.000 | 62.000 |
+
+Bitmap/per-packet: time=0.976x; instructions=1.006x; load sectors=0.994x; shared-load conflicts=0.999x; CBU instructions=1.072x; bitmap/aggregate time=0.919x.
+
+CUDA-event timing remains the ranking authority. This replay capture tests whether identity-preserving bitmap publication removes polling sectors without transferring the cost to CBU serialization.
diff --git a/results/ncu_packet_readiness_modes/per_packet_b16.csv b/results/ncu_packet_readiness_modes/per_packet_b16.csv
new file mode 100644
index 0000000..36470a9
--- /dev/null
+++ b/results/ncu_packet_readiness_modes/per_packet_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3284327 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3284327
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diff --git a/results/ncu_packet_readiness_modes/per_packet_b32.csv b/results/ncu_packet_readiness_modes/per_packet_b32.csv
new file mode 100644
index 0000000..184f8c0
--- /dev/null
+++ b/results/ncu_packet_readiness_modes/per_packet_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3284503 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3284503
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diff --git a/results/ncu_packet_readiness_modes/per_packet_b64.csv b/results/ncu_packet_readiness_modes/per_packet_b64.csv
new file mode 100644
index 0000000..c53b170
--- /dev/null
+++ b/results/ncu_packet_readiness_modes/per_packet_b64.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3284706 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3284706
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diff --git a/results/ncu_packet_readiness_modes/summary.csv b/results/ncu_packet_readiness_modes/summary.csv
new file mode 100644
index 0000000..48f3403
--- /dev/null
+++ b/results/ncu_packet_readiness_modes/summary.csv
@@ -0,0 +1,10 @@
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+aggregate_b16,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1235.904,266.4213562011719,,29095894.0,8388611.0,,,,,,6664758.0,4382568.0,176205495.0,,,,,,,11386600.0,12582912.0,,,4505306.0,22821894.0,,,,,,24.13,22.26,,29.86,1.56,1.54,62.0,20592.0,1.0,8.0,4.0,16.0
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+aggregate_b64,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,5813.024,1095.0214538574219,,117596227.0,33554441.0,,,,,,26401726.0,17394713.0,718000257.0,,,,,,,49878938.0,50331648.0,,,23542658.0,93660250.0,,,,,,24.75,32.72,,26.57,1.15,0.9,62.0,20592.0,1.0,8.0,4.0,16.0
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diff --git a/results/ncu_packet_readiness_modes/wave_bitmap_b16.csv b/results/ncu_packet_readiness_modes/wave_bitmap_b16.csv
new file mode 100644
index 0000000..45723db
--- /dev/null
+++ b/results/ncu_packet_readiness_modes/wave_bitmap_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3284383 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3284383
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diff --git a/results/ncu_packet_readiness_modes/wave_bitmap_b32.csv b/results/ncu_packet_readiness_modes/wave_bitmap_b32.csv
new file mode 100644
index 0000000..7bdc124
--- /dev/null
+++ b/results/ncu_packet_readiness_modes/wave_bitmap_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3284532 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3284532
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diff --git a/results/ncu_packet_readiness_modes/wave_bitmap_b64.csv b/results/ncu_packet_readiness_modes/wave_bitmap_b64.csv
new file mode 100644
index 0000000..1b514db
--- /dev/null
+++ b/results/ncu_packet_readiness_modes/wave_bitmap_b64.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3284761 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3284761
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diff --git a/results/ncu_packet_shared_radix4/analysis.md b/results/ncu_packet_shared_radix4/analysis.md
new file mode 100644
index 0000000..cee52b5
--- /dev/null
+++ b/results/ncu_packet_shared_radix4/analysis.md
@@ -0,0 +1,25 @@
+# Packet-Shared Radix-4 Fixed-Clock Confirmation
+
+| metric | v0.6 | d7 | lane32 | packet128 |
+|:--|--:|--:|--:|--:|
+| time (us) | 1259.520 | 1356.960 | 1342.144 | 1061.184 |
+| warp instructions | 181,973,064 | 237,176,800 | 237,731,061 | 172,467,507 |
+| ADU pipe instructions | 498,400 | 190,130 | 194,148 | 133,344 |
+| ALU pipe instructions | 78,567,352 | 92,764,983 | 93,174,847 | 82,873,115 |
+| CBU pipe instructions | 8,562,069 | 31,497,430 | 32,167,217 | 3,616,559 |
+| LSU pipe instructions | 24,123,416 | 40,882,338 | 40,366,198 | 22,461,951 |
+| XU pipe instructions | 1,057,728 | 1,052,896 | 1,052,896 | 1,053,376 |
+| global-memory instructions | 10,054,358 | 9,152,895 | 8,667,583 | 10,085,690 |
+| shared-memory instructions | 13,296,944 | 7,602,176 | 7,602,176 | 12,582,912 |
+| global-load sectors | 29,815,000 | 31,436,554 | 26,725,546 | 29,060,067 |
+| active warps (%) | 47.890 | 24.730 | 24.650 | 23.990 |
+| barrier stall (%) | 5.770 | 7.180 | 7.910 | 10.230 |
+| long scoreboard stall (%) | 40.760 | 17.440 | 16.780 | 27.320 |
+| MIO throttle stall (%) | 5.400 | 3.370 | 3.050 | 4.170 |
+| registers/thread | 40.000 | 105.000 | 109.000 | 80.000 |
+| shared bytes/CTA | 16416.000 | 41184.000 | 41184.000 | 16496.000 |
+
+## Decision
+
+Packet128 throughput/v0.6=1.187x, throughput/lane32=1.265x. Its dynamic instruction count is 0.948x v0.6 and 0.725x lane32.
+The packet core closes the physical-codelet instruction gap and beats the fixed-clock v0.6 control. It is eligible for broader batch/length screening.
diff --git a/results/ncu_packet_shared_radix4/d7.csv b/results/ncu_packet_shared_radix4/d7.csv
new file mode 100644
index 0000000..06129e1
--- /dev/null
+++ b/results/ncu_packet_shared_radix4/d7.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2696371 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2696371
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diff --git a/results/ncu_packet_shared_radix4/lane32.csv b/results/ncu_packet_shared_radix4/lane32.csv
new file mode 100644
index 0000000..8d82f04
--- /dev/null
+++ b/results/ncu_packet_shared_radix4/lane32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2696425 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2696425
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diff --git a/results/ncu_packet_shared_radix4/packet128.csv b/results/ncu_packet_shared_radix4/packet128.csv
new file mode 100644
index 0000000..2a6cc03
--- /dev/null
+++ b/results/ncu_packet_shared_radix4/packet128.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2696501 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2696501
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diff --git a/results/ncu_packet_shared_radix4/summary.csv b/results/ncu_packet_shared_radix4/summary.csv
new file mode 100644
index 0000000..b9ff813
--- /dev/null
+++ b/results/ncu_packet_shared_radix4/summary.csv
@@ -0,0 +1,5 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,memory_thread_instructions,control_thread_instructions,misc_thread_instructions,conversion_thread_instructions,global_warp_instructions,shared_warp_instructions,adu_warp_instructions,alu_warp_instructions,cbu_warp_instructions,lsu_warp_instructions,xu_warp_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+d7,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1356.96,282.9402160644531,,31436554.0,,,,,,,,,237176800.0,,3258343517.0,485946835.0,564637762.0,255303733.0,,9152895.0,7602176.0,190130.0,92764983.0,31497430.0,40882338.0,1052896.0,,,,,24.73,7.18,,17.44,3.37,105.0,41184.0,1.0,2.0,2.0,8.0
+lane32,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1342.144,278.6689453125,,26725546.0,,,,,,,,,237731061.0,,3259078637.0,469286617.0,575286358.0,267889048.0,,8667583.0,7602176.0,194148.0,93174847.0,32167217.0,40366198.0,1052896.0,,,,,24.65,7.91,,16.78,3.05,109.0,41184.0,1.0,2.0,2.0,8.0
+packet128,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1061.184,270.9886474609375,,29060067.0,,,,,,,,,172467507.0,,4121324959.0,701028153.0,83473054.0,32228781.0,,10085690.0,12582912.0,133344.0,82873115.0,3616559.0,22461951.0,1053376.0,,,,,23.99,10.23,,27.32,4.17,80.0,16496.0,0.8,6.0,5.0,16.0
+v06,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,1259.52,273.3450012207031,,29815000.0,,,,,,,,,181973064.0,,4137469111.0,722331635.0,162712412.0,55637723.0,,10054358.0,13296944.0,498400.0,78567352.0,8562069.0,24123416.0,1057728.0,,,,,47.89,5.77,,40.76,5.4,40.0,16416.0,0.8,6.0,5.0,8.0
diff --git a/results/ncu_packet_shared_radix4/v06.csv b/results/ncu_packet_shared_radix4/v06.csv
new file mode 100644
index 0000000..44c9063
--- /dev/null
+++ b/results/ncu_packet_shared_radix4/v06.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2696245 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2696245
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diff --git a/results/ncu_packet_streaming/aggregate_b16.csv b/results/ncu_packet_streaming/aggregate_b16.csv
new file mode 100644
index 0000000..b8e5a29
--- /dev/null
+++ b/results/ncu_packet_streaming/aggregate_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2740160 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2740160
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diff --git a/results/ncu_packet_streaming/aggregate_b32.csv b/results/ncu_packet_streaming/aggregate_b32.csv
new file mode 100644
index 0000000..f086f9d
--- /dev/null
+++ b/results/ncu_packet_streaming/aggregate_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2740272 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2740272
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diff --git a/results/ncu_packet_streaming/analysis.md b/results/ncu_packet_streaming/analysis.md
new file mode 100644
index 0000000..0df5cfd
--- /dev/null
+++ b/results/ncu_packet_streaming/analysis.md
@@ -0,0 +1,25 @@
+# Packet Streaming Fixed-Clock Attribution
+
+| metric | aggregate b16 | online b16 | aggregate b32 | online b32 |
+|:--|--:|--:|--:|--:|
+| time (us) | 1180.864 | 1246.432 | 2770.144 | 2835.520 |
+| warp instructions | 176,259,975 | 183,308,264 | 359,414,277 | 383,330,204 |
+| CBU pipe instructions | 4,538,765 | 5,709,393 | 11,766,698 | 18,542,418 |
+| LSU pipe instructions | 22,869,000 | 22,917,693 | 46,893,097 | 48,009,025 |
+| global-memory instructions | 11,381,766 | 11,832,461 | 24,969,467 | 24,567,800 |
+| shared-memory instructions | 12,582,912 | 12,582,912 | 25,165,824 | 25,165,824 |
+| global-load sectors | 29,169,820 | 33,739,814 | 58,661,624 | 67,973,263 |
+| global-store sectors | 8,388,611 | 8,393,210 | 16,777,221 | 16,786,436 |
+| active warps (%) | 24.030 | 24.150 | 24.780 | 24.420 |
+| barrier stall (%) | 20.860 | 11.730 | 31.380 | 28.850 |
+| long scoreboard stall (%) | 31.000 | 45.310 | 26.690 | 27.500 |
+| MIO throttle stall (%) | 1.590 | 1.760 | 0.930 | 1.040 |
+| short scoreboard stall (%) | 1.800 | 2.120 | 1.330 | 1.450 |
+| registers/thread | 53.000 | 53.000 | 53.000 | 53.000 |
+| shared bytes/CTA | 16496.000 | 16496.000 | 16496.000 | 16496.000 |
+
+## Deltas
+
+Batch 16: online/aggregate time=1.056x; instructions=1.040x.
+Batch 32: online/aggregate time=1.024x; instructions=1.067x.
+Interpret time together with barrier/CBU/LSU deltas: online publication is useful only when producer-consumer overlap repays its repeated readiness and wave synchronization cost.
diff --git a/results/ncu_packet_streaming/online_b16.csv b/results/ncu_packet_streaming/online_b16.csv
new file mode 100644
index 0000000..ed152db
--- /dev/null
+++ b/results/ncu_packet_streaming/online_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2740217 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2740217
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diff --git a/results/ncu_packet_streaming/online_b32.csv b/results/ncu_packet_streaming/online_b32.csv
new file mode 100644
index 0000000..7d65829
--- /dev/null
+++ b/results/ncu_packet_streaming/online_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2740376 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2740376
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diff --git a/results/ncu_packet_streaming/summary.csv b/results/ncu_packet_streaming/summary.csv
new file mode 100644
index 0000000..e90af29
--- /dev/null
+++ b/results/ncu_packet_streaming/summary.csv
@@ -0,0 +1,5 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,memory_thread_instructions,control_thread_instructions,misc_thread_instructions,conversion_thread_instructions,global_warp_instructions,shared_warp_instructions,adu_warp_instructions,alu_warp_instructions,cbu_warp_instructions,lsu_warp_instructions,xu_warp_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,short_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+aggregate_b16,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1180.864,260.6378173828125,,29169820.0,8388611.0,,,,,,,,176259975.0,,,,,,,11381766.0,12582912.0,,,4538765.0,22869000.0,,,,,,24.03,20.86,,31.0,1.8,1.59,53.0,16496.0,0.8,9.0,5.0,16.0
+aggregate_b32,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,2770.1440000000002,497.9286804199219,,58661624.0,16777221.0,,,,,,,,359414277.0,,,,,,,24969467.0,25165824.0,,,11766698.0,46893097.0,,,,,,24.78,31.38,,26.69,1.33,0.93,53.0,16496.0,0.8,9.0,5.0,16.0
+online_b16,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1246.432,349.3979187011719,,33739814.0,8393210.0,,,,,,,,183308264.0,,,,,,,11832461.0,12582912.0,,,5709393.0,22917693.0,,,,,,24.15,11.73,,45.31,2.12,1.76,53.0,16496.0,0.8,9.0,5.0,16.0
+online_b32,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,2835.52,513.7197265625,,67973263.0,16786436.0,,,,,,,,383330204.0,,,,,,,24567800.0,25165824.0,,,18542418.0,48009025.0,,,,,,24.42,28.85,,27.5,1.45,1.04,53.0,16496.0,0.8,9.0,5.0,16.0
diff --git a/results/ncu_packet_streaming_padded_staging/aggregate_b16.csv b/results/ncu_packet_streaming_padded_staging/aggregate_b16.csv
new file mode 100644
index 0000000..e0c33d9
--- /dev/null
+++ b/results/ncu_packet_streaming_padded_staging/aggregate_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3137538 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3137538
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diff --git a/results/ncu_packet_streaming_padded_staging/aggregate_b32.csv b/results/ncu_packet_streaming_padded_staging/aggregate_b32.csv
new file mode 100644
index 0000000..b4d557e
--- /dev/null
+++ b/results/ncu_packet_streaming_padded_staging/aggregate_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3137625 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3137625
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diff --git a/results/ncu_packet_streaming_padded_staging/analysis.md b/results/ncu_packet_streaming_padded_staging/analysis.md
new file mode 100644
index 0000000..00d59e6
--- /dev/null
+++ b/results/ncu_packet_streaming_padded_staging/analysis.md
@@ -0,0 +1,28 @@
+# Packet Streaming Fixed-Clock Attribution
+
+| metric | aggregate b16 | online b16 | aggregate b32 | online b32 |
+|:--|--:|--:|--:|--:|
+| time (us) | 1212.224 | 1238.528 | 2819.680 | 3013.312 |
+| DRAM read (MiB) | 267.623 | 303.481 | 500.761 | 576.791 |
+| warp instructions | 176,544,026 | 196,350,514 | 359,955,145 | 404,149,301 |
+| CBU pipe instructions | 4,509,993 | 5,387,860 | 11,497,967 | 15,541,667 |
+| LSU pipe instructions | 23,009,484 | 23,045,407 | 47,443,220 | 48,109,022 |
+| global-memory instructions | 11,332,088 | 11,953,833 | 24,889,591 | 26,943,470 |
+| shared-memory instructions | 12,582,912 | 12,582,912 | 25,165,824 | 25,165,824 |
+| global-load sectors | 29,225,868 | 31,873,442 | 58,709,999 | 64,210,757 |
+| global-store sectors | 8,388,611 | 8,393,233 | 16,777,221 | 16,786,433 |
+| shared-load bank conflicts | 6,713,368 | 8,371,750 | 13,235,041 | 16,273,835 |
+| shared-store bank conflicts | 4,392,607 | 4,345,784 | 8,721,226 | 8,629,589 |
+| active warps (%) | 23.990 | 23.920 | 24.760 | 24.480 |
+| barrier stall (%) | 21.620 | 16.210 | 31.880 | 26.820 |
+| long scoreboard stall (%) | 31.930 | 30.800 | 26.940 | 28.380 |
+| MIO throttle stall (%) | 1.620 | 1.650 | 0.980 | 1.000 |
+| short scoreboard stall (%) | 1.700 | 1.690 | 1.260 | 1.270 |
+| registers/thread | 71.000 | 71.000 | 71.000 | 71.000 |
+| shared bytes/CTA | 20608.000 | 20608.000 | 20608.000 | 20608.000 |
+
+## Deltas
+
+Batch 16: online/aggregate time=1.022x; instructions=1.112x; load sectors=1.091x; shared-load conflicts=1.247x; CBU instructions=1.195x; long-scoreboard=0.965x.
+Batch 32: online/aggregate time=1.069x; instructions=1.123x; load sectors=1.094x; shared-load conflicts=1.230x; CBU instructions=1.352x; long-scoreboard=1.053x.
+Interpret time together with barrier/CBU/LSU deltas: online publication is useful only when producer-consumer overlap repays its repeated readiness and wave synchronization cost.
diff --git a/results/ncu_packet_streaming_padded_staging/online_b16.csv b/results/ncu_packet_streaming_padded_staging/online_b16.csv
new file mode 100644
index 0000000..2bb418e
--- /dev/null
+++ b/results/ncu_packet_streaming_padded_staging/online_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3137589 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3137589
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diff --git a/results/ncu_packet_streaming_padded_staging/online_b32.csv b/results/ncu_packet_streaming_padded_staging/online_b32.csv
new file mode 100644
index 0000000..2af3da5
--- /dev/null
+++ b/results/ncu_packet_streaming_padded_staging/online_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3137714 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3137714
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diff --git a/results/ncu_packet_streaming_padded_staging/summary.csv b/results/ncu_packet_streaming_padded_staging/summary.csv
new file mode 100644
index 0000000..f757766
--- /dev/null
+++ b/results/ncu_packet_streaming_padded_staging/summary.csv
@@ -0,0 +1,5 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,memory_thread_instructions,control_thread_instructions,misc_thread_instructions,conversion_thread_instructions,global_warp_instructions,shared_warp_instructions,adu_warp_instructions,alu_warp_instructions,cbu_warp_instructions,lsu_warp_instructions,xu_warp_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,short_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+aggregate_b16,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1212.224,267.6228332519531,,29225868.0,8388611.0,,,,,,6713368.0,4392607.0,176544026.0,,,,,,,11332088.0,12582912.0,,,4509993.0,23009484.0,,,,,,23.99,21.62,,31.93,1.7,1.62,71.0,20608.0,1.0,7.0,4.0,16.0
+aggregate_b32,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,2819.68,500.7612609863281,,58709999.0,16777221.0,,,,,,13235041.0,8721226.0,359955145.0,,,,,,,24889591.0,25165824.0,,,11497967.0,47443220.0,,,,,,24.76,31.88,,26.94,1.26,0.98,71.0,20608.0,1.0,7.0,4.0,16.0
+online_b16,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1238.528,303.4807434082031,,31873442.0,8393233.0,,,,,,8371750.0,4345784.0,196350514.0,,,,,,,11953833.0,12582912.0,,,5387860.0,23045407.0,,,,,,23.92,16.21,,30.8,1.69,1.65,71.0,20608.0,1.0,7.0,4.0,16.0
+online_b32,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,3013.312,576.7908325195312,,64210757.0,16786433.0,,,,,,16273835.0,8629589.0,404149301.0,,,,,,,26943470.0,25165824.0,,,15541667.0,48109022.0,,,,,,24.48,26.82,,28.38,1.27,1.0,71.0,20608.0,1.0,7.0,4.0,16.0
diff --git a/results/ncu_packet_streaming_q_frontier/aggregate_b16.csv b/results/ncu_packet_streaming_q_frontier/aggregate_b16.csv
new file mode 100644
index 0000000..9d3ebe5
--- /dev/null
+++ b/results/ncu_packet_streaming_q_frontier/aggregate_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2811492 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2811492
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diff --git a/results/ncu_packet_streaming_q_frontier/aggregate_b32.csv b/results/ncu_packet_streaming_q_frontier/aggregate_b32.csv
new file mode 100644
index 0000000..72cb124
--- /dev/null
+++ b/results/ncu_packet_streaming_q_frontier/aggregate_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2811655 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2811655
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diff --git a/results/ncu_packet_streaming_q_frontier/analysis.md b/results/ncu_packet_streaming_q_frontier/analysis.md
new file mode 100644
index 0000000..ae0bff2
--- /dev/null
+++ b/results/ncu_packet_streaming_q_frontier/analysis.md
@@ -0,0 +1,33 @@
+# Packet Streaming Fixed-Clock Attribution
+
+> **Rejected protocol:** clean rebuilds exposed a cross-producer publication
+> race in the q-frontier aggregation scheme. These counters are retained only
+> for synchronization attribution and must not be used for dispatch or
+> headline performance claims.
+
+| metric | aggregate b16 | online b16 | aggregate b32 | online b32 |
+|:--|--:|--:|--:|--:|
+| time (us) | 1211.520 | 1283.680 | 2755.328 | 2859.392 |
+| DRAM read (MiB) | 274.560 | 285.983 | 499.113 | 529.683 |
+| warp instructions | 175,780,991 | 188,968,860 | 357,989,224 | 384,678,837 |
+| CBU pipe instructions | 4,468,647 | 4,402,395 | 11,790,908 | 11,215,425 |
+| LSU pipe instructions | 22,822,518 | 22,585,780 | 46,870,701 | 46,078,795 |
+| global-memory instructions | 11,254,026 | 11,214,592 | 24,578,876 | 24,540,248 |
+| shared-memory instructions | 12,582,912 | 12,582,912 | 25,165,824 | 25,165,824 |
+| global-load sectors | 29,115,076 | 31,476,080 | 58,817,423 | 63,414,402 |
+| global-store sectors | 8,388,611 | 8,388,737 | 16,777,221 | 16,777,473 |
+| shared-load bank conflicts | 6,709,499 | 8,582,292 | 13,241,985 | 16,534,402 |
+| shared-store bank conflicts | 4,390,965 | 4,346,907 | 8,725,832 | 8,669,144 |
+| active warps (%) | 24.190 | 23.750 | 24.760 | 24.790 |
+| barrier stall (%) | 21.340 | 10.530 | 31.310 | 23.150 |
+| long scoreboard stall (%) | 29.520 | 43.880 | 26.350 | 32.210 |
+| MIO throttle stall (%) | 1.650 | 1.480 | 0.990 | 0.990 |
+| short scoreboard stall (%) | 1.730 | 1.890 | 1.330 | 1.480 |
+| registers/thread | 59.000 | 59.000 | 59.000 | 59.000 |
+| shared bytes/CTA | 20592.000 | 20592.000 | 20592.000 | 20592.000 |
+
+## Deltas
+
+Batch 16: online/aggregate time=1.060x; instructions=1.075x.
+Batch 32: online/aggregate time=1.038x; instructions=1.075x.
+Interpret time together with barrier/CBU/LSU deltas: online publication is useful only when producer-consumer overlap repays its repeated readiness and wave synchronization cost.
diff --git a/results/ncu_packet_streaming_q_frontier/online_b16.csv b/results/ncu_packet_streaming_q_frontier/online_b16.csv
new file mode 100644
index 0000000..cd87b3c
--- /dev/null
+++ b/results/ncu_packet_streaming_q_frontier/online_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2811558 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2811558
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diff --git a/results/ncu_packet_streaming_q_frontier/online_b32.csv b/results/ncu_packet_streaming_q_frontier/online_b32.csv
new file mode 100644
index 0000000..ba8bf1e
--- /dev/null
+++ b/results/ncu_packet_streaming_q_frontier/online_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 2811735 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2811735
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diff --git a/results/ncu_packet_streaming_q_frontier/summary.csv b/results/ncu_packet_streaming_q_frontier/summary.csv
new file mode 100644
index 0000000..ba68412
--- /dev/null
+++ b/results/ncu_packet_streaming_q_frontier/summary.csv
@@ -0,0 +1,5 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,memory_thread_instructions,control_thread_instructions,misc_thread_instructions,conversion_thread_instructions,global_warp_instructions,shared_warp_instructions,adu_warp_instructions,alu_warp_instructions,cbu_warp_instructions,lsu_warp_instructions,xu_warp_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,short_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+aggregate_b16,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1211.52,274.5599365234375,,29115076.0,8388611.0,,,,,,6709499.0,4390965.0,175780991.0,,,,,,,11254026.0,12582912.0,,,4468647.0,22822518.0,,,,,,24.19,21.34,,29.52,1.73,1.65,59.0,20592.0,1.0,8.0,4.0,16.0
+aggregate_b32,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,2755.328,499.1125793457031,,58817423.0,16777221.0,,,,,,13241985.0,8725832.0,357989224.0,,,,,,,24578876.0,25165824.0,,,11790908.0,46870701.0,,,,,,24.76,31.31,,26.35,1.33,0.99,59.0,20592.0,1.0,8.0,4.0,16.0
+online_b16,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1283.68,285.9833679199219,,31476080.0,8388737.0,,,,,,8582292.0,4346907.0,188968860.0,,,,,,,11214592.0,12582912.0,,,4402395.0,22585780.0,,,,,,23.75,10.53,,43.88,1.89,1.48,59.0,20592.0,1.0,8.0,4.0,16.0
+online_b32,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,2859.3920000000003,529.6833801269531,,63414402.0,16777473.0,,,,,,16534402.0,8669144.0,384678837.0,,,,,,,24540248.0,25165824.0,,,11215425.0,46078795.0,,,,,,24.79,23.15,,32.21,1.48,0.99,59.0,20592.0,1.0,8.0,4.0,16.0
diff --git a/results/ncu_packet_streaming_staged_packet_flags/aggregate_b16.csv b/results/ncu_packet_streaming_staged_packet_flags/aggregate_b16.csv
new file mode 100644
index 0000000..a8e0441
--- /dev/null
+++ b/results/ncu_packet_streaming_staged_packet_flags/aggregate_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3120748 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3120748
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diff --git a/results/ncu_packet_streaming_staged_packet_flags/aggregate_b32.csv b/results/ncu_packet_streaming_staged_packet_flags/aggregate_b32.csv
new file mode 100644
index 0000000..9c0aa96
--- /dev/null
+++ b/results/ncu_packet_streaming_staged_packet_flags/aggregate_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3120852 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3120852
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diff --git a/results/ncu_packet_streaming_staged_packet_flags/analysis.md b/results/ncu_packet_streaming_staged_packet_flags/analysis.md
new file mode 100644
index 0000000..db80eb6
--- /dev/null
+++ b/results/ncu_packet_streaming_staged_packet_flags/analysis.md
@@ -0,0 +1,28 @@
+# Packet Streaming Fixed-Clock Attribution
+
+| metric | aggregate b16 | online b16 | aggregate b32 | online b32 |
+|:--|--:|--:|--:|--:|
+| time (us) | 1226.208 | 1209.440 | 2779.168 | 3000.768 |
+| DRAM read (MiB) | 264.541 | 271.504 | 497.060 | 540.686 |
+| warp instructions | 176,797,829 | 194,908,356 | 359,882,985 | 401,645,735 |
+| CBU pipe instructions | 4,444,527 | 5,555,687 | 11,794,001 | 15,332,157 |
+| LSU pipe instructions | 22,795,851 | 23,116,047 | 46,839,259 | 48,029,637 |
+| global-memory instructions | 11,367,870 | 11,914,513 | 25,022,849 | 27,746,276 |
+| shared-memory instructions | 12,582,912 | 12,582,912 | 25,165,824 | 25,165,824 |
+| global-load sectors | 29,143,390 | 31,929,018 | 58,798,042 | 63,974,001 |
+| global-store sectors | 8,388,611 | 8,393,218 | 16,777,221 | 16,786,429 |
+| shared-load bank conflicts | 6,695,234 | 8,311,476 | 13,018,908 | 16,182,319 |
+| shared-store bank conflicts | 4,385,696 | 4,351,307 | 8,723,172 | 8,636,821 |
+| active warps (%) | 24.260 | 24.040 | 24.780 | 24.470 |
+| barrier stall (%) | 21.690 | 16.070 | 31.480 | 27.140 |
+| long scoreboard stall (%) | 28.970 | 34.650 | 26.500 | 27.450 |
+| MIO throttle stall (%) | 1.580 | 1.740 | 0.980 | 1.000 |
+| short scoreboard stall (%) | 1.550 | 1.790 | 1.190 | 1.340 |
+| registers/thread | 64.000 | 64.000 | 64.000 | 64.000 |
+| shared bytes/CTA | 20592.000 | 20592.000 | 20592.000 | 20592.000 |
+
+## Deltas
+
+Batch 16: online/aggregate time=0.986x; instructions=1.102x; load sectors=1.096x; shared-load conflicts=1.241x; CBU instructions=1.250x; long-scoreboard=1.196x.
+Batch 32: online/aggregate time=1.080x; instructions=1.116x; load sectors=1.088x; shared-load conflicts=1.243x; CBU instructions=1.300x; long-scoreboard=1.036x.
+Interpret time together with barrier/CBU/LSU deltas: online publication is useful only when producer-consumer overlap repays its repeated readiness and wave synchronization cost.
diff --git a/results/ncu_packet_streaming_staged_packet_flags/online_b16.csv b/results/ncu_packet_streaming_staged_packet_flags/online_b16.csv
new file mode 100644
index 0000000..b56fac9
--- /dev/null
+++ b/results/ncu_packet_streaming_staged_packet_flags/online_b16.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3120823 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3120823
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diff --git a/results/ncu_packet_streaming_staged_packet_flags/online_b32.csv b/results/ncu_packet_streaming_staged_packet_flags/online_b32.csv
new file mode 100644
index 0000000..e47efa6
--- /dev/null
+++ b/results/ncu_packet_streaming_staged_packet_flags/online_b32.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3120903 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3120903
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+"0","3120903","cuntt_bench","127.0.0.1","void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int, (unsigned int)1, (bool)1, (bool)1, (unsigned int)4, (unsigned int)7, (unsigned int)0, (bool)0, (bool)0, (bool)0, (bool)1>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, unsigned long long *, unsigned int, unsigned int, unsigned int, unsigned int, cuntt::<unnamed>::NttStageOperatorT<T1>)","2026-Aug-26 09:19:14","1","7","320","2","0","1","1","0","1","1","0","0","1","320","1,530,000","7","0","0","1","1","1","1","1","0","0","Tesla V100-SXM2-16GB","0","4,096","8","0","1","4,096","1","1","1","0","1","498,143,454","7,601","32,000","16","2","2","8,000","16","161","303,173,854","1","0","0","0","1","320","0","1","6,291,456","64","32","1","1","0","1,024","1,024","64","32","1,530,000","2,147,483,647","65,535","65,535","4","1","877,000","0","2,147,483,647","65,536","65,536","255","49,152","98,304","98,304","1,024","2,048","64","16","2,048","32,768","32,768","65,536","32,768","2,048","32,768","131,072","16,384","16,384","16,384","2,046","32,768","32,768","2,048","32,768","268,435,456","32,768","131,072","32,768","32,768","65,536","32,768","2,048","32,768","65,000","2,097,120","131,072","32,768","32,768","131,072","16,384","32,768","16,384","8,192","16,384","8,192","2,046","32,768","32,768","877,000","1","9","0","0","80","8","4","1","0","0","168","0","0","1","15","0","7","2","1","1","512","0","512","32","65,536","16,928,342,016","1","1","32","566,950,528","3,000,768","16,182,319","8,636,821","63,974,001","16,786,429","128","1","1","128","1","0","cudaFuncCachePreferNone","125,283,107,976,448","320","1","1","320","32","8","4","16","1,514","3,248","1,732","64","8,192","98,304","20,592","20,736","0","20,592","0","7","40,960","1","0","0","0","no data","0","0","0","0","","0","0","0","6","0","0","no data","0","0","0","427,843,960","427,843,960","427,843,960","2,994,907,720","427,843,960","427,843,960","427,843,960","2,994,907,720","7","0","16","25","24.47","401,645,735","15,332,157","48,029,637","4","27,746,276","25,165,824","27.14","27.45","1.00","1.34"
diff --git a/results/ncu_packet_streaming_staged_packet_flags/summary.csv b/results/ncu_packet_streaming_staged_packet_flags/summary.csv
new file mode 100644
index 0000000..d81a1a5
--- /dev/null
+++ b/results/ncu_packet_streaming_staged_packet_flags/summary.csv
@@ -0,0 +1,5 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,memory_thread_instructions,control_thread_instructions,misc_thread_instructions,conversion_thread_instructions,global_warp_instructions,shared_warp_instructions,adu_warp_instructions,alu_warp_instructions,cbu_warp_instructions,lsu_warp_instructions,xu_warp_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,short_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+aggregate_b16,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1226.208,264.5406494140625,,29143390.0,8388611.0,,,,,,6695234.0,4385696.0,176797829.0,,,,,,,11367870.0,12582912.0,,,4444527.0,22795851.0,,,,,,24.26,21.69,,28.97,1.55,1.58,64.0,20592.0,1.0,8.0,4.0,16.0
+aggregate_b32,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,2779.168,497.0600891113281,,58798042.0,16777221.0,,,,,,13018908.0,8723172.0,359882985.0,,,,,,,25022849.0,25165824.0,,,11794001.0,46839259.0,,,,,,24.78,31.48,,26.5,1.19,0.98,64.0,20592.0,1.0,8.0,4.0,16.0
+online_b16,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,1209.44,271.503662109375,,31929018.0,8393218.0,,,,,,8311476.0,4351307.0,194908356.0,,,,,,,11914513.0,12582912.0,,,5555687.0,23116047.0,,,,,,24.04,16.07,,34.65,1.79,1.74,64.0,20592.0,1.0,8.0,4.0,16.0
+online_b32,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<unsigned int,",320,128,3000.768,540.6861572265625,,63974001.0,16786429.0,,,,,,16182319.0,8636821.0,401645735.0,,,,,,,27746276.0,25165824.0,,,15332157.0,48029637.0,,,,,,24.47,27.14,,27.45,1.34,1.0,64.0,20592.0,1.0,8.0,4.0,16.0
diff --git a/results/ncu_resident_execution_groups/analysis.csv b/results/ncu_resident_execution_groups/analysis.csv
new file mode 100644
index 0000000..9ab504b
--- /dev/null
+++ b/results/ncu_resident_execution_groups/analysis.csv
@@ -0,0 +1,7 @@
+batch,comparison,base,candidate,base_time_us,candidate_time_us,ratio_time_us,delta_pct_time_us,base_dram_read_mib,candidate_dram_read_mib,ratio_dram_read_mib,delta_pct_dram_read_mib,base_dram_write_mib,candidate_dram_write_mib,ratio_dram_write_mib,delta_pct_dram_write_mib,base_global_load_sectors,candidate_global_load_sectors,ratio_global_load_sectors,delta_pct_global_load_sectors,base_global_store_sectors,candidate_global_store_sectors,ratio_global_store_sectors,delta_pct_global_store_sectors,base_shared_load_bank_conflicts,candidate_shared_load_bank_conflicts,ratio_shared_load_bank_conflicts,delta_pct_shared_load_bank_conflicts,base_shared_store_bank_conflicts,candidate_shared_store_bank_conflicts,ratio_shared_store_bank_conflicts,delta_pct_shared_store_bank_conflicts,base_warp_instructions,candidate_warp_instructions,ratio_warp_instructions,delta_pct_warp_instructions,base_integer_thread_instructions,candidate_integer_thread_instructions,ratio_integer_thread_instructions,delta_pct_integer_thread_instructions,base_adu_warp_instructions,candidate_adu_warp_instructions,ratio_adu_warp_instructions,delta_pct_adu_warp_instructions,base_cbu_warp_instructions,candidate_cbu_warp_instructions,ratio_cbu_warp_instructions,delta_pct_cbu_warp_instructions,base_lsu_warp_instructions,candidate_lsu_warp_instructions,ratio_lsu_warp_instructions,delta_pct_lsu_warp_instructions,base_active_warps_pct,candidate_active_warps_pct,ratio_active_warps_pct,delta_pct_active_warps_pct,base_barrier_stall_pct,candidate_barrier_stall_pct,ratio_barrier_stall_pct,delta_pct_barrier_stall_pct,base_long_scoreboard_stall_pct,candidate_long_scoreboard_stall_pct,ratio_long_scoreboard_stall_pct,delta_pct_long_scoreboard_stall_pct,base_mio_throttle_stall_pct,candidate_mio_throttle_stall_pct,ratio_mio_throttle_stall_pct,delta_pct_mio_throttle_stall_pct,base_registers_per_thread,candidate_registers_per_thread,ratio_registers_per_thread,delta_pct_registers_per_thread,base_shared_mem_bytes,candidate_shared_mem_bytes,ratio_shared_mem_bytes,delta_pct_shared_mem_bytes,base_waves_per_sm,candidate_waves_per_sm,ratio_waves_per_sm,delta_pct_waves_per_sm,base_occupancy_register_block_limit,candidate_occupancy_register_block_limit,ratio_occupancy_register_block_limit,delta_pct_occupancy_register_block_limit,base_occupancy_shared_block_limit,candidate_occupancy_shared_block_limit,ratio_occupancy_shared_block_limit,delta_pct_occupancy_shared_block_limit,base_occupancy_warp_block_limit,candidate_occupancy_warp_block_limit,ratio_occupancy_warp_block_limit,delta_pct_occupancy_warp_block_limit
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diff --git a/results/ncu_resident_execution_groups/analysis.md b/results/ncu_resident_execution_groups/analysis.md
new file mode 100644
index 0000000..748631e
--- /dev/null
+++ b/results/ncu_resident_execution_groups/analysis.md
@@ -0,0 +1,25 @@
+# Resident Execution-Group NCU Attribution
+
+NCU replay time is diagnostic only; CUDA-event measurements remain the performance authority. Ratios below are base/candidate, so values above 1 mean the candidate executes less work.
+
+## Controlled Mechanisms
+
+| batch | change | replay speedup | load sectors | store sectors | warp inst | integer inst | active warps candidate/base | registers | shared KiB | long scoreboard |
+|---:|:--|---:|---:|---:|---:|---:|---:|:--:|:--:|:--:|
+| 1 | boundary-lowering | 2.515x | 2.728x | 2.030x | 5.011x | 2.701x | 0.907x | 72->72 | 1.0->32.0 | +18.80 pp |
+| 1 | physical-core | 3.045x | 2.638x | 3.935x | 1.443x | 1.257x | 1.931x | 72->40 | 32.0->16.0 | -24.25 pp |
+| 16 | boundary-lowering | 2.527x | 2.560x | 1.787x | 4.906x | 2.965x | 0.993x | 72->72 | 1.0->32.0 | +6.98 pp |
+| 16 | physical-core | 3.855x | 2.624x | 4.201x | 1.425x | 1.100x | 1.994x | 72->40 | 32.0->16.0 | -3.43 pp |
+
+Boundary lowering removes two global materializations and also coarsens four logical descriptors into two resident execution groups. The gain therefore appears in sectors, control/LSU work, and total warp instructions even though the larger resident tile uses more shared memory.
+
+The mature dataflow core is a second independent gain. It combines lower sector and instruction demand with 40 rather than 72 registers per thread, about twice the active-warp percentage, and a lower long-scoreboard fraction. Its nonzero barrier cost is more than recovered by occupancy and dependency hiding.
+
+## Logical-M Equivalence
+
+| batch | replay delta | load-sector delta | store-sector delta | warp-inst delta | integer-inst delta | active-warp delta |
+|---:|---:|---:|---:|---:|---:|---:|
+| 1 | -1.01% | +0.16% | +0.00% | -1.27% | -0.00% | +0.74% |
+| 16 | +1.39% | -0.14% | +0.00% | +0.40% | +0.00% | +0.47% |
+
+M=2 and M=4 lower to the same G=2 `10+10` dataflow core. Their maximum sector/instruction delta is 1.27%, confirming that logical M no longer introduces hidden runtime work once the physical schedule is identical.
diff --git a/results/ncu_resident_execution_groups/b16_m2_g2_dataflow.csv b/results/ncu_resident_execution_groups/b16_m2_g2_dataflow.csv
new file mode 100644
index 0000000..b060f71
--- /dev/null
+++ b/results/ncu_resident_execution_groups/b16_m2_g2_dataflow.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3444077 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3444077
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diff --git a/results/ncu_resident_execution_groups/b16_m4_g2_dataflow.csv b/results/ncu_resident_execution_groups/b16_m4_g2_dataflow.csv
new file mode 100644
index 0000000..83bd602
--- /dev/null
+++ b/results/ncu_resident_execution_groups/b16_m4_g2_dataflow.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3444056 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3444056
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diff --git a/results/ncu_resident_execution_groups/b16_m4_g2_generic.csv b/results/ncu_resident_execution_groups/b16_m4_g2_generic.csv
new file mode 100644
index 0000000..4e7d45d
--- /dev/null
+++ b/results/ncu_resident_execution_groups/b16_m4_g2_generic.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3444021 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3444021
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diff --git a/results/ncu_resident_execution_groups/b16_m4_g4_generic.csv b/results/ncu_resident_execution_groups/b16_m4_g4_generic.csv
new file mode 100644
index 0000000..5fbaedf
--- /dev/null
+++ b/results/ncu_resident_execution_groups/b16_m4_g4_generic.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3443980 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3443980
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diff --git a/results/ncu_resident_execution_groups/b1_m2_g2_dataflow.csv b/results/ncu_resident_execution_groups/b1_m2_g2_dataflow.csv
new file mode 100644
index 0000000..03d6b94
--- /dev/null
+++ b/results/ncu_resident_execution_groups/b1_m2_g2_dataflow.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3443701 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3443701
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diff --git a/results/ncu_resident_execution_groups/b1_m4_g2_dataflow.csv b/results/ncu_resident_execution_groups/b1_m4_g2_dataflow.csv
new file mode 100644
index 0000000..a94fa68
--- /dev/null
+++ b/results/ncu_resident_execution_groups/b1_m4_g2_dataflow.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3443678 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3443678
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diff --git a/results/ncu_resident_execution_groups/b1_m4_g2_generic.csv b/results/ncu_resident_execution_groups/b1_m4_g2_generic.csv
new file mode 100644
index 0000000..af6b6b8
--- /dev/null
+++ b/results/ncu_resident_execution_groups/b1_m4_g2_generic.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3443643 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3443643
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diff --git a/results/ncu_resident_execution_groups/b1_m4_g4_generic.csv b/results/ncu_resident_execution_groups/b1_m4_g4_generic.csv
new file mode 100644
index 0000000..f67234c
--- /dev/null
+++ b/results/ncu_resident_execution_groups/b1_m4_g4_generic.csv
@@ -0,0 +1,5 @@
+==PROF== Connected to process 3443597 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 3443597
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+"0","3443597","cuntt_bench","127.0.0.1","void cuntt::<unnamed>::hierarchical_streaming_kernel<unsigned int>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, const T1 *, const T1 *, unsigned long long *, unsigned int *, unsigned long long *, cuntt::<unnamed>::NttStageOperatorT<T1>, cuntt::<unnamed>::NttStreamingDescriptor)","2026-Aug-26 20:04:36","1","7","320","2","0","1","1","0","1","1","0","0","1","320","1,530,000","7","0","0","1","1","1","1","1","0","0","Tesla V100-SXM2-16GB","0","4,096","8","0","1","4,096","1","1","1","0","1","498,143,454","7,601","32,000","16","2","2","8,000","16","161","303,173,854","1","0","0","0","1","320","0","1","6,291,456","64","32","1","1","0","1,024","1,024","64","32","1,530,000","2,147,483,647","65,535","65,535","4","1","877,000","0","2,147,483,647","65,536","65,536","255","49,152","98,304","98,304","1,024","2,048","64","16","2,048","32,768","32,768","65,536","32,768","2,048","32,768","131,072","16,384","16,384","16,384","2,046","32,768","32,768","2,048","32,768","268,435,456","32,768","131,072","32,768","32,768","65,536","32,768","2,048","32,768","65,000","2,097,120","131,072","32,768","32,768","131,072","16,384","32,768","16,384","8,192","16,384","8,192","2,046","32,768","32,768","877,000","1","9","0","0","80","8","4","1","0","0","168","0","0","1","15","0","7","2","1","1","512","0","512","32","65,536","16,928,342,016","1","1","32","54,219,808","45,010,592","10.04","1,099,872","72,891","3,964","13,543,162","4,187,940","256","1","1","256","1","0","cudaFuncCachePreferNone","136,175,480,583,424","160","1","1","160","32","3","8","8","1,258","5,504","896","72","18,432","8,192","1,024","1,024","0","1,024","0","7","40,960","0.67","0","0","0","no data","0","0","0","0","","0","0","0","6","0","0","no data","0","0","0","46,150,040","46,150,040","46,150,040","323,050,280","46,150,040","46,150,040","46,150,040","323,050,280","7","0","24","37.50","24.96","100,579,886","4,757,460","24,937,428","11,020,303","6","907,946,931","0.08","26.98","0.14"
diff --git a/results/ncu_resident_execution_groups/summary.csv b/results/ncu_resident_execution_groups/summary.csv
new file mode 100644
index 0000000..5eac16f
--- /dev/null
+++ b/results/ncu_resident_execution_groups/summary.csv
@@ -0,0 +1,9 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,memory_thread_instructions,control_thread_instructions,misc_thread_instructions,conversion_thread_instructions,global_warp_instructions,shared_warp_instructions,adu_warp_instructions,alu_warp_instructions,cbu_warp_instructions,lsu_warp_instructions,xu_warp_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,short_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+b1_m4_g4_generic,0,void cuntt::<unnamed>::hierarchical_streaming_kernel<unsigned int>,160,256,1099.872,51.708038330078125,42.925445556640625,13543162.0,4187940.0,,,10.04,,,72891.0,3964.0,100579886.0,,907946931.0,,,,,,,4757460.0,,24937428.0,11020303.0,,,,,,24.96,0.08,,26.98,,0.14,72.0,1024.0,0.67,3.0,8.0,8.0
+b1_m4_g2_generic,0,void cuntt::<unnamed>::hierarchical_streaming_kernel<unsigned int>,160,256,437.344,21.038177490234375,5.4561767578125,4964508.0,2062935.0,,,7.07,,,500032.0,2490368.0,20070799.0,,336186496.0,,,,,,,692789.0,,3042942.0,2592245.0,,,,,,22.65,0.27,,45.78,,1.1,72.0,32768.0,0.67,3.0,3.0,8.0
+b1_m4_g2_dataflow,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,143.616,13.550872802734375,6.188568115234375,1881972.0,524291.0,,,16.04,,,741357.0,1707621.0,13911946.0,,267505394.0,,,,,,,316105.0,,1559229.0,1826346.0,,,,,,43.73,4.94,,21.53,,4.28,40.0,16416.0,0.8,6.0,5.0,8.0
+b1_m2_g2_dataflow,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,145.088,13.542510986328125,6.184967041015625,1878927.0,524291.0,,,15.87,,,750635.0,1708217.0,14091056.0,,267513872.0,,,,,,,322764.0,,1582442.0,1833742.0,,,,,,43.41,4.66,,21.49,,4.09,40.0,16416.0,0.8,6.0,5.0,8.0
+b16_m4_g4_generic,0,void cuntt::<unnamed>::hierarchical_streaming_kernel<unsigned int>,160,256,10964.128,1637.3437805175781,732.9240112304688,199958616.0,62963662.0,,,25.23,,,1342385.0,84653.0,1279112128.0,,13525297959.0,,,,,,,39215593.0,,270027326.0,121439035.0,,,,,,24.99,0.01,,39.43,,0.21,72.0,1024.0,0.67,3.0,8.0,8.0
+b16_m4_g2_generic,0,void cuntt::<unnamed>::hierarchical_streaming_kernel<unsigned int>,160,256,4339.232,861.0322265625,155.11676025390625,78114831.0,35244117.0,,,27.33,,,8318978.0,39845888.0,260740593.0,,4561931778.0,,,,,,,5784681.0,,29396587.0,33546978.0,,,,,,24.82,0.02,,46.41,,3.03,72.0,32768.0,0.67,3.0,3.0,8.0
+b16_m4_g2_dataflow,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,1125.536,273.8901062011719,152.26947021484375,29767771.0,8388611.0,,,44.19,,,12021718.0,27298142.0,182931036.0,,4145741788.0,,,,,,,579723.0,,8847434.0,24210006.0,,,,,,49.48,5.92,,42.98,,6.16,40.0,16416.0,0.8,6.0,5.0,8.0
+b16_m2_g2_dataflow,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,1110.112,265.7038879394531,149.70538330078125,29810202.0,8388611.0,,,43.67,,,11973032.0,27297480.0,182207204.0,,4145676654.0,,,,,,,645722.0,,9078307.0,24280539.0,,,,,,49.25,6.02,,40.72,,6.26,40.0,16416.0,0.8,6.0,5.0,8.0
diff --git a/results/ncu_v07_sector_attribution/analysis.md b/results/ncu_v07_sector_attribution/analysis.md
new file mode 100644
index 0000000..41d6860
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/analysis.md
@@ -0,0 +1,106 @@
+# v0.7 Global-Load Sector Root-Cause Audit
+
+## Status
+
+**Source/SASS attribution passed the configured coverage threshold.**
+The analytical values remain independent predictions and are compared with the PC-level capture below.
+
+## Controlled Observation
+
+The matched V100 base-clock capture compares uint32 `logN=20`, batch 16, Shoup, `10+10`, and full-scratch implementations.
+
+| metric | v0.6 | v0.7 vector d6 | ratio |
+|:--|--:|--:|--:|
+| kernel time (us) | 1259.0 | 1345.7 | 1.069x |
+| DRAM read (MiB) | 268.5 | 276.8 | 1.031x |
+| global-load sectors | 29,851,046 | 39,449,055 | 1.322x |
+| global-store sectors | 8,388,611 | 8,337,912 | 0.994x |
+| active warps (%) | 47.75 | 24.67 | 0.517x |
+| registers/thread | 40 | 106 | |
+| shared bytes/CTA | 16416 | 41184 | |
+
+DRAM reads change by +3.1% and store sectors by -0.6%, while global-load sectors change by +32.2%. The gap is repeated or fragmented cache requests, not an additional N-sized external state.
+
+## Stage Sector Model
+
+There are `32,768` local 1024-point row transforms across the producer and consumer roles.
+
+| implementation | stage/address class | sectors/row | predicted sectors | basis |
+|:--|:--|--:|--:|:--|
+| `v06` | external data | 192 | 6,291,456 | same input and boundary data movement |
+| `v06` | stage 0-1 coefficients | 48 | 1,572,864 | CTA radix-4 pair |
+| `v06` | stage 2-3 coefficients | 48 | 1,572,864 | CTA radix-4 pair |
+| `v06` | stage 4-5 coefficients | 96 | 3,145,728 | CTA radix-4 pair |
+| `v06` | stage 6-7 coefficients | 192 | 6,291,456 | CTA radix-4 pair |
+| `v06` | stage 8-9 coefficients | 192 | 6,291,456 | CTA radix-4 pair |
+| `v07-d6` | external data | 192 | 6,291,456 | same logical input and boundary data |
+| `v07-d6` | stage 0-1 coefficients | 48 | 1,572,864 | register-local radix-4 pair |
+| `v07-d6` | stage 2-5 coefficients | 128 | 4,194,304 | dense lane loads and shuffles |
+| `v07-d6` | stage 6 coefficients | 512 | 16,777,216 | four half-warp 16-byte-stride loads per tile |
+| `v07-d6` | stage 7-9 coefficients | 224 | 7,340,032 | four-warp shared-tail continuation |
+
+The model predicts an extra **11,010,048** sectors; NCU measures **9,598,009**. The model therefore explains **87.2%** of the measured delta before PC-level fitting.
+
+The dominant term is stage 6. `coefficient_reuse_stages=6` means `stage < 6`; stage 6 still uses four slot-wise loads. With four consecutive values per lane, each instruction uses half a warp with a 16-byte coefficient stride.
+
+## Reuse-Depth Difference Check
+
+| newly distributed stage | measured reduction | predicted reduction | measured/predicted |
+|--:|--:|--:|--:|
+| 2 | 1,344,727 | 1,572,864 | 0.855x |
+| 3 | 1,977,590 | 1,572,864 | 1.257x |
+| 4 | 3,208,643 | 3,145,728 | 1.020x |
+| 5 | 7,239,982 | 6,291,456 | 1.151x |
+| 6 (d7 candidate; focused capture) | see stage-6 report | layout-dependent | - |
+
+## Source/SASS Attribution
+
+| implementation | category | theoretical sectors | ideal | excessive | instructions |
+|:--|:--|--:|--:|--:|--:|
+| `v06` | external data | 6,291,456 | 4,194,304 | 2,097,152 | 1,048,576 |
+| `v06` | ready/trace | 68,496 | 68,496 | 0 | 68,496 |
+| `v06` | v0.6 coefficients | 23,855,104 | 20,905,984 | 2,949,120 | 7,864,320 |
+| `v07-d6` | external data | 6,291,456 | 4,194,304 | 2,097,152 | 1,048,576 |
+| `v07-d6` | ready/trace | 806,846 | 806,846 | 0 | 806,846 |
+| `v07-d6` | stage 0-1 coefficients | 1,572,864 | 1,572,864 | 0 | 1,572,864 |
+| `v07-d6` | stage 2-6 coefficients | 23,330,816 | 8,388,608 | 14,942,208 | 4,194,304 |
+| `v07-d6` | stage 7-9 coefficients | 7,118,848 | 5,767,168 | 1,351,680 | 1,441,792 |
+| `v07-d6` | unclassified global load | 1,941,504 | 1,572,864 | 368,640 | 393,216 |
+
+### Attribution coverage
+
+| implementation | source theoretical sectors | aggregate load sectors | source/aggregate | classified source sectors |
+|:--|--:|--:|--:|--:|
+| `v06` | 30,215,056 | 29,851,046 | 1.012x | 100.00% |
+| `v07-d6` | 41,062,334 | 39,449,055 | 1.041x | 95.27% |
+
+Largest unclassified PCs:
+
+| implementation | PC | file:line | theoretical sectors | source/SASS |
+|:--|:--|:--|--:|:--|
+| `v07-d6` | `0x71b3e3261b90` | `/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu:135` | 327,680 | `const std::uint32_t quotient = __umulhi(value, twiddle_shoup);` |
+| `v07-d6` | `0x71b3e3261b60` | `/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu:234` | 327,680 | `right = u >= v ? u - v : modulus + u - v;` |
+| `v07-d6` | `0x71b3e3261b40` | `/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu:3612` | 327,680 | `asm volatile(bar.sync %0` |
+| `v07-d6` | `0x71b3e3267b40` | `/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu:135` | 319,488 | `const std::uint32_t quotient = __umulhi(value, twiddle_shoup);` |
+| `v07-d6` | `0x71b3e3267b10` | `/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu:234` | 319,488 | `right = u >= v ? u - v : modulus + u - v;` |
+| `v07-d6` | `0x71b3e3267af0` | `/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu:3950` | 319,488 | `values[tile] = exchange[tile * 128U + offset];` |
+
+## Pipeline Audit
+
+The current v0.7 dual-group kernel is resident but not a four-phase token pipeline. Within each warp group its program order is:
+
+```text
+packet load -> barrier -> row 0 complete NTT -> row 1 complete NTT
+            -> row 2 complete NTT -> row 3 complete NTT -> packet store
+```
+
+The two warp groups may interleave through normal SM warp scheduling, but there is no software dependence that overlaps one row's load, another row's prefix, a third row's tail, and a fourth row's store. v0.6 already benefits from the same hardware scheduler while resident at four CTAs/SM. v0.7 is limited to two CTAs/SM by 106 registers/thread and 41,184 shared bytes, reducing the sampled active-warp pool by about half.
+
+## Root-Cause Decision
+
+1. The logical external dataflow of v0.6 and v0.7 is effectively the same.
+2. The excess load sectors originate primarily in coefficient request organization, especially the vector layout's unreused stage 6, rather than input/boundary traffic.
+3. Cache hits prevent those requests from becoming proportional DRAM bytes, but they still consume LD/ST issue, L1 tag, dependency, and scoreboard resources.
+4. The current subgraph residency does not provide enough explicit phase overlap to mask that physical-core loss, and its resource footprint halves the resident warp pool.
+
+No kernel or selector change is made by this audit. Candidate corrections remain separate follow-up experiments; the unclassified PC rows stay explicit because inline CUDA line mappings do not support a reliable finer attribution.
diff --git a/results/ncu_v07_sector_attribution/instruction_attribution.md b/results/ncu_v07_sector_attribution/instruction_attribution.md
new file mode 100644
index 0000000..c9e7380
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/instruction_attribution.md
@@ -0,0 +1,37 @@
+# v0.7 Dynamic Instruction Attribution
+
+Counts are dynamic warp instructions from NCU SourceCounters. SASS PCs are deduplicated across inline source-stack views.
+
+| category | v0.6 (M) | v0.7 d6 (M) | delta (M) | candidate/baseline |
+|:--|--:|--:|--:|--:|
+| control | 9.621 | 32.681 | 23.060 | 3.397x |
+| shuffle | 1.017 | 22.507 | 21.489 | 22.123x |
+| integer/arithmetic | 150.393 | 170.359 | 19.966 | 1.133x |
+| local memory | 0.008 | 0.806 | 0.798 | 98.354x |
+| synchronization/cache | 0.666 | 1.457 | 0.790 | 2.186x |
+| global memory | 9.967 | 9.704 | -0.262 | 0.974x |
+| scheduling | 1.688 | 1.308 | -0.380 | 0.775x |
+| shared memory | 12.616 | 7.602 | -5.014 | 0.603x |
+| **total** | **185.976** | **246.424** | **60.447** | **1.325x** |
+
+## Largest Opcode Deltas
+
+| opcode | v0.6 (M) | v0.7 d6 (M) | delta (M) |
+|:--|--:|--:|--:|
+| SHFL | 1.017 | 22.507 | 21.489 |
+| SEL | 15.734 | 28.937 | 13.203 |
+| ISETP | 20.951 | 30.201 | 9.250 |
+| BSYNC | 0.669 | 9.615 | 8.946 |
+| BRA | 5.859 | 10.682 | 4.822 |
+| BSSY | 0.628 | 4.953 | 4.325 |
+| BMOV | 0.628 | 4.953 | 4.325 |
+| IMAD | 67.749 | 71.874 | 4.125 |
+| MOV | 0.058 | 1.088 | 1.030 |
+| LDL | 0.000 | 0.798 | 0.798 |
+| CCTL | 0.063 | 0.802 | 0.739 |
+| LOP3 | 4.469 | 5.182 | 0.713 |
+
+## Interpretation
+
+The largest positive category is **control**, contributing 38.1% of the net 60.447M-instruction gap. Optimize that physical-codelet path before further CTA scheduling scans.
+Source coverage: v0.6=621 PCs, v0.7 d6=3514 PCs.
diff --git a/results/ncu_v07_sector_attribution/instruction_opcodes.csv b/results/ncu_v07_sector_attribution/instruction_opcodes.csv
new file mode 100644
index 0000000..313d10c
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/instruction_opcodes.csv
@@ -0,0 +1,48 @@
+opcode,v0.6,v0.7 d6
+ATOM,4416.0,4256.0
+ATOMG,640.0,640.0
+BAR,496640.0,510464.0
+BMOV,627851.0,4953088.0
+BRA,5859407.0,10681502.0
+BREV,1048576.0,1048576.0
+BSSY,627851.0,4953088.0
+BSYNC,668994.0,9614818.0
+CALL,57622.0,3214.0
+CCTL,63017.0,801780.0
+CS2R,640.0,524928.0
+ERRBAR,4736.0,4416.0
+EXIT,2880.0,1600.0
+F2I,0.0,1280.0
+FLO,4416.0,160.0
+I2F,0.0,1280.0
+IADD3,21635020.0,15399383.0
+IMAD,67748912.0,71873788.0
+ISETP,20951045.0,30200866.0
+LD,629633.0,801950.0
+LDC,1155664.0,1674251.0
+LDG,8912896.0,8650752.0
+LDL,0.0,797524.0
+LDS,6291456.0,4194304.0
+LEA,5521410.0,4210690.0
+LOP3,4469353.0,5181858.0
+MEMBAR,8832.0,4416.0
+MOV,57622.0,1088103.0
+MUFU,0.0,1280.0
+NANOSLEEP,592026.0,797524.0
+NOP,1687627.0,1307988.0
+P2R,0.0,591104.0
+PLOP3,0.0,327680.0
+POPC,4736.0,320.0
+PRMT,2560.0,1280.0
+RET,28811.0,1607.0
+S2R,15616.0,5760.0
+SEL,15734401.0,28937185.0
+SHF,10277888.0,6734080.0
+SHFL,1017356.0,22506654.0
+ST,4096.0,0.0
+STG,1048578.0,1048578.0
+STL,8192.0,8192.0
+STS,6324224.0,3407872.0
+VOTE,1131692.0,1753614.0
+WARPSYNC,93270.0,135716.0
+YIELD,1155664.0,1674251.0
diff --git a/results/ncu_v07_sector_attribution/source_pc_attribution.csv b/results/ncu_v07_sector_attribution/source_pc_attribution.csv
new file mode 100644
index 0000000..64dc138
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/source_pc_attribution.csv
@@ -0,0 +1,155 @@
+implementation,category,address,file,line,theoretical_sectors,theoretical_ideal,theoretical_excessive,l1_tag_requests,instructions,stall_long_scoreboard,source,sass
+v06,v0.6 coefficients,0x771c2d25d590,/home/wt/git/Hermes/cuNTT-v05/src/hybrid_dataflow.cuh,463,1966080.0,1736704.0,229376.0,983040.0,655360.0,0.0,"op.apply_coefficient(fused_twiddles[index], fused_twiddles_shoup[index], left, right);","LDG.E.SYS R28, [R18]"
+v06,v0.6 coefficients,0x771c2d25d5a0,/home/wt/git/Hermes/cuNTT-v05/src/hybrid_dataflow.cuh,463,1966080.0,1736704.0,229376.0,983040.0,655360.0,0.0,"op.apply_coefficient(fused_twiddles[index], fused_twiddles_shoup[index], left, right);","LDG.E.SYS R26, [R16]"
+v06,v0.6 coefficients,0x771c2d25d690,/home/wt/git/Hermes/cuNTT-v05/src/hybrid_dataflow.cuh,463,1966080.0,1736704.0,229376.0,983040.0,655360.0,0.0,"op.apply_coefficient(fused_twiddles[index], fused_twiddles_shoup[index], left, right);","LDG.E.SYS R31, [R14]"
+v06,v0.6 coefficients,0x771c2d25d6d0,/home/wt/git/Hermes/cuNTT-v05/src/hybrid_dataflow.cuh,463,1966080.0,1736704.0,229376.0,983040.0,655360.0,0.0,"op.apply_coefficient(fused_twiddles[index], fused_twiddles_shoup[index], left, right);","LDG.E.SYS R16, [R16]"
+v06,v0.6 coefficients,0x771c2d25d6f0,/home/wt/git/Hermes/cuNTT-v05/src/hybrid_dataflow.cuh,463,1966080.0,1736704.0,229376.0,983040.0,655360.0,0.0,"op.apply_coefficient(fused_twiddles[index], fused_twiddles_shoup[index], left, right);","LDG.E.SYS R18, [R18]"
+v06,v0.6 coefficients,0x771c2d25d700,/home/wt/git/Hermes/cuNTT-v05/src/hybrid_dataflow.cuh,463,1966080.0,1736704.0,229376.0,983040.0,655360.0,0.0,"op.apply_coefficient(fused_twiddles[index], fused_twiddles_shoup[index], left, right);","LDG.E.SYS R20, [R20]"
+v06,v0.6 coefficients,0x771c2d25c180,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,213,2097152.0,1835008.0,262144.0,1048576.0,655360.0,0.0,"const Value v = mul_shoup(right, twiddles[twiddle_base + offset], twiddles_shoup[twiddle_base + offset], modulus);","LDG.E.SYS R22, [R22]"
+v06,v0.6 coefficients,0x771c2d25c1a0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,213,1966080.0,1703936.0,262144.0,917504.0,655360.0,0.0,"const Value v = mul_shoup(right, twiddles[twiddle_base + offset], twiddles_shoup[twiddle_base + offset], modulus);","LDG.E.SYS R14, [R14]"
+v06,v0.6 coefficients,0x771c2d25c1c0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,213,2097152.0,1835008.0,262144.0,1048576.0,655360.0,0.0,"const Value v = mul_shoup(right, twiddles[twiddle_base + offset], twiddles_shoup[twiddle_base + offset], modulus);","LDG.E.SYS R26, [R2]"
+v06,v0.6 coefficients,0x771c2d25c1d0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,213,1966080.0,1703936.0,262144.0,917504.0,655360.0,0.0,"const Value v = mul_shoup(right, twiddles[twiddle_base + offset], twiddles_shoup[twiddle_base + offset], modulus);","LDG.E.SYS R27, [R6]"
+v06,v0.6 coefficients,0x771c2d25c120,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,213,1966080.0,1703936.0,262144.0,917504.0,655360.0,0.0,"const Value v = mul_shoup(right, twiddles[twiddle_base + offset], twiddles_shoup[twiddle_base + offset], modulus);","LDG.E.SYS R25, [R26]"
+v06,v0.6 coefficients,0x771c2d25c130,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,213,1966080.0,1703936.0,262144.0,917504.0,655360.0,0.0,"const Value v = mul_shoup(right, twiddles[twiddle_base + offset], twiddles_shoup[twiddle_base + offset], modulus);","LDG.E.SYS R24, [R30]"
+v06,ready/trace,0x771c2d25cd70,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3171,4096.0,4096.0,0.0,4096.0,4096.0,0.0,while (readiness.load(cuda::memory_order_acquire) < kGroupsPerTransform) {,"LD.E.STRONG.GPU R2, [R6]"
+v06,ready/trace,0x771c2d25d1c0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3189,139.0,139.0,0.0,139.0,139.0,0.0,"atomicMin(trace + 2, streaming_globaltimer());","ATOMG.E.MIN.64.STRONG.GPU PT, RZ, [R6], R2"
+v06,external data,0x771c2d25d2e0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3198,2097152.0,2097152.0,0.0,524288.0,524288.0,0.0,state[row * kStride + reversed] =,"LDG.E.SYS R6, [R6]"
+v06,ready/trace,0x771c2d25bda0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3217,181.0,181.0,0.0,181.0,181.0,0.0,"atomicMin(trace, streaming_globaltimer());","ATOMG.E.MIN.64.STRONG.GPU PT, RZ, [R2], R6"
+v06,external data,0x771c2d25bee0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3226,4194304.0,2097152.0,2097152.0,4194304.0,524288.0,0.0,state[row * kStride + reversed] =,"LDG.E.SYS R6, [R6]"
+v06,ready/trace,0x771c2d25e3f0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3252,320.0,320.0,0.0,320.0,320.0,0.0,"atomicMax(trace + (consumer_role ? 3 : 1), streaming_globaltimer());","ATOMG.E.MAX.64.STRONG.GPU PT, RZ, [R4], R2"
+v06,ready/trace,0x771c2d25ba00,/usr/local/cuda-11.8/targets/x86_64-linux/include/cooperative_groups/details/sync.h,81,320.0,320.0,0.0,320.0,320.0,0.0,asm volatile(atom.add.release.gpu.u32 %0,"@P0  ATOM.E.ADD.STRONG.GPU PT, R7, [R6+0x4], R9"
+v06,ready/trace,0x771c2d25ba80,/usr/local/cuda-11.8/targets/x86_64-linux/include/cooperative_groups/details/sync.h,103,743.0,743.0,0.0,743.0,743.0,0.0,"while (!bar_has_flipped(oldArrive, *arrived));","LD.E.STRONG.SYS R7, [R6+0x4]"
+v06,ready/trace,0x771c2d25cdd0,/usr/local/cuda-11.8/targets/x86_64-linux/include/cuda/std/detail/libcxx/include/support/atomic/atomic_cuda_generated.h,918,58601.0,58601.0,0.0,58601.0,58601.0,0.0,"template<class _CUDA_A, class _CUDA_B> static inline __device__ void __cuda_load_acquire_32_device(_CUDA_A __ptr, _CUDA_B& __dst) {asm volatile(ld.acquire.gpu.b32 %0","LD.E.STRONG.GPU R2, [R6]"
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+v07-d6,stage 7-9 coefficients,0x71b3e3261b50,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3954,327680.0,262144.0,65536.0,131072.0,65536.0,0.0,"op.apply_coefficient(coefficients[127U + offset],","LDG.E.SYS R78, [R44]"
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+v07-d6,stage 7-9 coefficients,0x71b3e3267b00,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3954,319488.0,262144.0,57344.0,129024.0,65536.0,0.0,"op.apply_coefficient(coefficients[127U + offset],","LDG.E.SYS R85, [R68]"
+v07-d6,stage 7-9 coefficients,0x71b3e3267b30,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3963,319488.0,262144.0,57344.0,129024.0,65536.0,0.0,"op.apply_coefficient(coefficients[383U + offset],","LDG.E.SYS R61, [R68+0x400]"
+v07-d6,unclassified global load,0x71b3e3267b40,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,135,319488.0,262144.0,57344.0,129024.0,65536.0,0.0,"const std::uint32_t quotient = __umulhi(value, twiddle_shoup);","LDG.E.SYS R73, [R68+0x200]"
+v07-d6,unclassified global load,0x71b3e3261b60,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,234,327680.0,262144.0,65536.0,131072.0,65536.0,0.0,right = u >= v ? u - v : modulus + u - v;,"LDG.E.SYS R88, [R54+0x200]"
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+v07-d6,stage 0-1 coefficients,0x71b3e325c970,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3837,65536.0,65536.0,0.0,65536.0,65536.0,0.0,const Word stage0_coefficient = coefficients[0];,"LDG.E.SYS R66, [R54]"
+v07-d6,stage 0-1 coefficients,0x71b3e325f320,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3837,65536.0,65536.0,0.0,65536.0,65536.0,0.0,const Word stage0_coefficient = coefficients[0];,"LDG.E.SYS R74, [R54]"
+v07-d6,stage 0-1 coefficients,0x71b3e3263390,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3837,65536.0,65536.0,0.0,65536.0,65536.0,0.0,const Word stage0_coefficient = coefficients[0];,"LDG.E.SYS R98, [R68]"
+v07-d6,stage 0-1 coefficients,0x71b3e3265470,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3837,65536.0,65536.0,0.0,65536.0,65536.0,0.0,const Word stage0_coefficient = coefficients[0];,"LDG.E.SYS R84, [R68]"
+v07-d6,stage 0-1 coefficients,0x71b3e325c960,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3838,65536.0,65536.0,0.0,65536.0,65536.0,0.0,const Word stage0_coefficient_shoup = coefficients_shoup[0];,"LDG.E.SYS R60, [R44]"
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+v07-d6,stage 0-1 coefficients,0x71b3e3263380,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3838,65536.0,65536.0,0.0,65536.0,65536.0,0.0,const Word stage0_coefficient_shoup = coefficients_shoup[0];,"LDG.E.SYS R96, [R70]"
+v07-d6,stage 0-1 coefficients,0x71b3e3265530,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3838,65536.0,65536.0,0.0,65536.0,65536.0,0.0,const Word stage0_coefficient_shoup = coefficients_shoup[0];,"LDG.E.SYS R85, [R70]"
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+v07-d6,stage 2-6 coefficients,0x71b3e325ec50,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,589824.0,131072.0,458752.0,196608.0,65536.0,0.0,coefficient =,"LDG.E.SYS R61, [R50]"
+v07-d6,stage 2-6 coefficients,0x71b3e325ee20,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,524288.0,131072.0,393216.0,131072.0,65536.0,0.0,coefficient =,"LDG.E.SYS R66, [R48]"
+v07-d6,stage 2-6 coefficients,0x71b3e325eff0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,524288.0,131072.0,393216.0,131072.0,65536.0,0.0,coefficient =,"LDG.E.SYS R67, [R50+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e325f1a0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,524288.0,131072.0,393216.0,131072.0,65536.0,0.0,coefficient =,"LDG.E.SYS R72, [R48+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e3261480,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,589824.0,131072.0,458752.0,196608.0,65536.0,0.0,coefficient =,"LDG.E.SYS R44, [R50]"
+v07-d6,stage 2-6 coefficients,0x71b3e3261650,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,524288.0,131072.0,393216.0,131072.0,65536.0,0.0,coefficient =,"LDG.E.SYS R58, [R48]"
+v07-d6,stage 2-6 coefficients,0x71b3e3261800,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,524288.0,131072.0,393216.0,131072.0,65536.0,0.0,coefficient =,"LDG.E.SYS R58, [R50+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e3261980,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,524288.0,131072.0,393216.0,131072.0,65536.0,0.0,coefficient =,"@!P4 LDG.E.SYS R60, [R48+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e32634b0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,557056.0,131072.0,425984.0,200704.0,65536.0,0.0,coefficient =,"@!P0 LDG.E.SYS R35, [R32]"
+v07-d6,stage 2-6 coefficients,0x71b3e32652f0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,557056.0,131072.0,425984.0,188416.0,65536.0,0.0,coefficient =,"@!P0 LDG.E.SYS R34, [R32]"
+v07-d6,stage 2-6 coefficients,0x71b3e3265380,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,557056.0,131072.0,425984.0,188416.0,65536.0,0.0,coefficient =,"@!P0 LDG.E.SYS R93, [R32+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e3265420,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,557056.0,131072.0,425984.0,188416.0,65536.0,0.0,coefficient =,"@!P0 LDG.E.SYS R95, [R32+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e3266950,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,557056.0,131072.0,425984.0,3203072.0,65536.0,0.0,coefficient =,"@!P0 LDG.E.SYS R56, [R56]"
+v07-d6,stage 2-6 coefficients,0x71b3e32669a0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,557056.0,131072.0,425984.0,1695744.0,65536.0,0.0,coefficient =,"@!P0 LDG.E.SYS R66, [R66+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e32669d0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,557056.0,131072.0,425984.0,188416.0,65536.0,0.0,coefficient =,"@!P0 LDG.E.SYS R74, [R74+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e32669e0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3900,557056.0,131072.0,425984.0,188416.0,65536.0,0.0,coefficient =,"@!P0 LDG.E.SYS R34, [R34]"
+v07-d6,stage 2-6 coefficients,0x71b3e325ec70,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,589824.0,131072.0,458752.0,196608.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"LDG.E.SYS R33, [R32]"
+v07-d6,stage 2-6 coefficients,0x71b3e325ee40,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,524288.0,131072.0,393216.0,131072.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"LDG.E.SYS R34, [R34]"
+v07-d6,stage 2-6 coefficients,0x71b3e325f010,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,524288.0,131072.0,393216.0,131072.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"LDG.E.SYS R35, [R34+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e325f1c0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,524288.0,131072.0,393216.0,131072.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"LDG.E.SYS R60, [R60+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e32614a0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,589824.0,131072.0,458752.0,196608.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"LDG.E.SYS R32, [R32]"
+v07-d6,stage 2-6 coefficients,0x71b3e3261670,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,524288.0,131072.0,393216.0,131072.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"LDG.E.SYS R34, [R34]"
+v07-d6,stage 2-6 coefficients,0x71b3e3261820,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,524288.0,131072.0,393216.0,131072.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"LDG.E.SYS R34, [R34+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e32619a0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,524288.0,131072.0,393216.0,131072.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"@!P4 LDG.E.SYS R44, [R44+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e3263540,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,557056.0,131072.0,425984.0,191488.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"@!P0 LDG.E.SYS R34, [R66]"
+v07-d6,stage 2-6 coefficients,0x71b3e32652a0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,557056.0,131072.0,425984.0,188416.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"@!P0 LDG.E.SYS R85, [R32]"
+v07-d6,stage 2-6 coefficients,0x71b3e3265360,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,557056.0,131072.0,425984.0,188416.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"@!P0 LDG.E.SYS R85, [R32+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e3265400,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,557056.0,131072.0,425984.0,188416.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"@!P0 LDG.E.SYS R93, [R32+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e3266930,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,557056.0,131072.0,425984.0,942212.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"@!P0 LDG.E.SYS R54, [R54]"
+v07-d6,stage 2-6 coefficients,0x71b3e3266970,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,557056.0,131072.0,425984.0,1695744.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"@!P0 LDG.E.SYS R60, [R60+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e32669c0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,557056.0,131072.0,425984.0,188416.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"@!P0 LDG.E.SYS R72, [R72+0x8]"
+v07-d6,stage 2-6 coefficients,0x71b3e3266a50,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3902,557056.0,131072.0,425984.0,188416.0,65536.0,0.0,coefficient_shoup = coefficients_shoup[,"@!P0 LDG.E.SYS R87, [R32]"
+v07-d6,unclassified global load,0x71b3e3267af0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3950,319488.0,262144.0,57344.0,129024.0,65536.0,0.0,values[tile] = exchange[tile * 128U + offset];,"LDG.E.SYS R75, [R70]"
+v07-d6,stage 7-9 coefficients,0x71b3e3261ba0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,327680.0,262144.0,65536.0,131072.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R70, [R54+0x600]"
+v07-d6,stage 7-9 coefficients,0x71b3e3261bb0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,327680.0,262144.0,65536.0,131072.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R69, [R54+0x800]"
+v07-d6,stage 7-9 coefficients,0x71b3e3261bc0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,327680.0,262144.0,65536.0,131072.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R67, [R44+0x600]"
+v07-d6,stage 7-9 coefficients,0x71b3e3261bd0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,327680.0,262144.0,65536.0,131072.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R60, [R54+0xa00]"
+v07-d6,stage 7-9 coefficients,0x71b3e3261be0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,327680.0,262144.0,65536.0,131072.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R58, [R44+0x800]"
+v07-d6,stage 7-9 coefficients,0x71b3e3261bf0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,327680.0,262144.0,65536.0,131072.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R66, [R54+0xc00]"
+v07-d6,stage 7-9 coefficients,0x71b3e3261c00,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,327680.0,262144.0,65536.0,131072.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R56, [R44+0xa00]"
+v07-d6,stage 7-9 coefficients,0x71b3e3261c10,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,327680.0,262144.0,65536.0,131072.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R61, [R44+0xc00]"
+v07-d6,stage 7-9 coefficients,0x71b3e3267b50,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,319488.0,262144.0,57344.0,129024.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R67, [R70+0x600]"
+v07-d6,stage 7-9 coefficients,0x71b3e3267b60,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,319488.0,262144.0,57344.0,129024.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R66, [R70+0x800]"
+v07-d6,stage 7-9 coefficients,0x71b3e3267b70,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,319488.0,262144.0,57344.0,129024.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R60, [R68+0x600]"
+v07-d6,stage 7-9 coefficients,0x71b3e3267b80,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,319488.0,262144.0,57344.0,129024.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R57, [R70+0xa00]"
+v07-d6,stage 7-9 coefficients,0x71b3e3267b90,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,319488.0,262144.0,57344.0,129024.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R56, [R68+0x800]"
+v07-d6,stage 7-9 coefficients,0x71b3e3267ba0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,319488.0,262144.0,57344.0,129024.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R55, [R68+0xa00]"
+v07-d6,stage 7-9 coefficients,0x71b3e3267bb0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,319488.0,262144.0,57344.0,129024.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R59, [R70+0xc00]"
+v07-d6,stage 7-9 coefficients,0x71b3e3267bc0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,3969,319488.0,262144.0,57344.0,129024.0,65536.0,0.0,"op.apply_coefficient(coefficients[511U + tile * 128U + offset],","LDG.E.SYS R58, [R68+0xc00]"
+v07-d6,ready/trace,0x71b3e3262b10,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,4559,4096.0,4096.0,0.0,4096.0,4096.0,0.0,published = readiness.load(cuda::memory_order_acquire);,"LD.E.STRONG.GPU R32, [R34]"
+v07-d6,ready/trace,0x71b3e3262da0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,4566,150.0,150.0,0.0,150.0,150.0,0.0,"atomicMin(trace + 2, streaming_globaltimer());","ATOMG.E.MIN.64.STRONG.GPU PT, RZ, [R34], R32"
+v07-d6,external data,0x71b3e3263050,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,4577,524288.0,524288.0,0.0,131072.0,131072.0,0.0,const Word value = boundary[,"LDG.E.SYS R44, [R44]"
+v07-d6,external data,0x71b3e3263080,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,4577,524288.0,524288.0,0.0,131072.0,131072.0,0.0,const Word value = boundary[,"LDG.E.SYS R54, [R54]"
+v07-d6,external data,0x71b3e3263090,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,4577,524288.0,524288.0,0.0,131072.0,131072.0,0.0,const Word value = boundary[,"LDG.E.SYS R58, [R58]"
+v07-d6,external data,0x71b3e32630a0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,4577,524288.0,524288.0,0.0,131072.0,131072.0,0.0,const Word value = boundary[,"LDG.E.SYS R60, [R60]"
+v07-d6,ready/trace,0x71b3e325c500,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,4633,170.0,170.0,0.0,170.0,170.0,0.0,"atomicMin(trace, streaming_globaltimer());","ATOMG.E.MIN.64.STRONG.GPU PT, RZ, [R32], R34"
+v07-d6,external data,0x71b3e325c690,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,4645,1048576.0,524288.0,524288.0,1048576.0,131072.0,0.0,const Word value = input[,"LDG.E.SYS R56, [R56]"
+v07-d6,external data,0x71b3e325c6c0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,4645,1048576.0,524288.0,524288.0,1048576.0,131072.0,0.0,const Word value = input[,"LDG.E.SYS R54, [R54]"
+v07-d6,external data,0x71b3e325c6d0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,4645,1048576.0,524288.0,524288.0,1048576.0,131072.0,0.0,const Word value = input[,"LDG.E.SYS R34, [R34]"
+v07-d6,external data,0x71b3e325c6e0,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,4645,1048576.0,524288.0,524288.0,1048576.0,131072.0,0.0,const Word value = input[,"LDG.E.SYS R44, [R44]"
+v07-d6,ready/trace,0x71b3e3269280,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,4735,4096.0,4096.0,0.0,4096.0,4096.0,0.0,"readiness.fetch_add(kWriterRows, cuda::memory_order_release);","ATOM.E.ADD.STRONG.GPU PT, RZ, [R32], R35"
+v07-d6,ready/trace,0x71b3e3269520,/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu,4740,320.0,320.0,0.0,320.0,320.0,0.0,"atomicMax(trace + (consumer_role ? 3 : 1), streaming_globaltimer());","ATOMG.E.MAX.64.STRONG.GPU PT, RZ, [R4], R2"
+v07-d6,ready/trace,0x71b3e325ba20,/usr/local/cuda-11.8/targets/x86_64-linux/include/cooperative_groups/details/sync.h,81,160.0,160.0,0.0,160.0,160.0,0.0,asm volatile(atom.add.release.gpu.u32 %0,"@P0  ATOM.E.ADD.STRONG.GPU PT, R3, [R2+0x4], R5"
+v07-d6,ready/trace,0x71b3e325baa0,/usr/local/cuda-11.8/targets/x86_64-linux/include/cooperative_groups/details/sync.h,103,330.0,330.0,0.0,330.0,330.0,0.0,"while (!bar_has_flipped(oldArrive, *arrived));","LD.E.STRONG.SYS R3, [R2+0x4]"
+v07-d6,ready/trace,0x71b3e3262b80,/usr/local/cuda-11.8/targets/x86_64-linux/include/cuda/std/detail/libcxx/include/support/atomic/atomic_cuda_generated.h,918,797524.0,797524.0,0.0,797524.0,797524.0,33.0,"template<class _CUDA_A, class _CUDA_B> static inline __device__ void __cuda_load_acquire_32_device(_CUDA_A __ptr, _CUDA_B& __dst) {asm volatile(ld.acquire.gpu.b32 %0","LD.E.STRONG.GPU R32, [R32]"
diff --git a/results/ncu_v07_sector_attribution/stage_attribution.csv b/results/ncu_v07_sector_attribution/stage_attribution.csv
new file mode 100644
index 0000000..6971d03
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/stage_attribution.csv
@@ -0,0 +1,12 @@
+implementation,category,sectors_per_row,predicted_sectors,source_theoretical_sectors,source_ideal_sectors,source_excessive_sectors,model_basis
+v06,external data,192,6291456,6291456.0,4194304.0,2097152.0,same input and boundary data movement
+v06,stage 0-1 coefficients,48,1572864,,,,CTA radix-4 pair
+v06,stage 2-3 coefficients,48,1572864,,,,CTA radix-4 pair
+v06,stage 4-5 coefficients,96,3145728,,,,CTA radix-4 pair
+v06,stage 6-7 coefficients,192,6291456,,,,CTA radix-4 pair
+v06,stage 8-9 coefficients,192,6291456,,,,CTA radix-4 pair
+v07-d6,external data,192,6291456,6291456.0,4194304.0,2097152.0,same logical input and boundary data
+v07-d6,stage 0-1 coefficients,48,1572864,1572864.0,1572864.0,0.0,register-local radix-4 pair
+v07-d6,stage 2-5 coefficients,128,4194304,,,,dense lane loads and shuffles
+v07-d6,stage 6 coefficients,512,16777216,,,,four half-warp 16-byte-stride loads per tile
+v07-d6,stage 7-9 coefficients,224,7340032,7118848.0,5767168.0,1351680.0,four-warp shared-tail continuation
diff --git a/results/ncu_v07_sector_attribution/summary.csv b/results/ncu_v07_sector_attribution/summary.csv
new file mode 100644
index 0000000..a08d7d9
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/summary.csv
@@ -0,0 +1,7 @@
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+warp128_vector_radix4_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1431.424,270.1712951660156,139.17538452148438,53219997.0,8394183.0,186636.0,16384.0,32.83,62.29,71.45,,,230135611.0,,3410369906.0,,,,,24.79,9.42,18.95,28.33,1.46,106.0,41184.0,1.0,2.0,2.0,8.0
+warp128_vector_radix4_reuse3_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1487.68,276.6268615722656,169.23294067382812,51875270.0,8411237.0,138969.0,16384.0,35.55,62.42,70.38,,,240413768.0,,3508658589.0,,,,,24.7,7.89,20.21,28.08,1.41,103.0,41184.0,1.0,2.0,2.0,8.0
+warp128_vector_radix4_reuse4_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1482.304,280.6633605957031,184.54678344726562,49897680.0,8395167.0,117026.0,16384.0,36.45,62.37,69.31,,,240796815.0,,3489020970.0,,,,,24.61,6.75,20.45,29.55,1.78,105.0,41184.0,1.0,2.0,2.0,8.0
+warp128_vector_radix4_reuse5_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1393.0240000000001,275.6827087402344,158.03466796875,46689037.0,8309433.0,111072.0,16384.0,35.72,61.67,67.5,,,234245293.0,,3293350783.0,,,,,24.68,7.66,20.33,23.4,2.26,103.0,41184.0,1.0,2.0,2.0,8.0
+warp128_vector_radix4_reuse6_dual,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1345.728,276.79931640625,140.64553833007812,39449055.0,8337912.0,108838.0,16384.0,36.49,61.99,63.71,,,234662889.0,,3261228587.0,,,,,24.67,7.54,20.81,21.05,3.1,106.0,41184.0,1.0,2.0,2.0,8.0
diff --git a/results/ncu_v07_sector_attribution/v06.csv b/results/ncu_v07_sector_attribution/v06.csv
new file mode 100644
index 0000000..dad6f2b
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/v06.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2074315 (/home/wt/git/Hermes/cuNTT-v05/build-ncu-lineinfo/cuntt_bench)
+==PROF== Disconnected from process 2074315
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diff --git a/results/ncu_v07_sector_attribution/v06_source.csv b/results/ncu_v07_sector_attribution/v06_source.csv
new file mode 100644
index 0000000..247c25f
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/v06_source.csv
@@ -0,0 +1,1458 @@
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+"3143","const std::uint32_t consumer_blocks = gridDim.x - producer_blocks;","-","-","3","3","5440","163840","163840","60","60","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","3"
+"","","0x771c2d25bb40","     IMAD.MOV.U32 R10, RZ, RZ, c[0x0][0xc] ","1","1","2880","81920","81920","28","28","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","1"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x771c2d25bb60","     IADD3 R10, R10, -c[0x0][0x1a0], RZ ","2","2","2560","81920","81920","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2"
+"3144","const std::uint32_t paired_blocks = min(producer_blocks, consumer_blocks);","-","-","74","71","2560","81920","81920","32","32","0","-","-","-","0","0","0","0","0","0","0","0","74","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","71","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","74"
+"","","0x771c2d25bba0","     ISETP.LT.U32.AND P0, PT, R10, c[0x0][0x1a0], PT ","74","71","2560","81920","81920","32","32","0","-","-","-","0","0","0","0","0","0","0","0","74","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","71","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","74"
+"3147","if (blockIdx.x < 2U * paired_blocks) {","-","-","0","0","5120","163840","163840","64","64","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25bbe0","     IMAD.SHL.U32 R2, R0, 0x2, RZ ","0","0","2560","81920","81920","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25bbf0","     ISETP.GE.U32.AND P2, PT, R3, R2, PT ","0","0","2560","81920","81920","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"3148","consumer_role = (blockIdx.x & 1U) != 0;","-","-","0","0","5120","163840","142336","64","54","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25bc60","@!P2 LOP3.LUT R3, R3, 0x1, RZ, 0xc0, !PT ","0","0","2560","81920","71168","32","27","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x771c2d25bc80","@!P2 ISETP.EQ.U32.AND P1, PT, R3, 0x1, PT ","0","0","2560","81920","71168","32","27","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"3149","role_block = blockIdx.x >> 1;","-","-","0","0","2560","81920","71168","32","27","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25bc30","@!P2 SHF.R.U32.HI R11, RZ, 0x1, R3 ","0","0","2560","81920","71168","32","27","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"3151","consumer_role = consumer_blocks > producer_blocks;","-","-","0","0","2560","81920","10752","32","4","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25bc40","@P2  ISETP.GT.U32.AND P1, PT, R10, c[0x0][0x1a0], PT ","0","0","2560","81920","10752","32","4","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"3152","role_block = paired_blocks + blockIdx.x - 2U * paired_blocks;","-","-","1","0","2560","81920","10752","32","4","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1"
+"","","0x771c2d25bc00","@P2  IADD3 R11, -R2, R0, R3 ","1","0","2560","81920","10752","32","4","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1"
+"3154","const std::uint32_t role_blocks = consumer_role ? consumer_blocks : producer_blocks;","-","-","10","6","68096","2179072","81920","64","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","3","0","6","0","0","0","0","0","0","0","0","0","0","0","0","0","0","3","0","2","0","0","0","0","0","0","10"
+"","","0x771c2d25bca0","     SEL R10, R10, c[0x0][0x1a0], P1 ","0","0","2560","81920","81920","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x771c2d25bcc0","@!PT SHFL.IDX PT, RZ, RZ, RZ, RZ ","10","6","65536","2097152","0","32","0","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","3","0","6","0","0","0","0","0","0","0","0","0","0","0","0","0","0","3","0","2","0","0","0","0","0","0","10"
+"3155","const std::uint64_t total_groups = transforms * kGroupsPerTransform;","-","-","0","0","10240","327680","327680","128","128","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25bb70","     IMAD.MOV.U32 R8, RZ, RZ, c[0x0][0x180] ","0","0","2560","81920","81920","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x771c2d25bbb0","     IMAD.MOV.U32 R7, RZ, RZ, 0x8 ","0","0","2560","81920","81920","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x771c2d25bc10","     IMAD.SHL.U32 R0, R8, 0x100, RZ ","0","0","2560","81920","81920","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25bc20","     SHF.L.U64.HI R8, R8, R7, c[0x0][0x184] ","0","0","2560","81920","81920","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"3158","for (std::uint64_t group = role_block; group < total_groups; group += role_blocks) {","-","-","59","27","340480","10895360","10731520","320","286","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","9","0","0","0","0","10","5","0","0","0","24","0","0","0","0","0","0","2","0","0","0","0","0","0","0","0","0","17","59"
+"","","0x771c2d25bbc0","     PRMT R9, RZ, 0x7610, R9 ","0","0","2560","81920","81920","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
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+"","","0x771c2d25bc50","     ISETP.GT.U32.AND P0, PT, R0, R11, PT ","0","0","2560","81920","81920","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
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+"","","0x771c2d25e320","     IADD3 R11, P0, R10, R11, RZ ","18","12","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","2","0","0","0","0","4","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","4","18"
+"","","0x771c2d25e330","     IMAD.X R12, RZ, RZ, R12, P0 ","8","4","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2","0","0","0","0","2","0","0","0","0","4","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","4","8"
+"","","0x771c2d25e340","     ISETP.GE.U32.AND P0, PT, R11, R0, PT ","1","0","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1"
+"","","0x771c2d25e350","     ISETP.GE.U32.AND.EX P0, PT, R12, R8, PT, P0 ","16","3","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","6","0","0","0","0","5","3","0","0","0","2","0","0","0","0","0","0","2","0","0","0","0","0","0","0","0","0","1","16"
+"","","0x771c2d25e360","@!P0 BRA 0x771c2d25bcc0 ","16","8","65536","2097152","2015232","32","30","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","1","0","0","0","14","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","8","16"
+"3159","const std::uint64_t transform = group >> 8;","-","-","31","3","409600","12599296","12599296","388","388","0","-","-","-","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","4","1","8","0","0","0","15","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","1","31"
+"","","0x771c2d25be10","     SHF.R.U64 R2, R11, 0x8, R12 ","0","0","32768","1048576","1048576","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25be20","     IMAD.MOV.U32 R14, RZ, RZ, R4 ","0","0","32768","1048576","1048576","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25be30","     SHF.R.U32.HI R3, RZ, 0x8, R12 ","0","0","32768","1048576","1048576","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
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+"","","0x771c2d25ca50","     SHF.R.U64 R2, R11, 0x8, R12 ","3","0","32768","1048576","1048576","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","3","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","3"
+"","","0x771c2d25ca60","     IMAD.MOV.U32 R14, RZ, RZ, R4 ","0","0","32768","1048576","1048576","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
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+"","","0x771c2d25cc60","     ERRBAR","44","26","4096","4096","4096","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","44","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","26","0","0","0","0","0","0","0","0","0","44"
+"","","0x771c2d25cc70","     FLO.U32 R13, R6 ","1","0","4096","4096","4096","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1"
+"","","0x771c2d25cc80","     POPC R7, R6 ","2","0","4096","4096","4096","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2"
+"","","0x771c2d25cc90","     ISETP.EQ.U32.AND P0, PT, R13, R14, PT ","0","0","4096","4096","4096","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25cca0","@P0  ATOM.E.ADD.STRONG.GPU PT, RZ, [R2], R7 ","5","4","4096","4096","4096","1","1","0","Global","-","32","4096","0","0","0","0","4096","4096","0","0","0","0","0","3","0","0","0","0","0","0","0","0","0","0","0","2","0","0","0","0","2","0","0","0","0","0","0","0","0","0","0","0","2","5"
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+"","","0x771c2d25cbf0","     S2R R14, SR_LANEID ","0","0","4096","4096","4096","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"File Path","/usr/local/cuda-11.8/targets/x86_64-linux/include/cuda/std/detail/libcxx/include/support/atomic/cxx_atomic.h"
+"Function Name","void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int, (unsigned int)4>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, unsigned long long *, unsigned int, cuntt::<unnamed>::NttStageOperatorT<T1>)"
+"Line No","Source","Address","Source","Warp Stall Sampling (All Cycles)","Warp Stall Sampling (Not-issued Cycles)","Instructions Executed","Thread Instructions Executed","Predicated-On Thread Instructions Executed","Avg. Threads Executed","Avg. Predicated-On Threads Executed","Divergent Branches","Address Space","Access Operation","Access Size","L1 Tag Requests Global","L1 Wavefronts Shared Excessive","L1 Wavefronts Shared","L1 Wavefronts Shared Ideal","L2 Theoretical Sectors Global Excessive","L2 Theoretical Sectors Global","L2 Theoretical Sectors Global Ideal","L2 Theoretical Sectors Local","stall_barrier","stall_dispatch","stall_drain","stall_imc","stall_lg","stall_long_sb","stall_math","stall_membar","stall_mio","stall_misc","stall_no_inst","stall_not_selected","stall_selected","stall_short_sb","stall_sleep","stall_tex","stall_wait","stall_barrier (Not Issued)","stall_dispatch (Not Issued)","stall_drain (Not Issued)","stall_imc (Not Issued)","stall_lg (Not Issued)","stall_long_sb (Not Issued)","stall_math (Not Issued)","stall_membar (Not Issued)","stall_mio (Not Issued)","stall_misc (Not Issued)","stall_no_inst (Not Issued)","stall_not_selected (Not Issued)","stall_selected (Not Issued)","stall_short_sb (Not Issued)","stall_sleeping (Not Issued)","stall_tex (Not Issued)","stall_wait (Not Issued)","smsp__pcsamp_sample_count"
+"94","__cxx_atomic_ref_base_impl(_Tp& value) _NOEXCEPT : __a_value(&value) {}","-","-","9","2","98304","98304","98304","10","10","0","Local(2)","Store(2)","64(2)","0","0","0","0","0","0","0","16384","0","0","0","0","1","0","0","0","2","0","0","1","0","0","0","0","4","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","1","9"
+"","","0x771c2d25cc30","     STL.64 [R1+0x8], R2 ","5","0","4096","4096","4096","1","1","0","Local","Store","64","0","0","0","0","0","0","0","8192","0","0","0","0","1","0","0","0","1","0","0","1","0","0","0","0","2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","5"
+"","","0x771c2d25cc40","     MEMBAR.ALL.GPU ","0","0","4096","4096","4096","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
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+"","","0x771c2d25ceb0","     IMAD.MOV.U32 R2, RZ, RZ, c[0x0][0x18] ","0","0","4096","4096","4096","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25cec0","     IMAD.MOV.U32 R3, RZ, RZ, c[0x0][0x1c] ","0","0","4096","4096","4096","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x771c2d25cee0","     IMAD.MOV.U32 R6, RZ, RZ, c[0x0][0x18] ","0","0","4096","4096","4096","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25cef0","     IMAD.MOV.U32 R7, RZ, RZ, c[0x0][0x1c] ","0","0","4096","4096","4096","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25cf00","     STL.64 [R1], R2 ","1","1","4096","4096","4096","1","1","0","Local","Store","64","0","0","0","0","0","0","0","8192","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","1"
+"","","0x771c2d25cf10","     MEMBAR.ALL.CTA ","0","0","4096","4096","4096","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
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+"","","0x771c2d25cf80","     IMAD.MOV.U32 R6, RZ, RZ, c[0x0][0x18] ","2","1","32768","32768","32768","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","2"
+"","","0x771c2d25cf90","     IMAD.MOV.U32 R7, RZ, RZ, c[0x0][0x1c] ","1","0","32768","32768","32768","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1"
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+"Function Name","void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int, (unsigned int)4>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, unsigned long long *, unsigned int, cuntt::<unnamed>::NttStageOperatorT<T1>)"
+"Line No","Source","Address","Source","Warp Stall Sampling (All Cycles)","Warp Stall Sampling (Not-issued Cycles)","Instructions Executed","Thread Instructions Executed","Predicated-On Thread Instructions Executed","Avg. Threads Executed","Avg. Predicated-On Threads Executed","Divergent Branches","Address Space","Access Operation","Access Size","L1 Tag Requests Global","L1 Wavefronts Shared Excessive","L1 Wavefronts Shared","L1 Wavefronts Shared Ideal","L2 Theoretical Sectors Global Excessive","L2 Theoretical Sectors Global","L2 Theoretical Sectors Global Ideal","L2 Theoretical Sectors Local","stall_barrier","stall_dispatch","stall_drain","stall_imc","stall_lg","stall_long_sb","stall_math","stall_membar","stall_mio","stall_misc","stall_no_inst","stall_not_selected","stall_selected","stall_short_sb","stall_sleep","stall_tex","stall_wait","stall_barrier (Not Issued)","stall_dispatch (Not Issued)","stall_drain (Not Issued)","stall_imc (Not Issued)","stall_lg (Not Issued)","stall_long_sb (Not Issued)","stall_math (Not Issued)","stall_membar (Not Issued)","stall_mio (Not Issued)","stall_misc (Not Issued)","stall_no_inst (Not Issued)","stall_not_selected (Not Issued)","stall_selected (Not Issued)","stall_short_sb (Not Issued)","stall_sleeping (Not Issued)","stall_tex (Not Issued)","stall_wait (Not Issued)","smsp__pcsamp_sample_count"
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+"","","0x771c2d25d100","     MOV R2, 0x1c20 ","6","4","57622","921952","921952","16","16","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","6","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","4","6"
+"","","0x771c2d25d110","     CALL.REL.NOINC 0x771c2d25e410 ","7","1","57622","921952","921952","16","16","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","4","0","0","0","0","3","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","7"
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+"","","0x771c2d25d140","     NOP ","0","0","32768","1048576","1048576","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25d150","     ISETP.NE.OR P0, PT, R4, RZ, P0 ","8","1","32768","1048576","1048576","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","3","0","0","0","0","4","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","8"
+"","","0x771c2d25d160","     BSSY B1, 0x771c2d25d1f0 ","1","0","32768","1048576","1048576","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1"
+"File Path","/usr/local/cuda-11.8/targets/x86_64-linux/include/sm_32_atomic_functions.hpp"
+"Function Name","void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int, (unsigned int)4>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, unsigned long long *, unsigned int, cuntt::<unnamed>::NttStageOperatorT<T1>)"
+"Line No","Source","Address","Source","Warp Stall Sampling (All Cycles)","Warp Stall Sampling (Not-issued Cycles)","Instructions Executed","Thread Instructions Executed","Predicated-On Thread Instructions Executed","Avg. Threads Executed","Avg. Predicated-On Threads Executed","Divergent Branches","Address Space","Access Operation","Access Size","L1 Tag Requests Global","L1 Wavefronts Shared Excessive","L1 Wavefronts Shared","L1 Wavefronts Shared Ideal","L2 Theoretical Sectors Global Excessive","L2 Theoretical Sectors Global","L2 Theoretical Sectors Global Ideal","L2 Theoretical Sectors Local","stall_barrier","stall_dispatch","stall_drain","stall_imc","stall_lg","stall_long_sb","stall_math","stall_membar","stall_mio","stall_misc","stall_no_inst","stall_not_selected","stall_selected","stall_short_sb","stall_sleep","stall_tex","stall_wait","stall_barrier (Not Issued)","stall_dispatch (Not Issued)","stall_drain (Not Issued)","stall_imc (Not Issued)","stall_lg (Not Issued)","stall_long_sb (Not Issued)","stall_math (Not Issued)","stall_membar (Not Issued)","stall_mio (Not Issued)","stall_misc (Not Issued)","stall_no_inst (Not Issued)","stall_not_selected (Not Issued)","stall_selected (Not Issued)","stall_short_sb (Not Issued)","stall_sleeping (Not Issued)","stall_tex (Not Issued)","stall_wait (Not Issued)","smsp__pcsamp_sample_count"
+"104","return __ullAtomicMin(address, val);","-","-","26","13","198347","6292875","6292875","199","199","0","Global(2)","-","64(2)","320","0","0","0","0","320","320","0","0","0","0","0","0","0","0","0","0","0","5","2","3","0","0","0","3","0","0","0","0","0","0","0","0","0","0","3","0","0","0","0","0","1","26"
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+"","","0x771c2d25bd90","     IMAD.MOV.U32 R3, RZ, RZ, c[0x0][0x19c] ","0","0","181","181","181","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25bda0","     ATOMG.E.MIN.64.STRONG.GPU PT, RZ, [R2], R6 ","0","0","181","181","181","1","1","0","Global","-","64","181","0","0","0","0","181","181","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x771c2d25bdb0","     IMAD.MOV.U32 R9, RZ, RZ, 0x1 ","0","0","181","181","181","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
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+"","","0x771c2d25bdd0","     ISETP.GT.U32.AND P0, PT, R4, 0xfff, PT ","8","2","32768","1048576","1048576","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2","0","0","0","2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","8"
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+"","","0x771c2d25d1d0","     IMAD.MOV.U32 R9, RZ, RZ, 0x1 ","0","0","139","139","139","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
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+"","","0x771c2d25d1f0","     ISETP.GT.U32.AND P0, PT, R4, 0xfff, PT ","6","4","32768","1048576","1048576","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","6"
+"109","return __ullAtomicMax(address, val);","-","-","1","1","320","320","320","1","1","0","Global","-","64","320","0","0","0","0","320","320","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","1"
+"","","0x771c2d25e3f0","     ATOMG.E.MAX.64.STRONG.GPU PT, RZ, [R4], R2 ","1","1","320","320","320","1","1","0","Global","-","64","320","0","0","0","0","320","320","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","1"
diff --git a/results/ncu_v07_sector_attribution/v06_source_collect.log b/results/ncu_v07_sector_attribution/v06_source_collect.log
new file mode 100644
index 0000000..9a18404
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/v06_source_collect.log
@@ -0,0 +1,5 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2074871 (/home/wt/git/Hermes/cuNTT-v05/build-ncu-lineinfo/cuntt_bench)
+==PROF== Profiling "hierarchical_streaming_10x10_..." - 0 (1/1): 0%....50%....100% - 6 passes
+==PROF== Disconnected from process 2074871
+==PROF== Report: /home/wt/git/Hermes/cuNTT-v05/results/ncu_v07_sector_attribution/v06_source.ncu-rep
diff --git a/results/ncu_v07_sector_attribution/v07_d6_source.csv b/results/ncu_v07_sector_attribution/v07_d6_source.csv
new file mode 100644
index 0000000..dd1bbfb
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/v07_d6_source.csv
@@ -0,0 +1,7335 @@
+"File Path","/home/wt/git/Hermes/cuNTT-v05/src/hybrid_dataflow.cuh"
+"Function Name","void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int, (unsigned int)2, (bool)1, (bool)1, (unsigned int)4, (unsigned int)7, (unsigned int)6, (bool)1>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, unsigned long long *, unsigned int, unsigned int, unsigned int, cuntt::<unnamed>::NttStageOperatorT<T1>)"
+"Line No","Source","Address","Source","Warp Stall Sampling (All Cycles)","Warp Stall Sampling (Not-issued Cycles)","Instructions Executed","Thread Instructions Executed","Predicated-On Thread Instructions Executed","Avg. Threads Executed","Avg. Predicated-On Threads Executed","Divergent Branches","Address Space","Access Operation","Access Size","L1 Tag Requests Global","L1 Wavefronts Shared Excessive","L1 Wavefronts Shared","L1 Wavefronts Shared Ideal","L2 Theoretical Sectors Global Excessive","L2 Theoretical Sectors Global","L2 Theoretical Sectors Global Ideal","L2 Theoretical Sectors Local","stall_barrier","stall_dispatch","stall_drain","stall_imc","stall_lg","stall_long_sb","stall_math","stall_membar","stall_mio","stall_misc","stall_no_inst","stall_not_selected","stall_selected","stall_short_sb","stall_sleep","stall_tex","stall_wait","stall_barrier (Not Issued)","stall_dispatch (Not Issued)","stall_drain (Not Issued)","stall_imc (Not Issued)","stall_lg (Not Issued)","stall_long_sb (Not Issued)","stall_math (Not Issued)","stall_membar (Not Issued)","stall_mio (Not Issued)","stall_misc (Not Issued)","stall_no_inst (Not Issued)","stall_not_selected (Not Issued)","stall_selected (Not Issued)","stall_short_sb (Not Issued)","stall_sleeping (Not Issued)","stall_tex (Not Issued)","stall_wait (Not Issued)","smsp__pcsamp_sample_count"
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+"File Path","/home/wt/git/Hermes/cuNTT-v05/src/ntt.cu"
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+"Line No","Source","Address","Source","Warp Stall Sampling (All Cycles)","Warp Stall Sampling (Not-issued Cycles)","Instructions Executed","Thread Instructions Executed","Predicated-On Thread Instructions Executed","Avg. Threads Executed","Avg. Predicated-On Threads Executed","Divergent Branches","Address Space","Access Operation","Access Size","L1 Tag Requests Global","L1 Wavefronts Shared Excessive","L1 Wavefronts Shared","L1 Wavefronts Shared Ideal","L2 Theoretical Sectors Global Excessive","L2 Theoretical Sectors Global","L2 Theoretical Sectors Global Ideal","L2 Theoretical Sectors Local","stall_barrier","stall_dispatch","stall_drain","stall_imc","stall_lg","stall_long_sb","stall_math","stall_membar","stall_mio","stall_misc","stall_no_inst","stall_not_selected","stall_selected","stall_short_sb","stall_sleep","stall_tex","stall_wait","stall_barrier (Not Issued)","stall_dispatch (Not Issued)","stall_drain (Not Issued)","stall_imc (Not Issued)","stall_lg (Not Issued)","stall_long_sb (Not Issued)","stall_math (Not Issued)","stall_membar (Not Issued)","stall_mio (Not Issued)","stall_misc (Not Issued)","stall_no_inst (Not Issued)","stall_not_selected (Not Issued)","stall_selected (Not Issued)","stall_short_sb (Not Issued)","stall_sleeping (Not Issued)","stall_tex (Not Issued)","stall_wait (Not Issued)","smsp__pcsamp_sample_count"
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+"","","0x71b3e3261420","     SEL R56, R44, R67, P0 ","51","23","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","6","0","0","0","0","0","0","45","0","0","0","0","0","0","0","0","0","3","0","0","0","0","0","0","20","0","0","0","51"
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+"","","0x71b3e32615e0","     SEL R32, R78, R55, P5 ","45","24","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","3","0","0","0","0","3","4","35","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","23","0","0","0","45"
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+"","","0x71b3e32617a0","     SEL R33, R74, R33, P5 ","53","20","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","3","0","0","0","0","2","3","45","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","19","0","0","0","53"
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+"","","0x71b3e3261960","     SEL R34, R54, R57, P5 ","55","31","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","1","0","0","0","0","1","0","0","0","0","2","0","51","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","31","0","0","0","55"
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+"","","0x71b3e3264070","     P2R R61, PR, RZ, 0x10 ","3","2","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","2","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","1","3"
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+"","","0x71b3e3264840","     SEL R90, R90, R33, !P2 ","24","9","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","2","0","0","0","0","3","0","0","1","0","3","1","14","0","0","0","0","0","0","0","0","0","1","0","0","1","0","0","0","7","0","0","0","24"
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+"","","0x71b3e32649c0","     SEL R91, R91, R32, !P2 ","16","4","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","1","0","0","0","0","2","0","0","0","0","2","1","10","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","3","0","0","0","16"
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+"","","0x71b3e3264b30","     SEL R92, R92, R33, !P2 ","35","17","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","1","0","3","2","28","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","16","0","0","0","35"
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+"","","0x71b3e3264cf0","     SEL R88, R88, R89, !P2 ","26","9","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2","0","0","1","0","3","2","18","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","8","0","0","0","26"
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+"","","0x71b3e3264e60","     SEL R90, R90, R33, !P4 ","47","27","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","4","0","0","0","0","5","2","36","0","0","0","0","0","0","0","0","0","2","0","0","0","0","0","0","25","0","0","0","47"
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+"","","0x71b3e32652b0","     SEL R91, R91, R94, !P4 ","5","0","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","5","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","5"
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+"","","0x71b3e3265390","     SEL R34, R92, R87, !P4 ","2","0","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2"
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+"","","0x71b3e3265440","     SEL R88, R88, R85, !P4 ","66","31","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","3","3","58","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","31","0","0","0","66"
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+"","","0x71b3e3265800","     SEL R32, R90, R33, !P5 ","14","6","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","9","0","4","0","0","0","0","0","0","0","0","0","0","0","0","0","0","6","0","0","0","0","0","0","14"
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+"","","0x71b3e3265820","     SEL R33, R91, R94, !P5 ","5","1","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","4","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","5"
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+"","","0x71b3e3265840","     SEL R34, R34, R95, !P5 ","8","0","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","8","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","8"
+"","","0x71b3e3265850","     SEL R35, R88, R35, !P5 ","14","2","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","3","0","0","0","0","4","4","0","0","0","3","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","1","14"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x71b3e3265e10","     SEL R35, R89, R88, !P6 ","5","4","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","4","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","4","0","0","0","5"
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+"","","0x71b3e3265fa0","     SEL R84, R90, R33, !P6 ","49","26","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","1","0","0","0","0","2","0","0","2","0","1","2","41","0","0","0","0","1","0","0","0","0","1","0","0","2","0","0","0","22","0","0","0","49"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x71b3e3266150","     SEL R85, R85, R86, !P6 ","27","11","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","3","2","21","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","11","0","0","0","27"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x71b3e32662f0","     SEL R34, R34, R33, !P1 ","34","15","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2","0","0","1","0","3","1","27","0","0","0","0","0","0","0","0","0","2","0","0","0","0","0","0","13","0","0","0","34"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x71b3e3266470","     SEL R86, R35, R86, !P1 ","41","16","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","3","0","0","0","0","0","5","33","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","16","0","0","0","41"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x71b3e3266610","     SEL R84, R84, R33, !P1 ","67","34","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","3","0","0","0","0","0","2","62","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","33","0","0","0","67"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x71b3e32667a0","     SEL R85, R85, R32, !P1 ","32","11","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","1","0","0","0","0","4","0","0","1","0","0","4","22","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","11","0","0","0","32"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x71b3e3266990","     SEL R90, R34, R87, !P1 ","4","0","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","3","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","4"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
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+"","","0x71b3e3269380","     SEL R33, R81, c[0x0][0x1a0], P0 ","7","3","32768","1048576","1048576","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","1","0","1","0","0","0","4","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","2","7"
+"4524","const std::uint32_t warp = threadIdx.x >> 5;","-","-","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bbd0","     SHF.R.U32.HI R7, RZ, 0x5, R64 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"4525","const std::uint32_t lane = threadIdx.x & 31U;","-","-","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bc60","     LOP3.LUT R2, R64, 0x1f, RZ, 0xc0, !PT ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"4526","const std::uint32_t warp_group = warp >> 2;","-","-","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bbf0","     SHF.R.U32.HI R62, RZ, 0x7, R64 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"4527","const std::uint32_t quarter = warp & 3U;","-","-","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bc00","     LOP3.LUT R7, R7, 0x3, RZ, 0xc0, !PT ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"4528","const std::uint32_t data_time =","-","-","0","0","3840","122880","122880","96","96","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bc90","     IMAD.MOV.U32 R0, RZ, RZ, c[0x0][0x1a8] ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bca0","     SEL R0, R0, c[0x0][0x1a4], P1 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bcb0","     P2R R77, PR, RZ, 0x2 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"4530","const std::uint64_t transform_packets =","-","-","0","0","33280","1064960","983040","832","768","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bcc0","     IADD3 R4, P1, R0, c[0x0][0x180], RZ ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bcd0","     IADD3 R14, P2, R4, -0x1, RZ ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bce0","     IMAD.X R4, RZ, RZ, c[0x0][0x184], P1 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bcf0","     IADD3.X R16, R4, -0x1, RZ, P2, !PT ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bd00","     ISETP.NE.U32.AND P1, PT, R16, RZ, PT ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bd10","@!P1 BRA 0x71b3e325bd50 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bd20","     MOV R12, 0x840 ","0","0","0","0","0","0","0","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bd30","     CALL.REL.NOINC 0x71b3e326d540 ","0","0","0","0","0","0","0","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bd40","     BRA 0x71b3e325be90 ","0","0","0","0","0","0","0","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bd50","     I2F.U32 R3, R0 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bd60","     IMAD.MOV R9, RZ, RZ, -R0 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bd70","     ISETP.NE.U32.AND P2, PT, R0, RZ, PT ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bd80","     IMAD.MOV.U32 R4, RZ, RZ, RZ ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bd90","     IMAD.MOV.U32 R83, RZ, RZ, RZ ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bda0","     MUFU.RCP R3, R3 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bdb0","     IADD3 R6, R3, 0xffffffe, RZ ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bdc0","     F2I.FTZ.U32.TRUNC.NTZ R5, R6 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bdd0","     IMAD R9, R9, R5, RZ ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bde0","     IMAD.WIDE.U32 R4, R5, R9, R4 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bdf0","     IMAD.WIDE.U32 R4, R5, R14, RZ ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325be00","     IMAD.MOV R3, RZ, RZ, -R5 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325be10","     IMAD R3, R0, R3, R14 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325be20","     ISETP.GE.U32.AND P0, PT, R3, R0, PT ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325be30","@P0  IADD3 R3, -R0, R3, RZ ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325be40","@P0  IADD3 R5, R5, 0x1, RZ ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325be50","     ISETP.GE.U32.AND P1, PT, R3, R0, PT ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325be60","@P1  IADD3 R5, R5, 0x1, RZ ","0","0","1280","40960","0","32","0","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325be70","@!P2 LOP3.LUT R5, RZ, R0, RZ, 0x33, !PT ","0","0","1280","40960","0","32","0","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325be80","     IMAD.MOV.U32 R82, RZ, RZ, R5 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"4533","const std::uint64_t tasks = transform_packets * row_packets;","-","-","4","0","69376","2220032","2220032","160","160","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","4","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","4"
+"","","0x71b3e325bea0","     SHF.L.U64.HI R5, R82, 0x8, R83 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325beb0","     IMAD.SHL.U32 R3, R82, 0x100, RZ ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325bec0","     BMOV.32.CLEAR RZ, B1 ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x71b3e3269360","     IMAD.SHL.U32 R35, R82, 0x100, RZ ","2","0","32768","1048576","1048576","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x71b3e32693a0","     SHF.L.U64.HI R33, R82, 0x8, R83 ","2","0","32768","1048576","1048576","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2"
+"4534","const std::uint64_t group_task =","-","-","0","0","3840","122880","122880","96","96","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e325be90","     IMAD.MOV.U32 R63, RZ, RZ, RZ ","0","0","1280","40960","40960","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
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+"","","0x71b3e3269280","     ATOM.E.ADD.STRONG.GPU PT, RZ, [R32], R35 ","5","5","4096","4096","4096","1","1","0","Global","-","32","4096","0","0","0","0","4096","4096","0","0","0","0","0","3","0","0","0","1","0","0","0","0","0","0","0","1","0","0","0","0","3","0","0","0","1","0","0","0","0","0","0","0","1","5"
+"","","0x71b3e3269290","     BSYNC B2 ","9","4","36864","1048576","1048576","28","28","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","6","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2","0","0","0","0","0","0","9"
+"File Path","/usr/local/cuda-11.8/targets/x86_64-linux/include/cuda/std/detail/libcxx/include/support/atomic/atomic_cuda.h"
+"Function Name","void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int, (unsigned int)2, (bool)1, (bool)1, (unsigned int)4, (unsigned int)7, (unsigned int)6, (bool)1>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, unsigned long long *, unsigned int, unsigned int, unsigned int, cuntt::<unnamed>::NttStageOperatorT<T1>)"
+"Line No","Source","Address","Source","Warp Stall Sampling (All Cycles)","Warp Stall Sampling (Not-issued Cycles)","Instructions Executed","Thread Instructions Executed","Predicated-On Thread Instructions Executed","Avg. Threads Executed","Avg. Predicated-On Threads Executed","Divergent Branches","Address Space","Access Operation","Access Size","L1 Tag Requests Global","L1 Wavefronts Shared Excessive","L1 Wavefronts Shared","L1 Wavefronts Shared Ideal","L2 Theoretical Sectors Global Excessive","L2 Theoretical Sectors Global","L2 Theoretical Sectors Global Ideal","L2 Theoretical Sectors Local","stall_barrier","stall_dispatch","stall_drain","stall_imc","stall_lg","stall_long_sb","stall_math","stall_membar","stall_mio","stall_misc","stall_no_inst","stall_not_selected","stall_selected","stall_short_sb","stall_sleep","stall_tex","stall_wait","stall_barrier (Not Issued)","stall_dispatch (Not Issued)","stall_drain (Not Issued)","stall_imc (Not Issued)","stall_lg (Not Issued)","stall_long_sb (Not Issued)","stall_math (Not Issued)","stall_membar (Not Issued)","stall_mio (Not Issued)","stall_misc (Not Issued)","stall_no_inst (Not Issued)","stall_not_selected (Not Issued)","stall_selected (Not Issued)","stall_short_sb (Not Issued)","stall_sleeping (Not Issued)","stall_tex (Not Issued)","stall_wait (Not Issued)","smsp__pcsamp_sample_count"
+"115","__cxx_atomic_base_heterogeneous_impl(_Tp& __value) : __a_value(__value) {","-","-","28","23","12288","12288","12288","3","3","0","Local(2)","Store(2)","64(2)","0","0","0","0","0","0","0","16384","0","0","0","0","21","0","0","0","3","0","0","2","0","0","0","0","2","0","0","0","0","20","0","0","0","3","0","0","0","0","0","0","0","0","28"
+"","","0x71b3e3262b00","     STL.64 [R1], R34 ","6","5","4096","4096","4096","1","1","0","Local","Store","64","0","0","0","0","0","0","0","8192","0","0","0","0","4","0","0","0","1","0","0","0","0","0","0","0","1","0","0","0","0","4","0","0","0","1","0","0","0","0","0","0","0","0","6"
+"","","...","...","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-","-"
+"","","0x71b3e3269240","     STL.64 [R1+0x8], R32 ","14","10","4096","4096","4096","1","1","0","Local","Store","64","0","0","0","0","0","0","0","8192","0","0","0","0","11","0","0","0","0","0","0","2","0","0","0","0","1","0","0","0","0","10","0","0","0","0","0","0","0","0","0","0","0","0","14"
+"","","0x71b3e3269250","     MEMBAR.ALL.GPU ","8","8","4096","4096","4096","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","6","0","0","0","2","0","0","0","0","0","0","0","0","0","0","0","0","6","0","0","0","2","0","0","0","0","0","0","0","0","8"
+"142","return __cxx_get_underlying_atomic(&__a->__a_value);","-","-","471","436","797524","797524","797524","1","1","0","Local","Load","64","0","0","0","0","0","0","0","1595048","0","0","0","0","2","0","0","0","0","0","0","0","0","0","469","0","0","0","0","0","0","2","0","0","0","0","0","0","0","0","0","434","0","0","471"
+"","","0x71b3e3262b70","     LDL.64 R32, [R1] ","471","436","797524","797524","797524","1","1","0","Local","Load","64","0","0","0","0","0","0","0","1595048","0","0","0","0","2","0","0","0","0","0","0","0","0","0","469","0","0","0","0","0","0","2","0","0","0","0","0","0","0","0","0","434","0","0","471"
+"195","NV_DISPATCH_TARGET(","-","-","473","438","801620","801620","801620","2","2","0","Global,Local","Load(2)","32,64","4096","0","0","0","0","4096","4096","1595048","0","0","0","0","3","0","0","0","1","0","0","0","0","0","469","0","0","0","0","0","0","3","0","0","0","1","0","0","0","0","0","434","0","0","473"
+"","","0x71b3e3262b10","     LD.E.STRONG.GPU R32, [R34] ","2","2","4096","4096","4096","1","1","0","Global","Load","32","4096","0","0","0","0","4096","4096","0","0","0","0","0","1","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","1","0","0","0","0","0","0","0","0","2"
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+"258","NV_DISPATCH_TARGET(","-","-","131","103","49152","1060864","1060864","31","31","0","Global","-","32","4096","0","0","0","0","4096","4096","0","0","0","0","0","3","0","0","116","1","0","6","0","1","0","0","0","1","0","0","0","0","3","0","0","94","1","0","2","0","0","0","0","0","1","131"
+"","","0x71b3e3269260","     IMAD.MOV.U32 R35, RZ, RZ, 0x4 ","1","0","4096","4096","4096","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1"
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+"","","0x71b3e3269290","     BSYNC B2 ","9","4","36864","1048576","1048576","28","28","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","6","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2","0","0","0","0","0","0","9"
+"File Path","/usr/local/cuda-11.8/targets/x86_64-linux/include/cuda/std/detail/libcxx/include/support/atomic/atomic_cuda_derived.h"
+"Function Name","void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int, (unsigned int)2, (bool)1, (bool)1, (unsigned int)4, (unsigned int)7, (unsigned int)6, (bool)1>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, unsigned long long *, unsigned int, unsigned int, unsigned int, cuntt::<unnamed>::NttStageOperatorT<T1>)"
+"Line No","Source","Address","Source","Warp Stall Sampling (All Cycles)","Warp Stall Sampling (Not-issued Cycles)","Instructions Executed","Thread Instructions Executed","Predicated-On Thread Instructions Executed","Avg. Threads Executed","Avg. Predicated-On Threads Executed","Divergent Branches","Address Space","Access Operation","Access Size","L1 Tag Requests Global","L1 Wavefronts Shared Excessive","L1 Wavefronts Shared","L1 Wavefronts Shared Ideal","L2 Theoretical Sectors Global Excessive","L2 Theoretical Sectors Global","L2 Theoretical Sectors Global Ideal","L2 Theoretical Sectors Local","stall_barrier","stall_dispatch","stall_drain","stall_imc","stall_lg","stall_long_sb","stall_math","stall_membar","stall_mio","stall_misc","stall_no_inst","stall_not_selected","stall_selected","stall_short_sb","stall_sleep","stall_tex","stall_wait","stall_barrier (Not Issued)","stall_dispatch (Not Issued)","stall_drain (Not Issued)","stall_imc (Not Issued)","stall_lg (Not Issued)","stall_long_sb (Not Issued)","stall_math (Not Issued)","stall_membar (Not Issued)","stall_mio (Not Issued)","stall_misc (Not Issued)","stall_no_inst (Not Issued)","stall_not_selected (Not Issued)","stall_selected (Not Issued)","stall_short_sb (Not Issued)","stall_sleeping (Not Issued)","stall_tex (Not Issued)","stall_wait (Not Issued)","smsp__pcsamp_sample_count"
+"119","__atomic_load_cuda(__ptr, &__ret, __memorder, __s);","-","-","2","2","4096","4096","4096","1","1","0","Global","Load","32","4096","0","0","0","0","4096","4096","0","0","0","0","0","1","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","1","0","0","0","0","0","0","0","0","2"
+"","","0x71b3e3262b10","     LD.E.STRONG.GPU R32, [R34] ","2","2","4096","4096","4096","1","1","0","Global","Load","32","4096","0","0","0","0","4096","4096","0","0","0","0","0","1","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","1","0","0","0","0","0","0","0","0","2"
+"File Path","/usr/local/cuda-11.8/targets/x86_64-linux/include/cuda/std/detail/libcxx/include/support/atomic/atomic_cuda_generated.h"
+"Function Name","void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int, (unsigned int)2, (bool)1, (bool)1, (unsigned int)4, (unsigned int)7, (unsigned int)6, (bool)1>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, unsigned long long *, unsigned int, unsigned int, unsigned int, cuntt::<unnamed>::NttStageOperatorT<T1>)"
+"Line No","Source","Address","Source","Warp Stall Sampling (All Cycles)","Warp Stall Sampling (Not-issued Cycles)","Instructions Executed","Thread Instructions Executed","Predicated-On Thread Instructions Executed","Avg. Threads Executed","Avg. Predicated-On Threads Executed","Divergent Branches","Address Space","Access Operation","Access Size","L1 Tag Requests Global","L1 Wavefronts Shared Excessive","L1 Wavefronts Shared","L1 Wavefronts Shared Ideal","L2 Theoretical Sectors Global Excessive","L2 Theoretical Sectors Global","L2 Theoretical Sectors Global Ideal","L2 Theoretical Sectors Local","stall_barrier","stall_dispatch","stall_drain","stall_imc","stall_lg","stall_long_sb","stall_math","stall_membar","stall_mio","stall_misc","stall_no_inst","stall_not_selected","stall_selected","stall_short_sb","stall_sleep","stall_tex","stall_wait","stall_barrier (Not Issued)","stall_dispatch (Not Issued)","stall_drain (Not Issued)","stall_imc (Not Issued)","stall_lg (Not Issued)","stall_long_sb (Not Issued)","stall_math (Not Issued)","stall_membar (Not Issued)","stall_mio (Not Issued)","stall_misc (Not Issued)","stall_no_inst (Not Issued)","stall_not_selected (Not Issued)","stall_selected (Not Issued)","stall_short_sb (Not Issued)","stall_sleeping (Not Issued)","stall_tex (Not Issued)","stall_wait (Not Issued)","smsp__pcsamp_sample_count"
+"918","template<class _CUDA_A, class _CUDA_B> static inline __device__ void __cuda_load_acquire_32_device(_CUDA_A __ptr, _CUDA_B& __dst) {asm volatile("ld.acquire.gpu.b32 %0,[%1];" : "=r"(__dst) : "l"(__ptr) : "memory"); }","-","-","52","45","801620","801620","801620","2","2","0","Global(2)","Load(2)","32(2)","801620","0","0","0","0","801620","801620","0","0","0","0","0","4","36","0","0","1","0","0","0","2","0","0","0","7","0","0","0","0","4","33","0","0","1","0","0","0","0","0","0","0","6","52"
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+"924","NV_DISPATCH_TARGET(","-","-","2","2","4096","4096","4096","1","1","0","Global","Load","32","4096","0","0","0","0","4096","4096","0","0","0","0","0","1","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","1","0","0","0","0","0","0","0","0","2"
+"","","0x71b3e3262b10","     LD.E.STRONG.GPU R32, [R34] ","2","2","4096","4096","4096","1","1","0","Global","Load","32","4096","0","0","0","0","4096","4096","0","0","0","0","0","1","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","1","0","0","0","0","0","0","0","0","2"
+"1103","template<class _CUDA_A, class _CUDA_B, class _CUDA_C> static inline __device__ void __cuda_fetch_add_release_32_device(_CUDA_A __ptr, _CUDA_B& __dst, _CUDA_C __op) { asm volatile("atom.add.release.gpu.u32 %0,[%1],%2;" : "=r"(__dst) : "l"(__ptr),"r"(__op) : "memory"); }","-","-","131","103","49152","1060864","1060864","31","31","0","Global","-","32","4096","0","0","0","0","4096","4096","0","0","0","0","0","3","0","0","116","1","0","6","0","1","0","0","0","1","0","0","0","0","3","0","0","94","1","0","2","0","0","0","0","0","1","131"
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+"","","0x71b3e3269280","     ATOM.E.ADD.STRONG.GPU PT, RZ, [R32], R35 ","5","5","4096","4096","4096","1","1","0","Global","-","32","4096","0","0","0","0","4096","4096","0","0","0","0","0","3","0","0","0","1","0","0","0","0","0","0","0","1","0","0","0","0","3","0","0","0","1","0","0","0","0","0","0","0","1","5"
+"","","0x71b3e3269290","     BSYNC B2 ","9","4","36864","1048576","1048576","28","28","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","6","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2","0","0","0","0","0","0","9"
+"File Path","/usr/local/cuda-11.8/targets/x86_64-linux/include/cuda/std/detail/libcxx/include/support/atomic/cxx_atomic.h"
+"Function Name","void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int, (unsigned int)2, (bool)1, (bool)1, (unsigned int)4, (unsigned int)7, (unsigned int)6, (bool)1>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, unsigned long long *, unsigned int, unsigned int, unsigned int, cuntt::<unnamed>::NttStageOperatorT<T1>)"
+"Line No","Source","Address","Source","Warp Stall Sampling (All Cycles)","Warp Stall Sampling (Not-issued Cycles)","Instructions Executed","Thread Instructions Executed","Predicated-On Thread Instructions Executed","Avg. Threads Executed","Avg. Predicated-On Threads Executed","Divergent Branches","Address Space","Access Operation","Access Size","L1 Tag Requests Global","L1 Wavefronts Shared Excessive","L1 Wavefronts Shared","L1 Wavefronts Shared Ideal","L2 Theoretical Sectors Global Excessive","L2 Theoretical Sectors Global","L2 Theoretical Sectors Global Ideal","L2 Theoretical Sectors Local","stall_barrier","stall_dispatch","stall_drain","stall_imc","stall_lg","stall_long_sb","stall_math","stall_membar","stall_mio","stall_misc","stall_no_inst","stall_not_selected","stall_selected","stall_short_sb","stall_sleep","stall_tex","stall_wait","stall_barrier (Not Issued)","stall_dispatch (Not Issued)","stall_drain (Not Issued)","stall_imc (Not Issued)","stall_lg (Not Issued)","stall_long_sb (Not Issued)","stall_math (Not Issued)","stall_membar (Not Issued)","stall_mio (Not Issued)","stall_misc (Not Issued)","stall_no_inst (Not Issued)","stall_not_selected (Not Issued)","stall_selected (Not Issued)","stall_short_sb (Not Issued)","stall_sleeping (Not Issued)","stall_tex (Not Issued)","stall_wait (Not Issued)","smsp__pcsamp_sample_count"
+"94","__cxx_atomic_ref_base_impl(_Tp& value) _NOEXCEPT : __a_value(&value) {}","-","-","28","23","12288","12288","12288","3","3","0","Local(2)","Store(2)","64(2)","0","0","0","0","0","0","0","16384","0","0","0","0","21","0","0","0","3","0","0","2","0","0","0","0","2","0","0","0","0","20","0","0","0","3","0","0","0","0","0","0","0","0","28"
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+"117","return __a->__a_value;","-","-","471","436","797524","797524","797524","1","1","0","Local","Load","64","0","0","0","0","0","0","0","1595048","0","0","0","0","2","0","0","0","0","0","0","0","0","0","469","0","0","0","0","0","0","2","0","0","0","0","0","0","0","0","0","434","0","0","471"
+"","","0x71b3e3262b70","     LDL.64 R32, [R1] ","471","436","797524","797524","797524","1","1","0","Local","Load","64","0","0","0","0","0","0","0","1595048","0","0","0","0","2","0","0","0","0","0","0","0","0","0","469","0","0","0","0","0","0","2","0","0","0","0","0","0","0","0","0","434","0","0","471"
+"File Path","/usr/local/cuda-11.8/targets/x86_64-linux/include/sm_30_intrinsics.hpp"
+"Function Name","void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int, (unsigned int)2, (bool)1, (bool)1, (unsigned int)4, (unsigned int)7, (unsigned int)6, (bool)1>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, unsigned long long *, unsigned int, unsigned int, unsigned int, cuntt::<unnamed>::NttStageOperatorT<T1>)"
+"Line No","Source","Address","Source","Warp Stall Sampling (All Cycles)","Warp Stall Sampling (Not-issued Cycles)","Instructions Executed","Thread Instructions Executed","Predicated-On Thread Instructions Executed","Avg. Threads Executed","Avg. Predicated-On Threads Executed","Divergent Branches","Address Space","Access Operation","Access Size","L1 Tag Requests Global","L1 Wavefronts Shared Excessive","L1 Wavefronts Shared","L1 Wavefronts Shared Ideal","L2 Theoretical Sectors Global Excessive","L2 Theoretical Sectors Global","L2 Theoretical Sectors Global Ideal","L2 Theoretical Sectors Local","stall_barrier","stall_dispatch","stall_drain","stall_imc","stall_lg","stall_long_sb","stall_math","stall_membar","stall_mio","stall_misc","stall_no_inst","stall_not_selected","stall_selected","stall_short_sb","stall_sleep","stall_tex","stall_wait","stall_barrier (Not Issued)","stall_dispatch (Not Issued)","stall_drain (Not Issued)","stall_imc (Not Issued)","stall_lg (Not Issued)","stall_long_sb (Not Issued)","stall_math (Not Issued)","stall_membar (Not Issued)","stall_mio (Not Issued)","stall_misc (Not Issued)","stall_no_inst (Not Issued)","stall_not_selected (Not Issued)","stall_selected (Not Issued)","stall_short_sb (Not Issued)","stall_sleeping (Not Issued)","stall_tex (Not Issued)","stall_wait (Not Issued)","smsp__pcsamp_sample_count"
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+"","","0x71b3e3263890","     SHFL.BFLY PT, R97, R67, 0x1, 0x1f ","17","7","65536","2097152","2097152","32","32","0","-","-","-","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","3","0","0","1","4","0","0","0","8","0","0","0","0","0","0","0","0","3","0","0","0","0","0","0","0","4","17"
+"File Path","/usr/local/cuda-11.8/targets/x86_64-linux/include/sm_32_atomic_functions.hpp"
+"Function Name","void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int, (unsigned int)2, (bool)1, (bool)1, (unsigned int)4, (unsigned int)7, (unsigned int)6, (bool)1>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, unsigned long long *, unsigned int, unsigned int, unsigned int, cuntt::<unnamed>::NttStageOperatorT<T1>)"
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+"","","0x71b3e325c500","     ATOMG.E.MIN.64.STRONG.GPU PT, RZ, [R32], R34 ","0","0","170","170","170","1","1","0","Global","-","64","170","0","0","0","0","170","170","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
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+"","","0x71b3e3262da0","     ATOMG.E.MIN.64.STRONG.GPU PT, RZ, [R34], R32 ","0","0","150","150","150","1","1","0","Global","-","64","150","0","0","0","0","150","150","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e3262db0","     IMAD.MOV.U32 R4, RZ, RZ, 0x1 ","0","0","150","150","150","1","1","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e3262dc0","     BSYNC B2 ","2","0","16534","524288","524288","31","31","0","-","-","-","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","1","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","2"
+"109","return __ullAtomicMax(address, val);","-","-","0","0","320","320","320","1","1","0","Global","-","64","320","0","0","0","0","320","320","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
+"","","0x71b3e3269520","     ATOMG.E.MAX.64.STRONG.GPU PT, RZ, [R4], R2 ","0","0","320","320","320","1","1","0","Global","-","64","320","0","0","0","0","320","320","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0","0"
diff --git a/results/ncu_v07_sector_attribution/v07_d6_source_collect.log b/results/ncu_v07_sector_attribution/v07_d6_source_collect.log
new file mode 100644
index 0000000..4225c89
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/v07_d6_source_collect.log
@@ -0,0 +1,5 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2075253 (/home/wt/git/Hermes/cuNTT-v05/build-ncu-lineinfo/cuntt_bench)
+==PROF== Profiling "hierarchical_homogeneous_warp..." - 0 (1/1): 0%....50%....100% - 6 passes
+==PROF== Disconnected from process 2075253
+==PROF== Report: /home/wt/git/Hermes/cuNTT-v05/results/ncu_v07_sector_attribution/v07_d6_source.ncu-rep
diff --git a/results/ncu_v07_sector_attribution/warp128_vector_radix4_dual.csv b/results/ncu_v07_sector_attribution/warp128_vector_radix4_dual.csv
new file mode 100644
index 0000000..c66ecd1
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/warp128_vector_radix4_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2074410 (/home/wt/git/Hermes/cuNTT-v05/build-ncu-lineinfo/cuntt_bench)
+==PROF== Disconnected from process 2074410
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diff --git a/results/ncu_v07_sector_attribution/warp128_vector_radix4_reuse3_dual.csv b/results/ncu_v07_sector_attribution/warp128_vector_radix4_reuse3_dual.csv
new file mode 100644
index 0000000..e05f8a6
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/warp128_vector_radix4_reuse3_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2074478 (/home/wt/git/Hermes/cuNTT-v05/build-ncu-lineinfo/cuntt_bench)
+==PROF== Disconnected from process 2074478
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diff --git a/results/ncu_v07_sector_attribution/warp128_vector_radix4_reuse4_dual.csv b/results/ncu_v07_sector_attribution/warp128_vector_radix4_reuse4_dual.csv
new file mode 100644
index 0000000..842c3a4
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/warp128_vector_radix4_reuse4_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2074613 (/home/wt/git/Hermes/cuNTT-v05/build-ncu-lineinfo/cuntt_bench)
+==PROF== Disconnected from process 2074613
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diff --git a/results/ncu_v07_sector_attribution/warp128_vector_radix4_reuse5_dual.csv b/results/ncu_v07_sector_attribution/warp128_vector_radix4_reuse5_dual.csv
new file mode 100644
index 0000000..8b0d91f
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/warp128_vector_radix4_reuse5_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2074716 (/home/wt/git/Hermes/cuNTT-v05/build-ncu-lineinfo/cuntt_bench)
+==PROF== Disconnected from process 2074716
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diff --git a/results/ncu_v07_sector_attribution/warp128_vector_radix4_reuse6_dual.csv b/results/ncu_v07_sector_attribution/warp128_vector_radix4_reuse6_dual.csv
new file mode 100644
index 0000000..9bdace8
--- /dev/null
+++ b/results/ncu_v07_sector_attribution/warp128_vector_radix4_reuse6_dual.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2074788 (/home/wt/git/Hermes/cuNTT-v05/build-ncu-lineinfo/cuntt_bench)
+==PROF== Disconnected from process 2074788
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diff --git a/results/ncu_vector_stage6_distribution/analysis.md b/results/ncu_vector_stage6_distribution/analysis.md
new file mode 100644
index 0000000..785e383
--- /dev/null
+++ b/results/ncu_vector_stage6_distribution/analysis.md
@@ -0,0 +1,25 @@
+# Vector Radix-4 Stage-6 Distribution
+
+| metric | v0.6 | vector d6 | vector d7 | d7/d6 |
+|:--|--:|--:|--:|--:|
+| time (us) | 1279.616 | 1356.576 | 1367.136 | 1.008x |
+| DRAM read (MiB) | 284.414 | 294.352 | 274.797 | 0.934x |
+| global-load sectors | 29,764,946 | 39,999,693 | 31,432,704 | 0.786x |
+| global-store sectors | 8,388,611 | 8,297,389 | 8,447,972 | 1.018x |
+| warp instructions | 182,077,639 | 234,664,087 | 237,284,451 | 1.011x |
+| registers/thread | 40.000 | 106.000 | 105.000 | 0.991x |
+| active warps (%) | 47.820 | 24.690 | 24.720 | 1.001x |
+| long scoreboard stall (%) | 42.740 | 19.910 | 17.470 | 0.877x |
+| MIO throttle stall (%) | 5.460 | 3.000 | 3.410 | 1.137x |
+
+## Stage-6 Model Closure
+
+- measured d6 -> d7 reduction: 8,566,989 sectors
+- even/odd dual-bank prediction: 8,388,608 sectors
+- measured/predicted: 1.021x
+- d6 excess over v0.6 removed by d7: 83.7%
+
+## Decision
+
+d7 reduces global-load sectors but does not reduce kernel time. Keep d6 as the performance default. The next physical-core candidate should use an aligned, prepacked stage-6 coefficient table so each active lane can issue LDG.128 without the d7 shuffle path.
+The measured d7/d6 warp-instruction ratio is 1.011x; use it with the stall deltas to distinguish instruction overhead from memory latency.
diff --git a/results/ncu_vector_stage6_distribution/summary.csv b/results/ncu_vector_stage6_distribution/summary.csv
new file mode 100644
index 0000000..2eb41e2
--- /dev/null
+++ b/results/ncu_vector_stage6_distribution/summary.csv
@@ -0,0 +1,4 @@
+label,kernel_id,kernel_name,grid_size,block_size,time_us,dram_read_mib,dram_write_mib,global_load_sectors,global_store_sectors,local_load_sectors,local_store_sectors,dram_peak_pct,l2_hit_pct,l1_hit_pct,shared_load_bank_conflicts,shared_store_bank_conflicts,warp_instructions,instructions_per_active_cycle,integer_thread_instructions,fp32_thread_instructions,fp64_thread_instructions,tensor_warp_instructions,tensor_active_pct,active_warps_pct,barrier_stall_pct,wait_stall_pct,long_scoreboard_stall_pct,mio_throttle_stall_pct,registers_per_thread,shared_mem_bytes,waves_per_sm,occupancy_register_block_limit,occupancy_shared_block_limit,occupancy_warp_block_limit
+v06,0,"void cuntt::<unnamed>::hierarchical_streaming_10x10_kernel<unsigned int,",320,256,1279.616,284.4141540527344,174.67645263671875,29764946.0,8388611.0,0.0,16384.0,,,,,,182077639.0,,,,,,,47.82,,,42.74,5.46,40.0,16416.0,0.8,6.0,5.0,8.0
+vector_d6,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1356.576,294.35235595703125,150.92715454101562,39999693.0,8297389.0,108379.0,16384.0,,,,,,234664087.0,,,,,,,24.69,,,19.91,3.0,106.0,41184.0,1.0,2.0,2.0,8.0
+vector_d7,0,"void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int,",160,256,1367.136,274.7969665527344,141.19943237304688,31432704.0,8447972.0,100330.0,16384.0,,,,,,237284451.0,,,,,,,24.72,,,17.47,3.41,105.0,41184.0,1.0,2.0,2.0,8.0
diff --git a/results/ncu_vector_stage6_distribution/v06.csv b/results/ncu_vector_stage6_distribution/v06.csv
new file mode 100644
index 0000000..71a49bc
--- /dev/null
+++ b/results/ncu_vector_stage6_distribution/v06.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2291841 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2291841
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diff --git a/results/ncu_vector_stage6_distribution/vector_d6.csv b/results/ncu_vector_stage6_distribution/vector_d6.csv
new file mode 100644
index 0000000..9864f84
--- /dev/null
+++ b/results/ncu_vector_stage6_distribution/vector_d6.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2291928 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2291928
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diff --git a/results/ncu_vector_stage6_distribution/vector_d7.csv b/results/ncu_vector_stage6_distribution/vector_d7.csv
new file mode 100644
index 0000000..ea3465e
--- /dev/null
+++ b/results/ncu_vector_stage6_distribution/vector_d7.csv
@@ -0,0 +1,6 @@
+==WARNING== Note: Running with uncontrolled GPU caches. Profiling results may be inconsistent.
+==PROF== Connected to process 2291999 (/home/wt/git/Hermes/cuNTT-v05/build-cuda118-gcc9/cuntt_bench)
+==PROF== Disconnected from process 2291999
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+"0","2291999","cuntt_bench","127.0.0.1","void cuntt::<unnamed>::hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<unsigned int, (unsigned int)2, (bool)1, (bool)1, (unsigned int)4, (unsigned int)7, (unsigned int)7, (bool)1>(const T1 *, T1 *, T1 *, unsigned int *, unsigned long, const T1 *, const T1 *, unsigned long long *, unsigned int, unsigned int, unsigned int, cuntt::<unnamed>::NttStageOperatorT<T1>)","2026-Aug-25 14:14:23","1","7","320","2","0","1","1","0","1","1","0","0","1","320","1,530,000","7","0","0","1","1","1","1","1","0","0","Tesla V100-SXM2-16GB","0","4,096","8","0","1","4,096","1","1","1","0","1","498,143,454","7,601","32,000","16","2","2","8,000","16","161","303,173,854","1","0","0","0","1","320","0","1","6,291,456","64","32","1","1","0","1,024","1,024","64","32","1,530,000","2,147,483,647","65,535","65,535","4","1","877,000","0","2,147,483,647","65,536","65,536","255","49,152","98,304","98,304","1,024","2,048","64","16","2,048","32,768","32,768","65,536","32,768","2,048","32,768","131,072","16,384","16,384","16,384","2,046","32,768","32,768","2,048","32,768","268,435,456","32,768","131,072","32,768","32,768","65,536","32,768","2,048","32,768","65,000","2,097,120","131,072","32,768","32,768","131,072","16,384","32,768","16,384","8,192","16,384","8,192","2,046","32,768","32,768","877,000","1","9","0","0","80","8","4","1","0","0","168","0","0","1","15","0","7","2","1","1","512","0","512","32","65,536","16,928,342,016","1","1","32","288,145,504","148,058,336","1,367,136","31,432,704","8,447,972","100,330","16,384","256","1","1","256","1","0","cudaFuncCachePreferNone","134,552,956,024,064","160","1","1","160","32","2","2","8","346","3,088","1,552","105","28,672","98,304","41,184","41,216","0","41,184","0","7","40,960","1","0","0","0","no data","0","0","0","0","","0","0","0","6","0","0","no data","0","0","0","226,484,664","226,484,664","226,484,664","2,038,361,976","226,484,664","226,484,664","226,484,664","2,038,361,976","9","0","16","25","24.72","237,284,451","4","17.47","3.41"
diff --git a/results/packed_stage6_lane32_schedule/analysis.md b/results/packed_stage6_lane32_schedule/analysis.md
new file mode 100644
index 0000000..1cee4c1
--- /dev/null
+++ b/results/packed_stage6_lane32_schedule/analysis.md
@@ -0,0 +1,23 @@
+# Packed Stage-6 Lane32 Schedule Search
+
+v0.6 bracket median: 1.483537 ms (range 11.3%); d7 control: 1.229551 ms (range 5.3%).
+
+| rank | D_t producer:consumer | producer:consumer CTAs | kernel ms | vs v0.6 | vs d7 |
+|---:|:---:|:---:|---:|---:|---:|
+| 1 | `1:1` | `86:74` | 1.173521 | 1.264x | 1.048x |
+| 2 | `1:1` | `84:76` | 1.180604 | 1.257x | 1.041x |
+| 3 | `1:1` | `85:75` | 1.193745 | 1.243x | 1.030x |
+| 4 | `1:1` | `82:78` | 1.195008 | 1.241x | 1.029x |
+| 5 | `1:1` | `80:80` | 1.196817 | 1.240x | 1.027x |
+| 6 | `1:1` | `88:72` | 1.205692 | 1.230x | 1.020x |
+| 7 | `1:2` | `86:74` | 1.215880 | 1.220x | 1.011x |
+| 8 | `2:1` | `86:74` | 1.230046 | 1.206x | 1.000x |
+| 9 | `2:1` | `82:78` | 1.233699 | 1.203x | 0.997x |
+| 10 | `1:1` | `78:82` | 1.235780 | 1.200x | 0.995x |
+| 11 | `1:2` | `88:72` | 1.239962 | 1.196x | 0.992x |
+| 12 | `2:1` | `84:76` | 1.241191 | 1.195x | 0.991x |
+
+## Decision
+
+Cross-core event controls exceed the 3% stability limit. Use this screen only to select the lane32-local schedule; fixed-clock NCU is required for v0.6/d7 claims.
+Best point: D_t=1:1, CTAs=86:74, time=1.173521 ms.
diff --git a/results/packed_stage6_lane32_schedule/raw.csv b/results/packed_stage6_lane32_schedule/raw.csv
new file mode 100644
index 0000000..2c7eaab
--- /dev/null
+++ b/results/packed_stage6_lane32_schedule/raw.csv
@@ -0,0 +1,95 @@
+trial,variant,producer_dt,consumer_dt,producer_blocks,consumer_blocks,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
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+1,d7,1,1,85,75,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-vector-radix4-static-io-10x10","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-vector-radix4-static-io+homogeneous-warp128-vector-radix4-static-io","256+256","8+8","4+4","1+1","0+0","0+0","7+7","85+75","full-scratch","1",8,0,5,30,10.881376,1.262251,1.262517,0.000267,0,0,0,0,0,7,natural,natural,"",10.109824,12675.770735,718.989604,13291508974.462357,fused,shoup,-1
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diff --git a/results/packed_stage6_lane32_schedule/summary.csv b/results/packed_stage6_lane32_schedule/summary.csv
new file mode 100644
index 0000000..3c9c30c
--- /dev/null
+++ b/results/packed_stage6_lane32_schedule/summary.csv
@@ -0,0 +1,47 @@
+variant,producer_dt,consumer_dt,producer_blocks,consumer_blocks,kernel_ms,trials,relative_range,throughput_vs_v06,throughput_vs_d7
+d7,1,1,85,75,1.229551,2,0.05319014827363802,1.2065680886762729,1.0
+lane32,1,1,86,74,1.173521,2,0.004391911180115313,1.264175928679589,1.0477452043891844
+lane32,1,1,84,76,1.180604,2,0.0,1.2565915412788708,1.0414592869412607
+lane32,1,1,85,75,1.193745,2,0.0033742549707013814,1.2427587131255,1.029994680605992
+lane32,1,1,82,78,1.195008,2,0.0010861851970865644,1.2414452455548415,1.0289060826371037
+lane32,1,1,80,80,1.196817,2,0.0004562100972829893,1.2395687895476084,1.027350881546636
+lane32,1,1,88,72,1.205692,2,0.0004528519721454032,1.230444425276107,1.019788635903697
+lane32,1,2,86,74,1.2158805,2,0.037813748966284054,1.220133886512696,1.0112432924123713
+lane32,2,1,86,74,1.2300455000000001,2,0.0018592808152219978,1.2060830270099765,0.9995979823510593
+lane32,2,1,82,78,1.2336985,2,0.006833922550768972,1.2025117968450152,0.9966381575401121
+lane32,1,1,78,82,1.2357805,2,0.0023475042695689425,1.200485846798845,0.9949590562401657
+lane32,1,2,88,72,1.239962,2,0.040851251893203336,1.1964374714709,0.9916037749543938
+lane32,2,1,84,76,1.2411905,2,0.007754651683202533,1.1952532669239735,0.9906223097904794
+lane32,1,2,82,78,1.2429825,2,0.043579857318988904,1.1935300778570896,0.9891941358788237
+lane32,2,1,85,75,1.2482045,2,0.015395714404170183,1.1885368142800319,0.9850557340563987
+lane32,1,2,84,76,1.2492969999999999,2,0.044508231429355866,1.187497448565073,0.9841943108804393
+lane32,2,2,86,74,1.2507475000000001,2,0.002183494270426316,1.1861203000605638,0.9830529343452615
+lane32,1,2,78,82,1.251857,2,0.005861691870556976,1.1850690614023807,0.9821816709096967
+lane32,1,1,76,84,1.255612,2,0.0036157666540300574,1.1815250252466527,0.9792443844117451
+lane32,2,2,82,78,1.2589394999999999,2,0.00542281817355015,1.1784021392608621,0.9766561459069322
+lane32,1,2,76,84,1.2631725,2,0.0037833312552324316,1.1744532120514024,0.9733832869224116
+lane32,1,1,90,70,1.265374,2,0.006393366704231439,1.1724098962046006,0.9716897928991746
+lane32,1,2,85,75,1.2678145,2,0.050508177655327384,1.170153046837688,0.9698193229372278
+lane32,2,2,84,76,1.2689235,2,0.005514122797788771,1.1691303691672508,0.9689717307623351
+lane32,2,2,85,75,1.2747095000000002,2,0.0009107957538560491,1.1638236005929194,0.9645734969418521
+lane32,2,1,88,72,1.277167,2,0.009461566106859937,1.1615841937663596,0.9627174833048459
+lane32,2,1,80,80,1.277457,2,0.0019507505927792,1.161320498459048,0.9624989334278962
+lane32,1,2,90,70,1.2778835,2,0.03824996566588417,1.1609329019429393,0.962177694602051
+lane32,2,2,76,84,1.282884,2,0.009551915839623839,1.1564077500381953,0.9584272623245751
+lane32,1,2,74,86,1.2832595,2,0.004654553502233964,1.1560693686662753,0.9581468128620907
+lane32,2,2,88,72,1.284557,2,0.0018870318716880463,1.1549016509193444,0.9571790119083856
+lane32,2,2,80,80,1.290189,2,0.001561011603726245,1.1498602142786833,0.9530006843958521
+lane32,2,2,78,82,1.2937725,2,0.006094579997642491,1.1466753235209437,0.9503610565226885
+lane32,1,2,72,88,1.3034325,2,0.0018589378429645126,1.138177082434265,0.9433177398906349
+lane32,2,2,74,86,1.3044055,2,0.009943993643081132,1.1373280778101595,0.9426140874137682
+lane32,2,1,90,70,1.3081260000000001,2,0.012890195592779236,1.1340933518636584,0.9399331562861681
+lane32,1,1,74,86,1.311232,2,0.07533525722374067,1.1314069516302228,0.9377066758590396
+lane32,1,2,80,80,1.3122729999999998,2,0.10958390517826708,1.13050942905935,0.936962811853936
+lane32,2,2,90,70,1.316932,2,0.012129707532355455,1.1265099488811876,0.9336480547211246
+lane32,2,1,78,82,1.3192705,2,0.004062093406924427,1.1245131305520741,0.9319930977005854
+lane32,1,1,72,88,1.321728,2,0.07130211359674603,1.1224223138194849,0.9302602350861903
+lane32,2,2,72,88,1.3352789999999999,2,0.003143912246054888,1.1110314773167258,0.920819544080301
+lane32,2,1,76,84,1.3682345,2,0.10128453857873036,1.0842710076379452,0.8986405473623126
+lane32,2,1,74,86,1.4023504999999998,2,0.06004704244766193,1.057893158664685,0.8767786655333315
+lane32,2,1,72,88,1.4218410000000001,2,0.09513721998451302,1.0433916309910882,0.8647598430485546
+v06,1,1,91,69,1.483537,4,0.11333724740265996,1.0,0.8287969898964435
diff --git a/results/packet_compute_layout/analysis.md b/results/packet_compute_layout/analysis.md
new file mode 100644
index 0000000..d8764bc
--- /dev/null
+++ b/results/packet_compute_layout/analysis.md
@@ -0,0 +1,27 @@
+# Packet Compute Layout Screen
+
+CUDA-event medians from independent processes.
+
+| batch | mode | kernel (ms) |
+|---:|:--|---:|
+| 16 | aggregate | 1.090007 |
+| 16 | per_packet_interleaved_rows | 1.155400 |
+| 16 | per_packet_warp_rows | 1.133978 |
+| 16 | wave_bitmap_interleaved_rows | 1.140920 |
+| 16 | wave_bitmap_warp_rows | 1.149317 |
+| 32 | aggregate | 2.427331 |
+| 32 | per_packet_interleaved_rows | 2.523197 |
+| 32 | per_packet_warp_rows | 2.526208 |
+| 32 | wave_bitmap_interleaved_rows | 2.456597 |
+| 32 | wave_bitmap_warp_rows | 2.461737 |
+| 64 | aggregate | 4.960625 |
+| 64 | per_packet_interleaved_rows | 5.164626 |
+| 64 | per_packet_warp_rows | 5.174538 |
+| 64 | wave_bitmap_interleaved_rows | 5.021655 |
+| 64 | wave_bitmap_warp_rows | 5.045084 |
+
+## Deltas
+
+Batch 16: warp-row per-packet=1.019x; warp-row bitmap=0.993x; best=aggregate; best/aggregate throughput=1.000x.
+Batch 32: warp-row per-packet=0.999x; warp-row bitmap=0.998x; best=aggregate; best/aggregate throughput=1.000x.
+Batch 64: warp-row per-packet=0.998x; warp-row bitmap=0.995x; best=aggregate; best/aggregate throughput=1.000x.
diff --git a/results/packet_compute_layout/raw.csv b/results/packet_compute_layout/raw.csv
new file mode 100644
index 0000000..acc9234
--- /dev/null
+++ b/results/packet_compute_layout/raw.csv
@@ -0,0 +1,46 @@
+label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,packet_readiness,packet_compute_layout,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+aggregate_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,10.898784,1.197568,1.197755,0.000187,0,0,0,0,0,7,natural,natural,"",10.122016,13360.411104,720.124912,14009406433.664267,fused,shoup,-1
+per_packet_interleaved_rows_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,per-packet,interleaved-rows,0,10,50,10.889600,1.182331,1.182511,0.000180,0,0,0,0,0,7,natural,natural,"",10.113760,13532.591189,721.185572,14189950338.857704,fused,shoup,-1
+wave_bitmap_interleaved_rows_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,interleaved-rows,0,10,50,10.881728,1.151980,1.152150,0.000170,0,0,0,0,0,7,natural,natural,"",10.116192,13889.135257,722.350904,14563813891.060026,fused,shoup,-1
+per_packet_warp_rows_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,per-packet,warp-rows,0,10,50,10.875840,1.128653,1.128836,0.000183,0,0,0,0,0,7,natural,natural,"",10.121152,14176.192930,723.142763,14864815677.361204,fused,shoup,-1
+wave_bitmap_warp_rows_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.879776,1.149317,1.149482,0.000165,0,0,0,0,0,7,natural,natural,"",10.115328,13921.309766,722.529617,14597551309.413347,fused,shoup,-1
+aggregate_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,10.880928,1.090007,1.090179,0.000172,0,0,0,0,0,7,natural,natural,"",10.115360,14678.803916,724.431134,15391841495.470623,fused,shoup,-1
+per_packet_interleaved_rows_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,per-packet,interleaved-rows,0,10,50,10.879360,1.142210,1.142386,0.000175,0,0,0,0,0,7,natural,natural,"",10.116608,14007.926061,722.733359,14688375077.631231,fused,shoup,-1
+wave_bitmap_interleaved_rows_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,interleaved-rows,0,10,50,10.875040,1.139610,1.139812,0.000202,0,0,0,0,0,7,natural,natural,"",10.115136,14039.896072,723.007451,14721898064.081673,fused,shoup,-1
+per_packet_warp_rows_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,per-packet,warp-rows,0,10,50,10.877728,1.133978,1.134150,0.000173,0,0,0,0,0,7,natural,natural,"",10.117088,14109.626993,723.039845,14795016233.423561,fused,shoup,-1
+wave_bitmap_warp_rows_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.878048,1.150505,1.150713,0.000208,0,0,0,0,0,7,natural,natural,"",10.120064,13906.937163,722.392745,14582480542.996031,fused,shoup,-1
+aggregate_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,10.879392,1.086771,1.086963,0.000192,0,0,0,0,0,7,natural,natural,"",10.114016,14722.511070,724.631827,15437671767.492273,fused,shoup,-1
+per_packet_interleaved_rows_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,per-packet,interleaved-rows,0,10,50,10.877920,1.155400,1.155568,0.000168,0,0,0,0,0,7,natural,natural,"",10.113120,13848.021836,722.463749,14520703344.838606,fused,shoup,-1
+wave_bitmap_interleaved_rows_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,interleaved-rows,0,10,50,10.884704,1.140920,1.141146,0.000226,0,0,0,0,0,7,natural,natural,"",10.128992,14023.766832,722.197126,14704985329.266630,fused,shoup,-1
+per_packet_warp_rows_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,per-packet,warp-rows,0,10,50,10.876384,1.149317,1.149498,0.000181,0,0,0,0,0,7,natural,natural,"",10.120640,13921.309766,722.466984,14597551309.413347,fused,shoup,-1
+wave_bitmap_warp_rows_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.884480,1.138647,1.138820,0.000173,0,0,0,0,0,7,natural,natural,"",10.112256,14051.765436,722.824613,14734343993.849867,fused,shoup,-1
+aggregate_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,21.620960,2.426409,2.426571,0.000162,0,0,0,0,0,7,natural,natural,"",35.085793,13188.213495,541.151514,13828844154.214901,fused,shoup,-1
+per_packet_interleaved_rows_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,21.619871,2.524221,2.524410,0.000189,0,0,0,0,0,7,natural,natural,"",35.005630,12677.176314,540.999997,13292982830.393095,fused,shoup,-1
+wave_bitmap_interleaved_rows_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,10,50,21.618879,2.442076,2.442246,0.000170,0,0,0,0,0,7,natural,natural,"",34.868160,13103.604187,543.025287,13740124863.716890,fused,shoup,-1
+per_packet_warp_rows_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,per-packet,warp-rows,0,10,50,21.618624,2.526208,2.526390,0.000182,0,0,0,0,0,7,natural,natural,"",34.378880,12667.207516,546.786923,13282529788.103157,fused,shoup,-1
+wave_bitmap_warp_rows_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,25.957537,2.461737,2.461903,0.000166,0,0,0,0,0,7,natural,natural,"",34.357761,12998.951989,509.740544,13630389080.785372,fused,shoup,-1
+aggregate_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,21.612576,2.427331,2.427485,0.000155,0,0,0,0,0,7,natural,natural,"",34.770752,13183.205557,544.119059,13823592950.424042,fused,shoup,-1
+per_packet_interleaved_rows_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,21.618240,2.522296,2.522446,0.000149,0,0,0,0,0,7,natural,natural,"",20.138144,12686.852608,722.695436,13303129160.464180,fused,shoup,-1
+wave_bitmap_interleaved_rows_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,10,50,21.604671,2.456597,2.456750,0.000153,0,0,0,0,0,7,natural,natural,"",34.664322,13026.151641,544.907254,13658909982.773006,fused,shoup,-1
+per_packet_warp_rows_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,per-packet,warp-rows,0,10,50,21.604095,2.520310,2.520472,0.000162,0,0,0,0,0,7,natural,natural,"",34.673344,12696.852363,544.238524,13313614663.147713,fused,shoup,-1
+wave_bitmap_warp_rows_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.614464,2.448650,2.448778,0.000128,0,0,0,0,0,7,natural,natural,"",34.960735,13068.424809,542.153730,13703236613.019009,fused,shoup,-1
+aggregate_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,38.376865,2.428989,2.429119,0.000130,0,0,0,0,0,7,natural,natural,"",31.775328,13174.203174,440.885625,13814153267.333076,fused,shoup,-1
+per_packet_interleaved_rows_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,39.134335,2.523197,2.523349,0.000151,0,0,0,0,0,7,natural,natural,"",34.354401,12682.321186,420.986533,13298377619.560019,fused,shoup,-1
+wave_bitmap_interleaved_rows_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,10,50,21.603201,2.460037,2.460192,0.000155,0,0,0,0,0,7,natural,natural,"",34.408066,13007.934470,547.277006,13639807895.212152,fused,shoup,-1
+per_packet_warp_rows_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,per-packet,warp-rows,0,10,50,21.601568,2.535322,2.535469,0.000148,0,0,0,0,0,7,natural,natural,"",34.481983,12621.672367,545.899269,13234782723.883125,fused,shoup,-1
+wave_bitmap_warp_rows_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.609472,2.462310,2.462468,0.000158,0,0,0,0,0,7,natural,natural,"",34.287167,12995.924931,548.330641,13627214980.494938,fused,shoup,-1
+aggregate_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,43.192703,5.223362,5.223546,0.000184,0,0,0,0,0,7,natural,natural,"",44.922913,12252.643898,685.672815,12847828328.198584,fused,shoup,-1
+per_packet_interleaved_rows_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,per-packet,interleaved-rows,0,10,50,43.083454,5.164626,5.164805,0.000180,0,0,0,0,0,7,natural,natural,"",51.193630,12391.992064,643.593116,12993945470.002831,fused,shoup,-1
+wave_bitmap_interleaved_rows_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,10,50,43.085377,5.021655,5.021498,0.000000,0,0,0,0,0,7,natural,natural,"",49.341282,12744.802052,656.758414,13363893555.963276,fused,shoup,-1
+per_packet_warp_rows_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,per-packet,warp-rows,0,10,50,43.087807,5.144904,5.144705,0.000000,0,0,0,0,0,7,natural,natural,"",40.200577,12439.494349,723.709387,13043755225.990105,fused,shoup,-1
+wave_bitmap_warp_rows_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,81.428513,5.045084,5.044921,0.000000,0,0,0,0,0,7,natural,natural,"",40.197536,12685.616336,505.245343,13301832834.670597,fused,shoup,-1
+aggregate_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,43.085407,4.926567,4.926438,0.000000,0,0,0,0,0,7,natural,natural,"",48.522785,12990.791597,662.973634,13621832289.673811,fused,shoup,-1
+per_packet_interleaved_rows_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,per-packet,interleaved-rows,0,10,50,43.095009,5.134254,5.134100,0.000000,0,0,0,0,0,7,natural,natural,"",44.712193,12465.296860,688.605529,13070811120.374252,fused,shoup,-1
+wave_bitmap_interleaved_rows_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,10,50,43.089024,5.019833,5.019688,0.000000,0,0,0,0,0,7,natural,natural,"",48.782623,12749.429106,660.532797,13368745374.461496,fused,shoup,-1
+per_packet_warp_rows_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,per-packet,warp-rows,0,10,50,82.131454,5.174538,5.174387,0.000000,0,0,0,0,0,7,natural,natural,"",40.196289,12368.253615,501.951802,12969053902.459068,fused,shoup,-1
+wave_bitmap_warp_rows_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.091263,5.044900,5.044795,0.000000,0,0,0,0,0,7,natural,natural,"",51.526878,12686.079160,642.163828,13302318141.412384,fused,shoup,-1
+aggregate_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,43.092449,4.960625,4.960499,0.000000,0,0,0,0,0,7,natural,natural,"",48.817280,12901.600894,660.676849,13528309059.546387,fused,shoup,-1
+per_packet_interleaved_rows_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,per-packet,interleaved-rows,0,10,50,79.760094,5.167391,5.167236,0.000000,0,0,0,0,0,7,natural,natural,"",40.215393,12385.360850,511.415442,12986992138.579603,fused,shoup,-1
+wave_bitmap_interleaved_rows_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,10,50,43.098465,5.024276,5.024151,0.000000,0,0,0,0,0,7,natural,natural,"",51.291393,12738.153066,643.771636,13356921588.927660,fused,shoup,-1
+per_packet_warp_rows_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,per-packet,warp-rows,0,10,50,43.187073,5.397873,5.397725,0.000000,0,0,0,0,0,7,natural,natural,"",47.776031,11856.522169,664.169271,12432464590.193779,fused,shoup,-1
+wave_bitmap_warp_rows_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.090816,5.053706,5.053562,0.000000,0,0,0,0,0,7,natural,natural,"",48.593025,12663.973302,661.583857,13279138468.704021,fused,shoup,-1
diff --git a/results/packet_compute_layout/summary.csv b/results/packet_compute_layout/summary.csv
new file mode 100644
index 0000000..8f27dd1
--- /dev/null
+++ b/results/packet_compute_layout/summary.csv
@@ -0,0 +1,16 @@
+batch,mode,kernel_ms,trials
+16,aggregate,1.090007,3
+16,per_packet_interleaved_rows,1.1554,3
+16,per_packet_warp_rows,1.133978,3
+16,wave_bitmap_interleaved_rows,1.14092,3
+16,wave_bitmap_warp_rows,1.149317,3
+32,aggregate,2.427331,3
+32,per_packet_interleaved_rows,2.523197,3
+32,per_packet_warp_rows,2.526208,3
+32,wave_bitmap_interleaved_rows,2.456597,3
+32,wave_bitmap_warp_rows,2.461737,3
+64,aggregate,4.960625,3
+64,per_packet_interleaved_rows,5.164626,3
+64,per_packet_warp_rows,5.174538,3
+64,wave_bitmap_interleaved_rows,5.021655,3
+64,wave_bitmap_warp_rows,5.045084,3
diff --git a/results/packet_folded_barriers/analysis.md b/results/packet_folded_barriers/analysis.md
new file mode 100644
index 0000000..075205c
--- /dev/null
+++ b/results/packet_folded_barriers/analysis.md
@@ -0,0 +1,27 @@
+# Packet Wave-Barrier Folding
+
+CUDA-event medians from independent processes.
+
+| batch | mode | kernel (ms) |
+|---:|:--|---:|
+| 16 | aggregate | 1.084969 |
+| 16 | interleaved | 1.144689 |
+| 16 | interleaved_folded | 1.151406 |
+| 16 | warp_rows | 1.125540 |
+| 16 | warp_rows_folded | 1.121423 |
+| 32 | aggregate | 2.420122 |
+| 32 | interleaved | 2.461184 |
+| 32 | interleaved_folded | 2.453934 |
+| 32 | warp_rows | 2.447933 |
+| 32 | warp_rows_folded | 2.449080 |
+| 64 | aggregate | 4.965192 |
+| 64 | interleaved | 5.016351 |
+| 64 | interleaved_folded | 5.013852 |
+| 64 | warp_rows | 5.006582 |
+| 64 | warp_rows_folded | 5.013299 |
+
+## Deltas
+
+Batch 16: interleaved folding=0.994x; warp-row folding=1.004x; best=warp_rows_folded; best/aggregate throughput=0.967x.
+Batch 32: interleaved folding=1.003x; warp-row folding=1.000x; best=warp_rows; best/aggregate throughput=0.989x.
+Batch 64: interleaved folding=1.000x; warp-row folding=0.999x; best=warp_rows; best/aggregate throughput=0.992x.
diff --git a/results/packet_folded_barriers/raw.csv b/results/packet_folded_barriers/raw.csv
new file mode 100644
index 0000000..ce75bd1
--- /dev/null
+++ b/results/packet_folded_barriers/raw.csv
@@ -0,0 +1,46 @@
+label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,packet_readiness,packet_compute_layout,packet_fold_wave_barriers,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+aggregate_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,per-packet,interleaved-rows,0,0,10,50,10.896640,1.196974,1.197139,0.000165,0,0,0,0,0,7,natural,natural,"",10.120832,13367.038786,720.252024,14016356062.364237,fused,shoup,-1
+interleaved_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,interleaved-rows,0,0,10,50,10.876864,1.144689,1.144888,0.000199,0,0,0,0,0,7,natural,natural,"",10.116064,13977.600469,722.751682,14656576389.611538,fused,shoup,-1
+warp_rows_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",16,wave-bitmap,warp-rows,0,0,10,50,10.876896,1.140961,1.141116,0.000155,0,0,0,0,0,7,natural,natural,"",10.113760,14023.262795,722.947621,14704456808.291063,fused,shoup,-1
+interleaved_folded_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,interleaved-rows,1,0,10,50,10.900928,1.151406,1.151648,0.000242,0,0,0,0,0,7,natural,natural,"",10.143968,13896.053442,720.840821,14571068133.572510,fused,shoup,-1
+warp_rows_folded_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",16,wave-bitmap,warp-rows,1,0,10,50,10.887392,1.132073,1.132283,0.000210,0,0,0,0,0,7,natural,natural,"",19.839041,14133.365120,502.220667,14819907464.519409,fused,shoup,-1
+aggregate_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,per-packet,interleaved-rows,0,0,10,50,10.887200,1.084703,1.084926,0.000224,0,0,0,0,0,7,natural,natural,"",10.134144,14750.585165,723.783862,15467109589.771172,fused,shoup,-1
+interleaved_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,interleaved-rows,0,0,10,50,10.874080,1.144730,1.144911,0.000181,0,0,0,0,0,7,natural,natural,"",10.118848,13977.099745,722.750374,14656051342.637394,fused,shoup,-1
+warp_rows_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",16,wave-bitmap,warp-rows,0,0,10,50,10.878368,1.125540,1.125702,0.000162,0,0,0,0,0,7,natural,natural,"",10.119136,14215.400108,723.227776,14905927383.656759,fused,shoup,-1
+interleaved_folded_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,interleaved-rows,1,0,10,50,10.877920,1.141883,1.142032,0.000149,0,0,0,0,0,7,natural,natural,"",10.115552,14011.944701,722.825543,14692588927.069839,fused,shoup,-1
+warp_rows_folded_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",16,wave-bitmap,warp-rows,1,0,10,50,10.883872,1.121423,1.121594,0.000171,0,0,0,0,0,7,natural,natural,"",10.113984,14267.582180,723.350867,14960644252.016411,fused,shoup,-1
+aggregate_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,per-packet,interleaved-rows,0,0,10,50,10.919392,1.084969,1.085213,0.000244,0,0,0,0,0,7,natural,natural,"",10.159904,14746.966147,721.882754,15463314774.093903,fused,shoup,-1
+interleaved_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,interleaved-rows,0,0,10,50,10.883040,1.134920,1.135104,0.000185,0,0,0,0,0,7,natural,natural,"",10.116160,14097.914414,722.865859,14782734705.082434,fused,shoup,-1
+warp_rows_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",16,wave-bitmap,warp-rows,0,0,10,50,10.879424,1.121444,1.121604,0.000160,0,0,0,0,0,7,natural,natural,"",10.119968,14267.321318,723.299957,14960370718.025358,fused,shoup,-1
+interleaved_folded_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,interleaved-rows,1,0,10,50,10.878816,1.154335,1.154501,0.000167,0,0,0,0,0,7,natural,natural,"",10.120032,13860.798341,722.243854,14534100480.750029,fused,shoup,-1
+warp_rows_folded_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",16,wave-bitmap,warp-rows,1,0,10,50,10.879104,1.103831,1.104005,0.000173,0,0,0,0,0,7,natural,natural,"",10.118208,14494.971816,723.944470,15199079567.243790,fused,shoup,-1
+aggregate_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,0,10,50,40.328575,2.413281,2.413529,0.000247,0,0,0,0,0,7,natural,natural,"",35.601696,13259.954940,408.457353,13904070511.051188,fused,shoup,-1
+interleaved_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,0,10,50,26.610847,2.461184,2.461337,0.000153,0,0,0,0,0,7,natural,natural,"",34.787842,13001.872139,501.097142,13633451079.538668,fused,shoup,-1
+warp_rows_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,0,10,50,21.617632,2.444390,2.444539,0.000149,0,0,0,0,0,7,natural,natural,"",34.554657,13091.199077,545.919701,13727117163.760389,fused,shoup,-1
+interleaved_folded_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,1,0,10,50,38.776031,2.453934,2.454127,0.000194,0,0,0,0,0,7,natural,natural,"",25.617537,13040.285760,478.701508,13673730681.316235,fused,shoup,-1
+warp_rows_folded_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,1,0,10,50,21.625792,2.449080,2.449238,0.000157,0,0,0,0,0,7,natural,natural,"",34.947426,13066.128463,542.167980,13700828718.801485,fused,shoup,-1
+aggregate_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,0,10,50,41.064545,2.420122,2.420305,0.000183,0,0,0,0,0,7,natural,natural,"",37.182175,13222.475713,396.693357,13864770692.788673,fused,shoup,-1
+interleaved_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,0,10,50,21.616385,2.450514,2.450650,0.000137,0,0,0,0,0,7,natural,natural,"",35.536640,13058.485727,536.880877,13692814729.751123,fused,shoup,-1
+warp_rows_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,0,10,50,38.088577,2.450657,2.450779,0.000122,0,0,0,0,0,7,natural,natural,"",28.819872,13057.720929,461.366958,13692012780.801498,fused,shoup,-1
+interleaved_folded_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,1,0,10,50,21.614592,2.450104,2.450235,0.000130,0,0,0,0,0,7,natural,natural,"",34.258015,13060.667546,548.671342,13695102532.191996,fused,shoup,-1
+warp_rows_folded_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,1,0,10,50,21.613600,2.447299,2.447435,0.000136,0,0,0,0,0,7,natural,natural,"",34.741184,13075.642244,544.198413,13710804641.544617,fused,shoup,-1
+aggregate_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,0,10,50,41.043102,2.423685,2.423901,0.000216,0,0,0,0,0,7,natural,natural,"",30.682592,13203.035471,431.561263,13844386121.776110,fused,shoup,-1
+interleaved_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,0,10,50,21.616800,2.464707,2.464879,0.000172,0,0,0,0,0,7,natural,natural,"",34.748096,12983.289463,543.943833,13613965732.253962,fused,shoup,-1
+warp_rows_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,0,10,50,21.604256,2.447933,2.448058,0.000125,0,0,0,0,0,7,natural,natural,"",34.939137,13072.250878,542.452635,13707248536.342630,fused,shoup,-1
+interleaved_folded_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,1,0,10,50,38.022530,2.465464,2.465593,0.000129,0,0,0,0,0,7,natural,natural,"",27.068384,12979.299398,473.678443,13609781845.570026,fused,shoup,-1
+warp_rows_folded_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,1,0,10,50,21.613216,2.454426,2.454569,0.000144,0,0,0,0,0,7,natural,natural,"",34.587646,13037.673803,545.560355,13670991846.053764,fused,shoup,-1
+aggregate_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,0,10,50,43.161442,5.192950,5.193074,0.000124,0,0,0,0,0,7,natural,natural,"",48.824768,12324.401893,658.577418,12923072039.591547,fused,shoup,-1
+interleaved_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,0,10,50,80.182045,5.038182,5.038293,0.000110,0,0,0,0,0,7,natural,natural,"",40.232769,12702.994198,510.151227,13320054844.258200,fused,shoup,-1
+warp_rows_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,0,10,50,43.088287,5.037035,5.037148,0.000112,0,0,0,0,0,7,natural,natural,"",46.977760,12705.886318,672.953998,13323087451.558392,fused,shoup,-1
+interleaved_folded_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,1,0,10,50,43.089439,5.013852,5.013935,0.000083,0,0,0,0,0,7,natural,natural,"",40.195904,12764.636546,724.808417,13384691530.833939,fused,shoup,-1
+warp_rows_folded_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,1,0,10,50,43.094273,5.020856,5.020982,0.000126,0,0,0,0,0,7,natural,natural,"",52.397408,12746.829455,636.736493,13366019442.646606,fused,shoup,-1
+aggregate_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,0,10,50,43.101406,4.965192,4.965336,0.000145,0,0,0,0,0,7,natural,natural,"",52.169281,12889.733579,638.493927,13515865277.178907,fused,shoup,-1
+interleaved_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,0,10,50,43.096863,5.016351,5.016475,0.000124,0,0,0,0,0,7,natural,natural,"",44.150719,12758.278525,693.662176,13378024662.936773,fused,shoup,-1
+warp_rows_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,0,10,50,43.089600,5.006582,5.006707,0.000126,0,0,0,0,0,7,natural,natural,"",48.740734,12783.172785,660.904983,13404128186.604338,fused,shoup,-1
+interleaved_folded_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,1,0,10,50,82.147392,5.008711,5.008826,0.000115,0,0,0,0,0,7,natural,natural,"",40.193089,12777.737761,502.555210,13398429150.883722,fused,shoup,-1
+warp_rows_folded_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,1,0,10,50,82.157890,5.002936,5.003052,0.000116,0,0,0,0,0,7,natural,natural,"",40.194561,12792.487322,502.530762,13413895186.307022,fused,shoup,-1
+aggregate_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,0,10,50,81.918846,4.913357,4.913463,0.000107,0,0,0,0,0,7,natural,natural,"",40.195873,13025.718028,503.825626,13658455306.854698,fused,shoup,-1
+interleaved_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,0,10,50,43.168736,5.009060,5.009185,0.000125,0,0,0,0,0,7,natural,natural,"",46.803295,12776.848591,673.818332,13397496787.677967,fused,shoup,-1
+warp_rows_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,0,10,50,43.102623,5.004759,5.004887,0.000129,0,0,0,0,0,7,natural,natural,"",48.385090,12787.828967,663.264179,13409010546.691133,fused,shoup,-1
+interleaved_folded_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,1,0,10,50,43.161282,5.307535,5.307677,0.000141,0,0,0,0,0,7,natural,natural,"",45.860897,12058.328006,678.471262,12644073346.936062,fused,shoup,-1
+warp_rows_folded_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows-folded-wave-barriers","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,1,0,10,50,43.126305,5.013299,5.013584,0.000285,0,0,0,0,0,7,natural,natural,"",61.029598,12766.043689,586.245925,13386167027.546188,fused,shoup,-1
diff --git a/results/packet_folded_barriers/summary.csv b/results/packet_folded_barriers/summary.csv
new file mode 100644
index 0000000..8ac62d2
--- /dev/null
+++ b/results/packet_folded_barriers/summary.csv
@@ -0,0 +1,16 @@
+batch,mode,kernel_ms,trials
+16,aggregate,1.084969,3
+16,interleaved,1.144689,3
+16,interleaved_folded,1.151406,3
+16,warp_rows,1.12554,3
+16,warp_rows_folded,1.121423,3
+32,aggregate,2.420122,3
+32,interleaved,2.461184,3
+32,interleaved_folded,2.453934,3
+32,warp_rows,2.447933,3
+32,warp_rows_folded,2.44908,3
+64,aggregate,4.965192,3
+64,interleaved,5.016351,3
+64,interleaved_folded,5.013852,3
+64,warp_rows,5.006582,3
+64,warp_rows_folded,5.013299,3
diff --git a/results/packet_polling_backoff/analysis.md b/results/packet_polling_backoff/analysis.md
new file mode 100644
index 0000000..57932c7
--- /dev/null
+++ b/results/packet_polling_backoff/analysis.md
@@ -0,0 +1,27 @@
+# Packet Readiness Polling Backoff
+
+CUDA-event medians from independent processes. `ready_window` is the number of 32-cycle sleep quanta between acquire loads.
+
+| batch | ready window | sleep cycles | aggregate (ms) | online (ms) | online/aggregate |
+|---:|---:|---:|---:|---:|---:|
+| 16 | 1 | 32 | 1.080382 | 1.142129 | 0.946x |
+| 16 | 2 | 64 | 1.080382 | 1.137910 | 0.949x |
+| 16 | 4 | 128 | 1.080382 | 1.132913 | 0.954x |
+| 16 | 8 | 256 | 1.080382 | 1.136046 | 0.951x |
+| 16 | 16 | 512 | 1.080382 | 1.134264 | 0.952x |
+| 32 | 1 | 32 | 2.420347 | 2.519429 | 0.961x |
+| 32 | 2 | 64 | 2.420347 | 2.507797 | 0.965x |
+| 32 | 4 | 128 | 2.420347 | 2.529055 | 0.957x |
+| 32 | 8 | 256 | 2.420347 | 2.521190 | 0.960x |
+| 32 | 16 | 512 | 2.420347 | 2.513838 | 0.963x |
+| 64 | 1 | 32 | 4.938015 | 5.115843 | 0.965x |
+| 64 | 2 | 64 | 4.938015 | 5.124465 | 0.964x |
+| 64 | 4 | 128 | 4.938015 | 5.116785 | 0.965x |
+| 64 | 8 | 256 | 4.938015 | 5.112381 | 0.966x |
+| 64 | 16 | 512 | 4.938015 | 5.108982 | 0.967x |
+
+## Selected Points
+
+Batch 16: ready_window=4 (128 cycles), online/aggregate=0.954x.
+Batch 32: ready_window=2 (64 cycles), online/aggregate=0.965x.
+Batch 64: ready_window=16 (512 cycles), online/aggregate=0.967x.
diff --git a/results/packet_polling_backoff/raw.csv b/results/packet_polling_backoff/raw.csv
new file mode 100644
index 0000000..056984d
--- /dev/null
+++ b/results/packet_polling_backoff/raw.csv
@@ -0,0 +1,55 @@
+label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+aggregate_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,0,10,50,10.899328,1.209692,1.209868,0.000176,0,0,0,0,0,7,natural,natural,"",10.123264,13226.505925,719.674124,13868996676.892828,fused,shoup,-1
+online_b16_rw1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",1,0,10,50,10.899680,1.247007,1.247185,0.000179,0,0,0,0,0,7,natural,natural,"",10.124672,12830.725433,718.411490,13453990751.562092,fused,shoup,-1
+online_b16_rw2_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",2,0,10,50,10.894304,1.166152,1.166335,0.000184,0,0,0,0,0,7,natural,natural,"",10.125728,13720.342546,721.169549,14386821905.705040,fused,shoup,-1
+online_b16_rw4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,0,10,50,10.881312,1.141350,1.141510,0.000160,0,0,0,0,0,7,natural,natural,"",10.124288,14018.482108,722.447097,14699443894.397327,fused,shoup,-1
+online_b16_rw8_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,0,10,50,10.883872,1.132646,1.132831,0.000185,0,0,0,0,0,7,natural,natural,"",10.118784,14126.208686,722.827260,14812403399.580711,fused,shoup,-1
+online_b16_rw16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,0,10,50,10.876704,1.127752,1.127909,0.000157,0,0,0,0,0,7,natural,natural,"",10.115488,14187.520077,723.329138,14876693052.672615,fused,shoup,-1
+aggregate_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,0,10,50,10.881952,1.080382,1.080554,0.000172,0,0,0,0,0,7,natural,natural,"",10.120064,14809.583293,724.559004,15528973611.343922,fused,shoup,-1
+online_b16_rw1_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",1,0,10,50,10.886464,1.139261,1.139439,0.000177,0,0,0,0,0,7,natural,natural,"",10.117024,14044.185837,722.584141,14726396207.956247,fused,shoup,-1
+online_b16_rw2_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",2,0,10,50,10.875648,1.137910,1.138103,0.000193,0,0,0,0,0,7,natural,natural,"",10.119264,14060.868815,722.908301,14743889579.069632,fused,shoup,-1
+online_b16_rw4_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,0,10,50,10.877312,1.131172,1.131359,0.000187,0,0,0,0,0,7,natural,natural,"",10.112928,14144.623903,723.281139,14831713154.072466,fused,shoup,-1
+online_b16_rw8_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,0,10,50,10.882432,1.136046,1.136230,0.000184,0,0,0,0,0,7,natural,natural,"",10.114944,14083.936098,722.888654,14768077377.473402,fused,shoup,-1
+online_b16_rw16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,0,10,50,10.876224,1.134264,1.134440,0.000176,0,0,0,0,0,7,natural,natural,"",10.111936,14106.059139,723.248065,14791275068.219643,fused,shoup,-1
+aggregate_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,0,10,50,10.887360,1.078170,1.078350,0.000181,0,0,0,0,0,7,natural,natural,"",10.111648,14839.966025,724.730347,15560832214.806561,fused,shoup,-1
+online_b16_rw1_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",1,0,10,50,10.882624,1.142129,1.142305,0.000177,0,0,0,0,0,7,natural,natural,"",10.118752,14008.929043,722.559540,14689426780.170067,fused,shoup,-1
+online_b16_rw2_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",2,0,10,50,10.883520,1.136456,1.136615,0.000160,0,0,0,0,0,7,natural,natural,"",10.122752,14078.859943,722.584860,14762754644.002205,fused,shoup,-1
+online_b16_rw4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,0,10,50,10.877696,1.132913,1.133095,0.000183,0,0,0,0,0,7,natural,natural,"",10.121024,14122.889528,722.947111,14808923009.412052,fused,shoup,-1
+online_b16_rw8_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,0,10,50,10.879040,1.148047,1.148205,0.000157,0,0,0,0,0,7,natural,natural,"",10.111904,13936.707669,722.706822,14613697180.321018,fused,shoup,-1
+online_b16_rw16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,0,10,50,10.872480,1.140040,1.140178,0.000138,0,0,0,0,0,7,natural,natural,"",10.105280,14034.599187,723.399253,14716343877.480539,fused,shoup,-1
+aggregate_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,0,10,50,21.603905,2.424423,2.424550,0.000128,0,0,0,0,0,7,natural,natural,"",34.408863,13199.019547,547.596485,13840175120.118128,fused,shoup,-1
+online_b32_rw1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",1,0,10,50,23.981537,2.493747,2.493870,0.000122,0,0,0,0,0,7,natural,natural,"",35.052608,12832.094432,520.089323,13455426250.856684,fused,shoup,-1
+online_b32_rw2_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,0,10,50,30.639521,2.507797,2.507939,0.000142,0,0,0,0,0,7,natural,natural,"",34.990082,12760.205889,469.639295,13380045650.720957,fused,shoup,-1
+online_b32_rw4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",4,0,10,50,38.207104,2.529690,2.529822,0.000133,0,0,0,0,0,7,natural,natural,"",29.112640,12649.773564,458.128267,13264248964.738464,fused,shoup,-1
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+online_b64_rw1_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",1,0,10,50,79.384033,5.115843,5.115981,0.000138,0,0,0,0,0,7,natural,natural,"",40.191872,12510.157615,513.265723,13117851030.910360,fused,shoup,-1
+online_b64_rw2_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,0,10,50,43.091072,5.075599,5.075722,0.000122,0,0,0,0,0,7,natural,natural,"",49.061054,12609.348682,658.248454,13221860403.196714,fused,shoup,-1
+online_b64_rw4_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",4,0,10,50,43.098686,5.140542,5.140690,0.000148,0,0,0,0,0,7,natural,natural,"",50.801632,12450.050123,646.197945,13054823757.692062,fused,shoup,-1
+online_b64_rw8_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,43.093922,5.126615,5.126776,0.000161,0,0,0,0,0,7,natural,natural,"",44.591202,12483.870821,689.567947,13090287329.710266,fused,shoup,-1
+online_b64_rw16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,0,10,50,43.094463,5.116641,5.116799,0.000157,0,0,0,0,0,7,natural,natural,"",47.921280,12508.205958,665.748597,13115804570.775259,fused,shoup,-1
+aggregate_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,0,10,50,82.198242,4.938015,4.938185,0.000170,0,0,0,0,0,7,natural,natural,"",40.216801,12960.673511,502.539955,13590251187.099596,fused,shoup,-1
+online_b64_rw1_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",1,0,10,50,43.163902,5.399408,5.399536,0.000128,0,0,0,0,0,7,natural,natural,"",47.961662,11853.150561,663.040849,12428929202.705200,fused,shoup,-1
+online_b64_rw2_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,0,10,50,76.035202,5.156250,5.156416,0.000166,0,0,0,0,0,7,natural,natural,"",40.197632,12412.122360,527.230277,13015053615.720955,fused,shoup,-1
+online_b64_rw4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",4,0,10,50,43.146976,5.102551,5.102683,0.000132,0,0,0,0,0,7,natural,natural,"",44.615330,12542.745816,689.173514,13152022237.101158,fused,shoup,-1
+online_b64_rw8_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,83.269470,5.112381,5.112537,0.000156,0,0,0,0,0,7,natural,natural,"",40.201920,12518.627673,497.729996,13126732531.133453,fused,shoup,-1
+online_b64_rw16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,0,10,50,43.088833,5.082521,5.082617,0.000096,0,0,0,0,0,7,natural,natural,"",44.142048,12592.175119,693.290449,13203852617.393671,fused,shoup,-1
diff --git a/results/packet_polling_backoff/summary.csv b/results/packet_polling_backoff/summary.csv
new file mode 100644
index 0000000..c957c5a
--- /dev/null
+++ b/results/packet_polling_backoff/summary.csv
@@ -0,0 +1,16 @@
+batch,ready_window,poll_sleep_cycles,aggregate_ms,online_ms,online_over_aggregate,trials
+16,1,32,1.080382,1.142129,0.9459369300665686,3
+16,2,64,1.080382,1.13791,0.9494441563919818,3
+16,4,128,1.080382,1.132913,0.953631920544649,3
+16,8,256,1.080382,1.136046,0.9510019840745886,3
+16,16,512,1.080382,1.134264,0.9524960679348018,3
+32,1,32,2.420347,2.519429,0.9606728349955486,3
+32,2,64,2.420347,2.507797,0.9651287564344323,3
+32,4,128,2.420347,2.529055,0.9570163559115954,3
+32,8,256,2.420347,2.52119,0.9600018245352394,3
+32,16,512,2.420347,2.513838,0.9628094570930984,3
+64,1,32,4.938015,5.115843,0.9652397464112953,3
+64,2,64,4.938015,5.124465,0.9636157140306354,3
+64,4,128,4.938015,5.116785,0.965062045796335,3
+64,8,256,4.938015,5.112381,0.9658933870538992,3
+64,16,512,4.938015,5.108982,0.9665359948420252,3
diff --git a/results/packet_readiness_modes/analysis.md b/results/packet_readiness_modes/analysis.md
new file mode 100644
index 0000000..8b33d3b
--- /dev/null
+++ b/results/packet_readiness_modes/analysis.md
@@ -0,0 +1,35 @@
+# Packet Readiness Mode Screen
+
+CUDA-event medians from independent processes.
+
+| batch | mode | ready window | sleep cycles | kernel (ms) |
+|---:|:--|---:|---:|---:|
+| 16 | aggregate | 0 | 0 | 1.086300 |
+| 16 | per_packet | 4 | 128 | 1.132974 |
+| 16 | wave_bitmap | 1 | 32 | 1.137029 |
+| 16 | wave_bitmap | 2 | 64 | 1.139528 |
+| 16 | wave_bitmap | 4 | 128 | 1.143173 |
+| 16 | wave_bitmap | 8 | 256 | 1.144504 |
+| 16 | wave_bitmap | 16 | 512 | 1.136128 |
+| 32 | aggregate | 0 | 0 | 2.424771 |
+| 32 | per_packet | 2 | 64 | 2.522071 |
+| 32 | wave_bitmap | 1 | 32 | 2.455142 |
+| 32 | wave_bitmap | 2 | 64 | 2.452357 |
+| 32 | wave_bitmap | 4 | 128 | 2.454098 |
+| 32 | wave_bitmap | 8 | 256 | 2.444616 |
+| 32 | wave_bitmap | 16 | 512 | 2.463437 |
+| 64 | aggregate | 0 | 0 | 4.942787 |
+| 64 | per_packet | 16 | 512 | 5.152133 |
+| 64 | wave_bitmap | 1 | 32 | 5.001871 |
+| 64 | wave_bitmap | 2 | 64 | 4.998267 |
+| 64 | wave_bitmap | 4 | 128 | 5.010493 |
+| 64 | wave_bitmap | 8 | 256 | 4.990546 |
+| 64 | wave_bitmap | 16 | 512 | 5.005885 |
+
+## Selected Bitmap Points
+
+Batch 16: bitmap ready_window=16, bitmap/per-packet throughput=0.997x, bitmap/aggregate=0.956x.
+Batch 32: bitmap ready_window=8, bitmap/per-packet throughput=1.032x, bitmap/aggregate=0.992x.
+Batch 64: bitmap ready_window=8, bitmap/per-packet throughput=1.032x, bitmap/aggregate=0.990x.
+
+Bitmap/per-packet geomean throughput: 1.020x.
diff --git a/results/packet_readiness_modes/raw.csv b/results/packet_readiness_modes/raw.csv
new file mode 100644
index 0000000..9c49d33
--- /dev/null
+++ b/results/packet_readiness_modes/raw.csv
@@ -0,0 +1,64 @@
+label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,packet_readiness,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+aggregate_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,per-packet,0,10,50,10.911392,1.192387,1.192625,0.000239,0,0,0,0,0,7,natural,natural,"",10.141632,13418.467831,719.249473,14070283324.749914,fused,shoup,-1
+per_packet_b16_rw4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,per-packet,0,10,50,10.898176,1.166623,1.166880,0.000258,0,0,0,0,0,7,natural,natural,"",10.132608,13714.803287,720.804904,14381013571.501501,fused,shoup,-1
+wave_bitmap_b16_rw1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",1,wave-bitmap,0,10,50,10.876288,1.137029,1.137220,0.000190,0,0,0,0,0,7,natural,natural,"",10.113536,14071.758587,723.103266,14755308331.616846,fused,shoup,-1
+wave_bitmap_b16_rw2_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",2,wave-bitmap,0,10,50,10.889344,1.143931,1.144173,0.000242,0,0,0,0,0,7,natural,natural,"",10.140864,13986.858675,721.561258,14666284321.669432,fused,shoup,-1
+wave_bitmap_b16_rw4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,wave-bitmap,0,10,50,10.874816,1.143173,1.143380,0.000207,0,0,0,0,0,7,natural,natural,"",10.114208,13996.130612,722.928673,14676006652.949213,fused,shoup,-1
+wave_bitmap_b16_rw8_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,wave-bitmap,0,10,50,10.885824,1.144504,1.144749,0.000245,0,0,0,0,0,7,natural,natural,"",10.131712,13979.851258,721.955184,14658936512.915697,fused,shoup,-1
+wave_bitmap_b16_rw16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,0,10,50,10.886848,1.133220,1.133449,0.000229,0,0,0,0,0,7,natural,natural,"",10.134720,14119.060981,722.191515,14804908487.572605,fused,shoup,-1
+aggregate_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,per-packet,0,10,50,10.883104,1.086300,1.086496,0.000195,0,0,0,0,0,7,natural,natural,"",10.120448,14728.894428,724.314476,15444365203.240456,fused,shoup,-1
+per_packet_b16_rw4_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,per-packet,0,10,50,10.886240,1.126134,1.126315,0.000182,0,0,0,0,0,7,natural,natural,"",10.114336,14207.904691,723.107964,14898067869.598402,fused,shoup,-1
+wave_bitmap_b16_rw1_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",1,wave-bitmap,0,10,50,10.877952,1.129308,1.129497,0.000188,0,0,0,0,0,7,natural,natural,"",10.121408,14167.965542,723.043962,14856188636.145876,fused,shoup,-1
+wave_bitmap_b16_rw2_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",2,wave-bitmap,0,10,50,10.880544,1.139528,1.139717,0.000190,0,0,0,0,0,7,natural,natural,"",10.118304,14040.905107,722.726918,14722956113.041765,fused,shoup,-1
+wave_bitmap_b16_rw4_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,wave-bitmap,0,10,50,10.876800,1.129124,1.129281,0.000157,0,0,0,0,0,7,natural,natural,"",10.112256,14170.279558,723.386843,14858615057.694876,fused,shoup,-1
+wave_bitmap_b16_rw8_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,wave-bitmap,0,10,50,10.869824,1.144504,1.144688,0.000183,0,0,0,0,0,7,natural,natural,"",10.112384,13979.851258,723.107870,14658936512.915697,fused,shoup,-1
+wave_bitmap_b16_rw16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,0,10,50,10.872896,1.136128,1.136298,0.000170,0,0,0,0,0,7,natural,natural,"",10.111712,14082.920869,723.303220,14767012833.630695,fused,shoup,-1
+aggregate_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,per-packet,0,10,50,10.868288,1.084621,1.084790,0.000170,0,0,0,0,0,7,natural,natural,"",10.107136,14751.698942,725.293183,15468277469.330574,fused,shoup,-1
+per_packet_b16_rw4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,per-packet,0,10,50,10.869024,1.132974,1.133140,0.000166,0,0,0,0,0,7,natural,natural,"",10.109984,14122.122761,723.589564,14808118996.031599,fused,shoup,-1
+wave_bitmap_b16_rw1_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",1,wave-bitmap,0,10,50,10.867776,1.140081,1.140259,0.000179,0,0,0,0,0,7,natural,natural,"",10.107904,14034.094372,723.465947,14715814539.715109,fused,shoup,-1
+wave_bitmap_b16_rw2_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",2,wave-bitmap,0,10,50,10.867360,1.136210,1.136388,0.000178,0,0,0,0,0,7,natural,natural,"",10.107584,14081.904310,723.616684,14765946894.031195,fused,shoup,-1
+wave_bitmap_b16_rw4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",4,wave-bitmap,0,10,50,10.868320,1.154089,1.154275,0.000186,0,0,0,0,0,7,natural,natural,"",10.107968,13863.749122,722.988110,14537194599.360409,fused,shoup,-1
+wave_bitmap_b16_rw8_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,wave-bitmap,0,10,50,10.867328,1.139364,1.139534,0.000170,0,0,0,0,0,7,natural,natural,"",10.107584,14042.923610,723.514544,14725072667.273439,fused,shoup,-1
+wave_bitmap_b16_rw16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,0,10,50,10.867200,1.146532,1.146681,0.000149,0,0,0,0,0,7,natural,natural,"",10.107264,13955.129475,723.294761,14633013844.875639,fused,shoup,-1
+aggregate_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,0,10,50,39.013344,2.428723,2.428921,0.000198,0,0,0,0,0,7,natural,natural,"",33.553375,13175.647747,426.692597,13815668012.361485,fused,shoup,-1
+per_packet_b32_rw2_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,per-packet,0,10,50,38.271999,2.530816,2.530978,0.000162,0,0,0,0,0,7,natural,natural,"",34.725601,12644.142842,423.681595,13258344724.935591,fused,shoup,-1
+wave_bitmap_b32_rw1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",1,wave-bitmap,0,10,50,38.590305,2.453258,2.453455,0.000197,0,0,0,0,0,7,natural,natural,"",33.317726,13043.877326,430.331428,13677496710.580891,fused,shoup,-1
+wave_bitmap_b32_rw2_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,wave-bitmap,0,10,50,39.167358,2.444698,2.444879,0.000182,0,0,0,0,0,7,natural,natural,"",32.068577,13089.553390,434.306802,13725391535.661932,fused,shoup,-1
+wave_bitmap_b32_rw4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",4,wave-bitmap,0,10,50,38.559200,2.469437,2.469623,0.000185,0,0,0,0,0,7,natural,natural,"",24.197632,12958.417374,490.599880,13587885456.477007,fused,shoup,-1
+wave_bitmap_b32_rw8_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,0,10,50,38.507904,2.449777,2.449936,0.000160,0,0,0,0,0,7,natural,natural,"",31.879999,13062.415305,439.333049,13696935190.883444,fused,shoup,-1
+wave_bitmap_b32_rw16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,wave-bitmap,0,10,50,38.667519,2.448834,2.449014,0.000179,0,0,0,0,0,7,natural,natural,"",33.112831,13067.441289,431.097288,13702205317.038120,fused,shoup,-1
+aggregate_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,0,10,50,43.372929,2.424771,2.424973,0.000202,0,0,0,0,0,7,natural,natural,"",20.152351,13197.124744,485.215701,13838188275.611208,fused,shoup,-1
+per_packet_b32_rw2_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,per-packet,0,10,50,38.153984,2.522071,2.522242,0.000171,0,0,0,0,0,7,natural,natural,"",28.811680,12687.984770,460.512923,13304316318.585167,fused,shoup,-1
+wave_bitmap_b32_rw1_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",1,wave-bitmap,0,10,50,38.260033,2.458255,2.458441,0.000186,0,0,0,0,0,7,natural,natural,"",32.026463,13017.362402,439.894285,13649693798.300983,fused,shoup,-1
+wave_bitmap_b32_rw2_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,wave-bitmap,0,10,50,38.173855,2.452357,2.452537,0.000179,0,0,0,0,0,7,natural,natural,"",32.287167,13048.669581,438.876933,13682521754.501974,fused,shoup,-1
+wave_bitmap_b32_rw4_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",4,wave-bitmap,0,10,50,39.026081,2.454098,2.454274,0.000176,0,0,0,0,0,7,natural,natural,"",21.474400,13039.414147,508.302981,13672816728.750626,fused,shoup,-1
+wave_bitmap_b32_rw8_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,0,10,50,38.497726,2.444616,2.444796,0.000180,0,0,0,0,0,7,natural,natural,"",21.890240,13089.992540,509.289911,13725852017.706802,fused,shoup,-1
+wave_bitmap_b32_rw16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,wave-bitmap,0,10,50,38.253761,2.463437,2.463599,0.000162,0,0,0,0,0,7,natural,natural,"",32.348289,12989.981904,437.963272,13620983265.492838,fused,shoup,-1
+aggregate_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,0,10,50,38.183777,2.412687,2.412865,0.000178,0,0,0,0,0,7,natural,natural,"",33.923264,13263.218975,429.416491,13907493100.017946,fused,shoup,-1
+per_packet_b32_rw2_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,per-packet,0,10,50,38.186016,2.520719,2.520900,0.000181,0,0,0,0,0,7,natural,natural,"",32.042946,12694.789194,439.864470,13311451273.470837,fused,shoup,-1
+wave_bitmap_b32_rw1_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",1,wave-bitmap,0,10,50,38.458080,2.455142,2.455306,0.000164,0,0,0,0,0,7,natural,natural,"",32.657600,13033.867946,434.955037,13667001115.241756,fused,shoup,-1
+wave_bitmap_b32_rw2_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,wave-bitmap,0,10,50,38.099487,2.453320,2.453482,0.000162,0,0,0,0,0,7,natural,natural,"",31.758688,13043.550277,442.529918,13677153775.227896,fused,shoup,-1
+wave_bitmap_b32_rw4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",4,wave-bitmap,0,10,50,38.483906,2.450186,2.450373,0.000187,0,0,0,0,0,7,natural,natural,"",32.037216,13060.231632,438.528523,13694645443.576452,fused,shoup,-1
+wave_bitmap_b32_rw8_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,0,10,50,38.500801,2.444452,2.444641,0.000189,0,0,0,0,0,7,natural,natural,"",32.794113,13090.869651,433.960878,13726771735.661783,fused,shoup,-1
+wave_bitmap_b32_rw16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,wave-bitmap,0,10,50,38.437599,2.467922,2.468100,0.000178,0,0,0,0,0,7,natural,natural,"",28.509504,12966.374286,460.995293,13596228882.824673,fused,shoup,-1
+aggregate_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,0,10,50,43.189983,5.241385,5.241607,0.000222,0,0,0,0,0,7,natural,natural,"",43.811775,12210.513100,693.818505,12803650984.779541,fused,shoup,-1
+per_packet_b64_rw16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,per-packet,0,10,50,74.778755,5.181747,5.181992,0.000245,0,0,0,0,0,7,natural,natural,"",40.201954,12351.045817,532.612281,12951010218.480467,fused,shoup,-1
+wave_bitmap_b64_rw1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",1,wave-bitmap,0,10,50,43.096066,5.001871,5.002119,0.000248,0,0,0,0,0,7,natural,natural,"",48.678783,12795.211753,661.316068,13416751958.908201,fused,shoup,-1
+wave_bitmap_b64_rw2_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,wave-bitmap,0,10,50,75.606720,4.997406,4.997622,0.000215,0,0,0,0,0,7,natural,natural,"",40.204414,12806.642850,529.763869,13428738333.046097,fused,shoup,-1
+wave_bitmap_b64_rw4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",4,wave-bitmap,0,10,50,82.738976,4.987290,4.987519,0.000230,0,0,0,0,0,7,natural,natural,"",40.200832,12832.620764,500.284937,13455978150.647499,fused,shoup,-1
+wave_bitmap_b64_rw8_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,0,10,50,81.925278,4.984218,4.984449,0.000231,0,0,0,0,0,7,natural,natural,"",40.193214,12840.530766,503.529784,13464272388.730066,fused,shoup,-1
+wave_bitmap_b64_rw16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,wave-bitmap,0,10,50,82.106239,5.006336,5.006559,0.000223,0,0,0,0,0,7,natural,natural,"",40.210209,12783.799826,502.659444,13404785686.790649,fused,shoup,-1
+aggregate_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,0,10,50,43.098911,4.939551,4.939780,0.000229,0,0,0,0,0,7,natural,natural,"",45.567135,12956.643549,683.719799,13586025465.933790,fused,shoup,-1
+per_packet_b64_rw16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,per-packet,0,10,50,75.819328,5.136773,5.136988,0.000215,0,0,0,0,0,7,natural,natural,"",40.211426,12459.183740,528.194323,13064401049.118532,fused,shoup,-1
+wave_bitmap_b64_rw1_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",1,wave-bitmap,0,10,50,79.089951,4.977029,4.977253,0.000224,0,0,0,0,0,7,natural,natural,"",40.207329,12859.076336,514.989789,13483718828.434963,fused,shoup,-1
+wave_bitmap_b64_rw2_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,wave-bitmap,0,10,50,74.714333,4.998267,4.998489,0.000222,0,0,0,0,0,7,natural,natural,"",40.192352,12804.438795,533.756106,13426427213.501842,fused,shoup,-1
+wave_bitmap_b64_rw4_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",4,wave-bitmap,0,10,50,80.557312,5.010493,5.010725,0.000231,0,0,0,0,0,7,natural,natural,"",40.203136,12773.193465,508.861579,13393664110.461538,fused,shoup,-1
+wave_bitmap_b64_rw8_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,0,10,50,43.168831,5.349888,5.350079,0.000191,0,0,0,0,0,7,natural,natural,"",44.377697,11962.867600,688.939390,12543975856.678463,fused,shoup,-1
+wave_bitmap_b64_rw16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,wave-bitmap,0,10,50,79.031616,4.980490,4.980695,0.000205,0,0,0,0,0,7,natural,natural,"",40.198849,12850.140715,515.252458,13474349150.736847,fused,shoup,-1
+aggregate_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,0,10,50,72.969566,4.942787,4.943018,0.000231,0,0,0,0,0,7,natural,natural,"",40.190945,12948.161425,541.898501,13577131314.863384,fused,shoup,-1
+per_packet_b64_rw16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,per-packet,0,10,50,75.104637,5.152133,5.152354,0.000221,0,0,0,0,0,7,natural,natural,"",40.197346,12422.039600,531.322650,13025452595.384684,fused,shoup,-1
+wave_bitmap_b64_rw1_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",1,wave-bitmap,0,10,50,82.468224,5.011046,5.011277,0.000230,0,0,0,0,0,7,natural,natural,"",40.198879,12771.783530,501.260399,13392185686.275457,fused,shoup,-1
+wave_bitmap_b64_rw2_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",2,wave-bitmap,0,10,50,43.087711,5.034332,5.034527,0.000195,0,0,0,0,0,7,natural,natural,"",44.213921,12712.708756,693.121045,13330241296.953899,fused,shoup,-1
+wave_bitmap_b64_rw4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",4,wave-bitmap,0,10,50,82.113571,5.016003,5.015798,0.000000,0,0,0,0,0,7,natural,natural,"",40.197887,12759.163900,502.640981,13378953045.950499,fused,shoup,-1
+wave_bitmap_b64_rw8_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,0,10,50,76.939934,4.990546,4.990328,0.000000,0,0,0,0,0,7,natural,natural,"",40.197121,12824.248732,524.042067,13447199437.960093,fused,shoup,-1
+wave_bitmap_b64_rw16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,wave-bitmap,0,10,50,78.293022,5.005885,5.005717,0.000000,0,0,0,0,0,7,natural,natural,"",40.200832,12784.951794,518.219716,13405993612.495667,fused,shoup,-1
diff --git a/results/packet_readiness_modes/summary.csv b/results/packet_readiness_modes/summary.csv
new file mode 100644
index 0000000..35e44ef
--- /dev/null
+++ b/results/packet_readiness_modes/summary.csv
@@ -0,0 +1,22 @@
+batch,mode,ready_window,sleep_cycles,kernel_ms,trials
+16,aggregate,0,0,1.0863,3
+16,per_packet,4,128,1.132974,3
+16,wave_bitmap,1,32,1.137029,3
+16,wave_bitmap,2,64,1.139528,3
+16,wave_bitmap,4,128,1.143173,3
+16,wave_bitmap,8,256,1.144504,3
+16,wave_bitmap,16,512,1.136128,3
+32,aggregate,0,0,2.424771,3
+32,per_packet,2,64,2.522071,3
+32,wave_bitmap,1,32,2.455142,3
+32,wave_bitmap,2,64,2.452357,3
+32,wave_bitmap,4,128,2.454098,3
+32,wave_bitmap,8,256,2.444616,3
+32,wave_bitmap,16,512,2.463437,3
+64,aggregate,0,0,4.942787,3
+64,per_packet,16,512,5.152133,3
+64,wave_bitmap,1,32,5.001871,3
+64,wave_bitmap,2,64,4.998267,3
+64,wave_bitmap,4,128,5.010493,3
+64,wave_bitmap,8,256,4.990546,3
+64,wave_bitmap,16,512,5.005885,3
diff --git a/results/packet_shared_radix4_batch/analysis.md b/results/packet_shared_radix4_batch/analysis.md
new file mode 100644
index 0000000..68ed1fe
--- /dev/null
+++ b/results/packet_shared_radix4_batch/analysis.md
@@ -0,0 +1,14 @@
+# Packet-Shared Radix-4 Batch Crossover
+
+CUDA-event medians after warmup. Packet role weights are independently selected at each batch.
+
+| batch | v0.6 (ms) | lane32 (ms) | packet128 (ms) | weights | packet/v0.6 | packet/lane32 | packet/best old |
+|--:|--:|--:|--:|:--|--:|--:|--:|
+| 16 | 1.448254 | 1.168241 | 1.088235 | `7:13` | 1.331x | 1.074x | 1.074x |
+| 32 | 4.109404 | 2.327491 | 2.455829 | `5:15` | 1.673x | 0.948x | 0.948x |
+| 64 | 9.206579 | 5.312614 | 5.420585 | `5:15` | 1.698x | 0.980x | 0.980x |
+
+## Interpretation
+
+Packet128 beats v0.6 at 3/3 points and the best legacy core at 1/3 points. Its best-control-relative throughput ranges from 0.948x to 1.074x.
+The core consistently replaces v0.6, but the lane32 crossover remains batch-dependent; retain per-batch selector entries.
diff --git a/results/packet_shared_radix4_batch/raw.csv b/results/packet_shared_radix4_batch/raw.csv
new file mode 100644
index 0000000..1d94d41
--- /dev/null
+++ b/results/packet_shared_radix4_batch/raw.csv
@@ -0,0 +1,28 @@
+label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+v06_b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,5,100,10.897120,1.448254,1.448328,0.000075,0,0,0,0,0,7,natural,natural,"",10.117440,11047.789536,712.288311,11584446960.808657,fused,shoup,-1
+lane32_b16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io-10x10","experimental",0.000000,"all 32 lanes issue aligned stage-6 coefficient pairs from a prepacked side table",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io+homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io","256+256","8+8","4+4","1+1","0+0","0+0","6+6","84+76","full-scratch","1",8,0,5,100,10.873472,1.168241,1.168312,0.000071,0,0,0,0,0,7,natural,natural,"",10.108864,13695.808116,722.328823,14361095690.882969,fused,shoup,-1
+packet128_b16_w4_16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","4+16","full-scratch","1",8,0,5,100,10.876128,1.362053,1.362127,0.000074,0,0,0,0,0,7,natural,natural,"",10.115904,11746.972819,715.752845,12317593770.631880,fused,shoup,-1
+packet128_b16_w5_15,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,5,100,10.882048,1.200384,1.200497,0.000113,0,0,0,0,0,7,natural,natural,"",10.130144,13329.067801,720.312680,13976540598.019516,fused,shoup,-1
+packet128_b16_w6_14,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","6+14","full-scratch","1",8,0,5,100,10.904160,1.167800,1.167929,0.000129,0,0,0,0,0,7,natural,natural,"",10.123648,13700.972590,720.863350,14366511034.035480,fused,shoup,-1
+packet128_b16_w7_13,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",8,0,5,100,10.878400,1.088235,1.088342,0.000107,0,0,0,0,0,7,natural,natural,"",10.122112,14702.699955,724.350709,15416898308.254738,fused,shoup,-1
+packet128_b16_w8_12,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","8+12","full-scratch","1",8,0,5,100,10.877152,1.092813,1.092898,0.000086,0,0,0,0,0,7,natural,natural,"",10.126400,14641.117255,724.100993,15352324167.298595,fused,shoup,-1
+packet128_b16_w9_11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,100,10.880192,1.118792,1.118880,0.000089,0,0,0,0,0,7,natural,natural,"",10.116192,14301.142928,723.485106,14995835246.950142,fused,shoup,-1
+packet128_b16_w10_10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","10+10","full-scratch","1",8,0,5,100,10.881408,1.125765,1.125845,0.000080,0,0,0,0,0,7,natural,natural,"",10.119616,14212.555102,723.105389,14902944178.755505,fused,shoup,-1
+v06_b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,5,100,23.547329,4.109404,4.109451,0.000047,0,0,0,0,0,7,natural,natural,"",35.089153,7787.017125,509.993593,8165279268.983163,fused,shoup,-1
+lane32_b32,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io-10x10","experimental",0.000000,"all 32 lanes issue aligned stage-6 coefficient pairs from a prepacked side table",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io+homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io","256+256","8+8","4+4","1+1","0+0","0+0","6+6","84+76","full-scratch","1",8,0,5,100,31.215073,2.327491,2.327554,0.000063,0,0,0,0,0,7,natural,natural,"",33.718594,13748.713072,475.757503,14416570558.441368,fused,shoup,-1
+packet128_b32_w4_16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","4+16","full-scratch","1",8,0,5,100,37.529442,2.725949,2.726026,0.000077,0,0,0,0,0,7,natural,natural,"",23.110815,11739.029830,505.001040,12309264943.011827,fused,shoup,-1
+packet128_b32_w5_15,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,5,100,38.036991,2.455829,2.455906,0.000077,0,0,0,0,0,7,natural,natural,"",33.325184,13030.224964,433.498583,13663181171.863247,fused,shoup,-1
+packet128_b32_w6_14,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","6+14","full-scratch","1",8,0,5,100,21.624161,2.522931,2.522999,0.000068,0,0,0,0,0,7,natural,natural,"",20.152000,12683.659896,722.362431,13299781359.120161,fused,shoup,-1
+packet128_b32_w7_13,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",8,0,5,100,37.832607,2.489928,2.489992,0.000064,0,0,0,0,0,7,natural,natural,"",27.910688,12851.778434,468.979749,13476066423.172125,fused,shoup,-1
+packet128_b32_w8_12,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","8+12","full-scratch","1",8,0,5,100,30.038431,2.658836,2.658915,0.000079,0,0,0,0,0,7,natural,natural,"",33.658207,12035.340130,482.251092,12619968812.260580,fused,shoup,-1
+packet128_b32_w9_11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,100,33.842945,2.940252,2.940318,0.000066,0,0,0,0,0,7,natural,natural,"",33.996513,10883.420634,452.106963,11412093674.521183,fused,shoup,-1
+packet128_b32_w10_10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","10+10","full-scratch","1",8,0,5,100,23.515680,2.903204,2.903273,0.000070,0,0,0,0,0,7,natural,natural,"",33.642494,11022.306053,532.788307,11557725591.779661,fused,shoup,-1
+v06_b64,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,5,100,43.175007,9.206579,9.206642,0.000063,0,0,0,0,0,7,natural,natural,"",45.002815,6951.550467,657.189438,7289228983.003787,fused,shoup,-1
+lane32_b64,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io-10x10","experimental",0.000000,"all 32 lanes issue aligned stage-6 coefficient pairs from a prepacked side table",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io+homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io","256+256","8+8","4+4","1+1","0+0","0+0","6+6","84+76","full-scratch","1",8,0,5,100,68.680931,5.312614,5.312710,0.000096,0,0,0,0,0,7,natural,natural,"",40.209503,12046.800395,560.405357,12631985770.795824,fused,shoup,-1
+packet128_b64_w4_16,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","4+16","full-scratch","1",8,0,5,100,43.149406,5.648313,5.648447,0.000135,0,0,0,0,0,7,natural,natural,"",53.739872,11330.817695,624.161338,11881223495.368063,fused,shoup,-1
+packet128_b64_w5_15,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,5,100,67.640060,5.420585,5.420707,0.000122,0,0,0,0,0,7,natural,natural,"",40.277794,11806.844426,564.680444,12380373701.073647,fused,shoup,-1
+packet128_b64_w6_14,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","6+14","full-scratch","1",8,0,5,100,75.256676,6.090076,6.090176,0.000100,0,0,0,0,0,7,natural,natural,"",40.226528,10508.899283,526.431464,11019379574.159853,fused,shoup,-1
+packet128_b64_w7_13,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",8,0,5,100,81.343292,6.374441,6.374526,0.000084,0,0,0,0,0,7,natural,natural,"",40.226814,10040.095834,500.216705,10527803528.809174,fused,shoup,-1
+packet128_b64_w8_12,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","8+12","full-scratch","1",8,0,5,100,43.103294,6.788639,6.788722,0.000083,0,0,0,0,0,7,natural,natural,"",47.911552,9427.515494,654.373404,9885466486.260683,fused,shoup,-1
+packet128_b64_w9_11,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","9+11","full-scratch","1",8,0,5,100,43.140640,7.247380,7.247449,0.000069,0,0,0,0,0,7,natural,natural,"",44.319519,8830.777154,675.764573,9259740985.495621,fused,shoup,-1
+packet128_b64_w10_10,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","10+10","full-scratch","1",8,0,5,100,80.980576,6.809661,6.809745,0.000084,0,0,0,0,0,7,natural,natural,"",40.222366,9398.411514,499.950773,9854948751.834391,fused,shoup,-1
diff --git a/results/packet_shared_radix4_batch/summary.csv b/results/packet_shared_radix4_batch/summary.csv
new file mode 100644
index 0000000..14a50e1
--- /dev/null
+++ b/results/packet_shared_radix4_batch/summary.csv
@@ -0,0 +1,4 @@
+batch,v06_ms,lane32_ms,packet128_ms,packet_weights,packet_over_v06,packet_over_lane32,best_control,packet_over_best_control,weight_search_boundary
+16,1.448254,1.168241,1.088235,7:13,1.3308283596833403,1.0735190468970397,lane32,1.0735190468970397,False
+32,4.109404,2.327491,2.455829,5:15,1.6733266037659786,0.9477414754854675,lane32,0.9477414754854675,False
+64,9.206579,5.312614,5.420585,5:15,1.6984474922909611,0.9800813011879714,lane32,0.9800813011879714,False
diff --git a/results/packet_streaming_v06_comparison/analysis.md b/results/packet_streaming_v06_comparison/analysis.md
new file mode 100644
index 0000000..2b59321
--- /dev/null
+++ b/results/packet_streaming_v06_comparison/analysis.md
@@ -0,0 +1,13 @@
+# Packet Streaming versus v0.6
+
+CUDA-event medians from three order-rotated independent processes per implementation. Forward and inverse correctness are checked before timing.
+
+| batch | v0.6 (ms) | v0.7 aggregate (ms) | v0.7 online (ms) | aggregate/v0.6 | online/v0.6 | online/aggregate |
+|---:|---:|---:|---:|---:|---:|---:|
+| 16 | 1.520865 | 1.083413 | 1.144320 | 1.404x | 1.329x | 0.947x |
+| 32 | 4.094136 | 2.436465 | 2.524795 | 1.680x | 1.622x | 0.965x |
+| 64 | 9.227468 | 4.967137 | 5.128664 | 1.858x | 1.799x | 0.969x |
+
+## Result
+
+v0.7 aggregate beats v0.6 at 3/3 points with 1.636x geomean throughput. v0.7 online beats v0.6 at 3/3 points with 1.571x geomean throughput. Online reaches 0.960x of the aggregate path on this batch set.
diff --git a/results/packet_streaming_v06_comparison/before_padding_analysis.md b/results/packet_streaming_v06_comparison/before_padding_analysis.md
new file mode 100644
index 0000000..43cac47
--- /dev/null
+++ b/results/packet_streaming_v06_comparison/before_padding_analysis.md
@@ -0,0 +1,13 @@
+# Packet Streaming versus v0.6
+
+CUDA-event medians from three order-rotated independent processes per implementation. Forward and inverse correctness are checked before timing.
+
+| batch | v0.6 (ms) | v0.7 aggregate (ms) | v0.7 online (ms) | aggregate/v0.6 | online/v0.6 | online/aggregate |
+|---:|---:|---:|---:|---:|---:|---:|
+| 16 | 1.460367 | 1.081549 | 1.129964 | 1.350x | 1.292x | 0.957x |
+| 32 | 4.113428 | 2.417971 | 2.502431 | 1.701x | 1.644x | 0.966x |
+| 64 | 9.128469 | 4.930581 | 5.137776 | 1.851x | 1.777x | 0.960x |
+
+## Result
+
+v0.7 aggregate beats v0.6 at 3/3 points with 1.620x geomean throughput. v0.7 online beats v0.6 at 3/3 points with 1.557x geomean throughput. Online reaches 0.961x of the aggregate path on this batch set.
diff --git a/results/packet_streaming_v06_comparison/before_padding_raw.csv b/results/packet_streaming_v06_comparison/before_padding_raw.csv
new file mode 100644
index 0000000..e534c66
--- /dev/null
+++ b/results/packet_streaming_v06_comparison/before_padding_raw.csv
@@ -0,0 +1,28 @@
+label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+v06_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,10.893536,1.460367,1.460546,0.000179,0,0,0,0,0,7,natural,natural,"",10.120512,10956.146754,711.920642,11488352538.504951,fused,shoup,-1
+aggregate_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",8,0,10,50,10.867936,1.081549,1.081804,0.000255,0,0,0,0,0,7,natural,natural,"",18.453407,14793.599560,526.265721,15512213452.409533,fused,shoup,-1
+online_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,0,10,50,10.867136,1.129574,1.129725,0.000151,0,0,0,0,0,7,natural,natural,"",10.106208,14164.626734,723.886313,14852687642.038139,fused,shoup,-1
+online_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,0,10,50,10.868288,1.129964,1.130136,0.000172,0,0,0,0,0,7,natural,natural,"",10.107904,14159.749192,723.780290,14847573169.208281,fused,shoup,-1
+v06_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,10.867232,1.432494,1.432648,0.000154,0,0,0,0,0,7,natural,natural,"",10.106400,11169.330905,714.090426,11711892322.842236,fused,shoup,-1
+aggregate_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",8,0,10,50,10.868576,1.082327,1.082461,0.000134,0,0,0,0,0,7,natural,natural,"",10.108096,14782.962892,725.327558,15501060097.509289,fused,shoup,-1
+aggregate_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",8,0,10,50,10.868608,1.081139,1.081275,0.000135,0,0,0,0,0,7,natural,natural,"",10.107776,14799.204301,725.376087,15518090448.610044,fused,shoup,-1
+online_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,0,10,50,10.875872,1.136722,1.136898,0.000176,0,0,0,0,0,7,natural,natural,"",10.111968,14075.561519,723.178169,14759295995.583670,fused,shoup,-1
+v06_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,10.869760,1.518469,1.518606,0.000137,0,0,0,0,0,7,natural,natural,"",10.110528,10536.928312,711.150409,11048770141.388784,fused,shoup,-1
+v06_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,39.882336,4.127007,4.127150,0.000143,0,0,0,0,0,7,natural,natural,"",20.137280,7753.803166,498.857132,8130451908.178905,fused,shoup,-1
+aggregate_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,10,50,38.494816,2.417971,2.418113,0.000142,0,0,0,0,0,7,natural,natural,"",22.880800,13234.235739,501.617818,13877101974.295843,fused,shoup,-1
+online_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,38.326561,2.502431,2.502568,0.000137,0,0,0,0,0,7,natural,natural,"",30.794111,12787.567020,446.783212,13408735875.423246,fused,shoup,-1
+online_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,38.906593,2.496717,2.496861,0.000145,0,0,0,0,0,7,natural,natural,"",20.139393,12816.832409,519.964163,13439422859.910185,fused,shoup,-1
+v06_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,38.606655,4.070216,4.070358,0.000142,0,0,0,0,0,7,natural,natural,"",32.076031,7861.991192,428.077029,8243895276.371533,fused,shoup,-1
+aggregate_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,10,50,38.551296,2.421596,2.421738,0.000141,0,0,0,0,0,7,natural,natural,"",31.346209,13214.423952,442.483376,13856327810.229704,fused,shoup,-1
+aggregate_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,10,50,38.413246,2.417459,2.417600,0.000141,0,0,0,0,0,7,natural,natural,"",30.998816,13237.038021,445.499282,13880040379.993649,fused,shoup,-1
+online_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,38.247040,2.504049,2.504209,0.000160,0,0,0,0,0,7,natural,natural,"",21.951679,12779.304755,510.344299,13400072262.595831,fused,shoup,-1
+v06_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,38.557983,4.113428,4.113570,0.000142,0,0,0,0,0,7,natural,natural,"",24.755775,7779.399347,474.586016,8157291450.104585,fused,shoup,-1
+v06_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,82.300606,9.202790,9.202934,0.000143,0,0,0,0,0,7,natural,natural,"",40.209087,6954.412541,485.906866,7292230084.759464,fused,shoup,-1
+aggregate_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,10,50,81.229568,4.927979,4.928145,0.000166,0,0,0,0,0,7,natural,natural,"",40.193630,12987.067093,506.524758,13617926863.957056,fused,shoup,-1
+online_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,82.095650,5.106832,5.106986,0.000155,0,0,0,0,0,7,natural,natural,"",40.203522,12532.232435,502.331119,13140998158.073137,fused,shoup,-1
+online_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,43.092033,5.137776,5.137952,0.000175,0,0,0,0,0,7,natural,natural,"",44.904415,12456.750806,687.180251,13061849933.550619,fused,shoup,-1
+v06_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,43.096321,9.128469,9.128623,0.000155,0,0,0,0,0,7,natural,natural,"",45.470463,7011.033659,655.098364,7351601629.652985,fused,shoup,-1
+aggregate_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,10,50,78.903870,4.930581,4.930761,0.000181,0,0,0,0,0,7,natural,natural,"",40.203903,12980.215716,515.969442,13610742674.455959,fused,shoup,-1
+aggregate_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,10,50,65.652672,4.963389,4.963529,0.000140,0,0,0,0,0,7,natural,natural,"",40.199936,12894.414459,577.533945,13520773535.330160,fused,shoup,-1
+online_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,82.413567,5.168272,5.168450,0.000179,0,0,0,0,0,7,natural,natural,"",40.197536,12383.250277,500.863306,12984779042.643591,fused,shoup,-1
+v06_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,77.277794,9.078497,9.078648,0.000151,0,0,0,0,0,7,natural,natural,"",40.194912,7049.625117,505.724154,7392067706.294473,fused,shoup,-1
diff --git a/results/packet_streaming_v06_comparison/before_padding_summary.csv b/results/packet_streaming_v06_comparison/before_padding_summary.csv
new file mode 100644
index 0000000..e872c46
--- /dev/null
+++ b/results/packet_streaming_v06_comparison/before_padding_summary.csv
@@ -0,0 +1,4 @@
+batch,v06_ms,aggregate_ms,online_ms,aggregate_speedup_v06,online_speedup_v06,online_over_aggregate,trials
+16,1.460367,1.081549,1.129964,1.3502550508576123,1.2924013508394958,0.9571535022354696,3
+32,4.113428,2.417971,2.502431,1.70118996464391,1.6437727953338173,0.9662488196477745,3
+64,9.128469,4.930581,5.137776,1.851398242925124,1.776735498005363,0.9596722395059653,3
diff --git a/results/packet_streaming_v06_comparison/comprehensive.md b/results/packet_streaming_v06_comparison/comprehensive.md
new file mode 100644
index 0000000..f2218bc
--- /dev/null
+++ b/results/packet_streaming_v06_comparison/comprehensive.md
@@ -0,0 +1,129 @@
+# v0.7 Packet Streaming versus v0.6
+
+Device: Tesla V100-SXM2-16GB (`sm_70`). Numeric case: uint32 forward NTT,
+`logN=20`, modulus 998244353, full-scratch `10+10` decomposition.
+
+## Throughput
+
+CUDA-event values are medians from three independent processes. Execution
+order rotates between trials; each process uses 10 warmups and 50 timed
+iterations. Forward v0.6 and forward/inverse v0.7 online correctness are
+checked before timing.
+
+| batch | v0.6 (ms) | v0.7 aggregate (ms) | v0.7 online (ms) | aggregate/v0.6 | online/v0.6 | online/aggregate |
+|---:|---:|---:|---:|---:|---:|---:|
+| 16 | 1.460367 | 1.081549 | 1.129964 | 1.350x | 1.292x | 0.957x |
+| 32 | 4.113428 | 2.417971 | 2.502431 | 1.701x | 1.644x | 0.966x |
+| 64 | 9.128469 | 4.930581 | 5.137776 | 1.851x | 1.777x | 0.960x |
+
+Across these points, v0.7 aggregate reaches 1.620x geomean throughput over
+v0.6 and v0.7 online reaches 1.557x. Both replace v0.6 for this numeric and
+length regime. Online has not yet replaced aggregate: packet visibility and
+wave staging cost about 3.4-4.3% throughput.
+
+## Fixed-Clock Evidence
+
+The valid fixed-clock batch-16 physical-core capture measures v0.6 at
+1259.5 us and packet128 at 1061.2 us, a 1.187x throughput improvement. Dynamic
+warp instructions fall to 0.948x of v0.6 and CBU instructions fall from 8.56M
+to 3.62M. This establishes that the resident packet radix-4 codelet is more
+efficient than the v0.6 physical core.
+
+The corrected wave-16 fixed-clock attribution is:
+
+| batch | aggregate (us) | online (us) | online/aggregate | warp inst. | load sectors | shared-load conflicts | CBU inst. |
+|---:|---:|---:|---:|---:|---:|---:|---:|
+| 16 | 1226.2 | 1209.4 | 0.986x | 1.102x | 1.096x | 1.241x | 1.250x |
+| 32 | 2779.2 | 3000.8 | 1.080x | 1.116x | 1.088x | 1.243x | 1.300x |
+
+At batch 16 the overlap repays the extra instructions in the single fixed-clock
+capture. At batch 32 it does not. In both cases online executes materially more
+control and memory work. Long-scoreboard stall rises from 28.97% to 34.65% at
+batch 16 and from 26.50% to 27.45% at batch 32. CUDA-event medians remain the
+throughput-selection authority; NCU replay is used here to identify mechanism.
+
+Relative to the earlier fixed-clock v0.6 control at 1259.5 us, the current
+batch-16 aggregate and online points are 1.027x and 1.041x faster. The isolated
+packet128 core remains the stronger 1.187x physical-core result.
+
+## Architectural Conclusion
+
+The current performance hierarchy is:
+
+1. The packet128 physical subgraph is better than the v0.6 physical core.
+2. The complete v0.7 aggregate path is substantially faster than v0.6 under
+   steady CUDA-event timing.
+3. Correct online packet handoff preserves most of that gain but remains about
+   4% behind v0.7 aggregate.
+4. The remaining online deficit is orchestration overhead: per-packet global
+   acquire loads, wave barriers, shared staging conflicts, and long-scoreboard
+   latency. It is not a modular-arithmetic throughput deficit.
+
+Therefore v0.7 can replace v0.6 for the tested uint32 `logN=20`, batch 16-64
+table entries, while aggregate remains the selected v0.7 mode. Online stays a
+research candidate until it beats aggregate with exact correctness.
+
+The first shared-staging padding candidate was rejected: it did not reduce
+bank conflicts, increased registers from 64 to 71, and did not improve event
+timing. Packet acquire polling backoff is now an explicit runtime design
+parameter. Its event screen selects 128/64/512-cycle sleeps for batch 16/32/64
+and closes online to 0.954x/0.965x/0.967x of aggregate. Because the selected
+points improve the prior 64-cycle default by at most 0.4%, readiness polling
+frequency is a tuning parameter rather than the remaining architectural
+bottleneck.
+
+The fixed-clock polling capture confirms that conclusion. Across batch
+16/32/64, per-packet readiness adds 8.7%/9.4%/8.1% global-load sectors,
+25.0%/22.5%/24.3% shared-load conflicts, and 10.2%/11.5%/8.6% warp
+instructions relative to aggregate. Batch-64 replay time is nevertheless only
+1.0% slower, showing that the repeated work is increasingly hidden as the
+homogeneous stream grows.
+
+An identity-preserving bitmap follow-up packs the 256 packet flags into eight
+words and acquires four quadrant masks per q-wave. Event medians are:
+
+| batch | aggregate (ms) | per-packet (ms) | wave-bitmap (ms) | bitmap/per-packet | bitmap/aggregate |
+|---:|---:|---:|---:|---:|---:|
+| 16 | 1.086300 | 1.132974 | 1.136128 | 0.997x | 0.956x |
+| 32 | 2.424771 | 2.522071 | 2.444616 | 1.032x | 0.992x |
+| 64 | 4.942787 | 5.152133 | 4.990546 | 1.032x | 0.990x |
+
+Bitmap publication is therefore selected only from batch 32 onward pending
+fixed-clock counter confirmation. At batch 16, atomic-OR contention offsets
+the smaller polling footprint and per-packet readiness remains the better
+online mode.
+
+The matched readiness NCU capture revises the mechanism: bitmap reduces
+per-packet global-load sectors by only 0.6%-0.7% and leaves shared-load
+conflicts unchanged. Its batch-16/32 replay improvement instead corresponds to
+6.4%/11.0% fewer CBU instructions. Flag compression solves control work, not
+the residual 8%-9% online sector excess.
+
+A warp-row stage-0/1 mapping was then added to test whether mixing four rows in
+one warp caused coefficient-broadcast and shared-bank phase loss. Event timing
+finds only a 1.9% per-packet batch-16 gain; bitmap changes by -0.7%/-0.2%/-0.5%
+at batch 16/32/64. It is therefore retained as a counter-attribution ablation,
+not selected for dispatch.
+
+The matching fixed-clock capture verifies that the source mapping was correct:
+warp rows reduce bitmap load sectors by 8.7%-8.8%, shared-load conflicts by
+18.9%-19.2%, warp instructions by about 1%, and LSU instructions by
+1.6%-2.1%. Those reductions improve replay time at batch 16/32 but regress it
+at batch 64 and do not move steady CUDA-event timing. They remove work that is
+not the warm critical path.
+
+A producer/consumer allocation scan selects `8:12` at batch 16 and retains
+`5:15` at batch 32/64. Best warp-row throughput is
+0.965x/0.987x/0.982x aggregate, so the faster consumer does not expose unused
+producer capacity. Folding the packet core's post-compute wave barrier into
+the next staging barrier is correct in forward and inverse execution, but
+changes event time by at most 0.6%; the best folded-or-unfolded online points
+reach 0.967x/0.989x/0.992x aggregate.
+
+These controls close four suspected local causes: readiness polling frequency,
+flag representation, row mapping, and redundant wave barriers. The remaining
+fixed-`10+10` deficit is the fine-grained publication/staging protocol itself.
+The next useful v0.7 experiment is a generated stream with more than two
+homogeneous subgraphs, where a longer intra-transform dependency stream can
+amortize that protocol. More micro-tuning of the two-segment instance is not
+expected to reverse its ranking against aggregate.
diff --git a/results/packet_streaming_v06_comparison/padding_comparison.md b/results/packet_streaming_v06_comparison/padding_comparison.md
new file mode 100644
index 0000000..7d95188
--- /dev/null
+++ b/results/packet_streaming_v06_comparison/padding_comparison.md
@@ -0,0 +1,28 @@
+# Packet Staging Row-Padding Screen
+
+The candidate changes the online staging row stride from 256 to 257 words.
+The staging allocation grows from 1024 to 1028 words (16 bytes) and preserves
+four resident CTAs per SM. Butterfly arithmetic, packet readiness, global
+layout, and role weights are unchanged.
+
+Both tables use three order-rotated independent processes, 10 warmups, and 50
+timed iterations per process.
+
+| batch | aggregate before (ms) | aggregate padded (ms) | online before (ms) | online padded (ms) | padded online / before |
+|---:|---:|---:|---:|---:|---:|
+| 16 | 1.081549 | 1.083413 | 1.129964 | 1.144320 | 1.013x |
+| 32 | 2.417971 | 2.436465 | 2.502431 | 2.524795 | 1.009x |
+| 64 | 4.930581 | 4.967137 | 5.137776 | 5.128664 | 0.998x |
+
+CUDA-event timing is neutral to slightly negative. Padding is not promoted on
+this evidence alone. The fixed-clock NCU comparison must show a material
+shared-load-conflict reduction without moving the cost to extra instructions
+or scoreboard stalls; otherwise the candidate is rejected.
+
+## Fixed-Clock Decision
+
+The candidate is rejected. Relative to the unpadded capture, online
+shared-load conflicts increase by 0.7% at batch 16 and 0.6% at batch 32.
+Registers rise from 64 to 71 per thread. Online fixed-clock time regresses by
+2.4% and 0.4%, respectively. The row phase was therefore not the source of the
+measured conflicts, and the implementation has been reverted.
diff --git a/results/packet_streaming_v06_comparison/raw.csv b/results/packet_streaming_v06_comparison/raw.csv
new file mode 100644
index 0000000..4dcfa61
--- /dev/null
+++ b/results/packet_streaming_v06_comparison/raw.csv
@@ -0,0 +1,28 @@
+label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+v06_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,10.901760,1.589740,1.589906,0.000167,0,0,0,0,0,7,natural,natural,"",10.129024,10064.541634,707.322278,10553436808.600554,fused,shoup,-1
+aggregate_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",8,0,10,50,10.890368,1.119027,1.119190,0.000163,0,0,0,0,0,7,natural,natural,"",10.113312,14298.134031,723.238785,14992680189.721191,fused,shoup,-1
+online_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,0,10,50,10.878752,1.140019,1.140199,0.000180,0,0,0,0,0,7,natural,natural,"",10.113472,14034.851609,722.927182,14716608560.643986,fused,shoup,-1
+online_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,0,10,50,10.877056,1.145836,1.145997,0.000161,0,0,0,0,0,7,natural,natural,"",10.115104,13963.609730,722.739333,14641906036.416903,fused,shoup,-1
+v06_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,10.875968,1.498276,1.498418,0.000143,0,0,0,0,0,7,natural,natural,"",10.109344,10678.941212,711.630209,11197681460.562716,fused,shoup,-1
+aggregate_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",8,0,10,50,10.872576,1.083413,1.083556,0.000144,0,0,0,0,0,7,natural,natural,"",10.108640,14768.151176,725.142522,15485528887.488703,fused,shoup,-1
+aggregate_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",8,0,10,50,10.878336,1.083167,1.083312,0.000145,0,0,0,0,0,7,natural,natural,"",10.112576,14771.502602,724.832079,15489043111.938782,fused,shoup,-1
+online_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,0,10,50,10.883392,1.144320,1.144484,0.000164,0,0,0,0,0,7,natural,natural,"",10.115008,13982.102772,722.585098,14661297396.435472,fused,shoup,-1
+v06_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,10.872768,1.520865,1.521004,0.000139,0,0,0,0,0,7,natural,natural,"",10.110784,10520.326670,710.971530,11031362058.548780,fused,shoup,-1
+v06_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,38.089024,4.156908,4.157032,0.000124,0,0,0,0,0,7,natural,natural,"",30.568865,7698.030218,439.471121,8071969734.295197,fused,shoup,-1
+aggregate_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,10,50,38.767872,2.425282,2.425415,0.000133,0,0,0,0,0,7,natural,natural,"",30.807585,13194.339334,444.439882,13835267561.521345,fused,shoup,-1
+online_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,38.673119,2.529813,2.529942,0.000130,0,0,0,0,0,7,natural,natural,"",30.905920,12649.158410,443.773538,13263603928.498909,fused,shoup,-1
+online_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,38.208641,2.524795,2.524914,0.000119,0,0,0,0,0,7,natural,natural,"",30.693472,12674.297248,448.010435,13289963910.912025,fused,shoup,-1
+v06_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,38.194817,4.073493,4.073623,0.000131,0,0,0,0,0,7,natural,natural,"",30.828320,7855.666799,437.776688,8237263669.327369,fused,shoup,-1
+aggregate_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,10,50,21.624479,2.436465,2.436638,0.000173,0,0,0,0,0,7,natural,natural,"",25.005024,13133.783085,652.183199,13771769731.913246,fused,shoup,-1
+aggregate_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,10,50,38.422302,2.445415,2.445544,0.000130,0,0,0,0,0,7,natural,natural,"",23.054144,13085.715913,500.611210,13721367648.673681,fused,shoup,-1
+online_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,38.448578,2.523259,2.523400,0.000141,0,0,0,0,0,7,natural,natural,"",30.719521,12682.012016,446.357848,13298053431.777094,fused,shoup,-1
+v06_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,37.955776,4.094136,4.094243,0.000107,0,0,0,0,0,7,natural,natural,"",20.145599,7816.056462,514.506579,8195729220.673685,fused,shoup,-1
+v06_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,43.179359,9.227468,9.227564,0.000095,0,0,0,0,0,7,natural,natural,"",48.720448,6935.813443,632.865858,7272727516.583707,fused,shoup,-1
+aggregate_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,10,50,43.099873,4.967137,4.967289,0.000152,0,0,0,0,0,7,natural,natural,"",54.033054,12884.685013,626.836040,13510571472.172468,fused,shoup,-1
+online_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,43.102943,5.127967,5.128098,0.000132,0,0,0,0,0,7,natural,natural,"",45.699585,12480.579826,681.354866,13086836471.446215,fused,shoup,-1
+online_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,47.968159,5.128664,5.128749,0.000086,0,0,0,0,0,7,natural,natural,"",40.217793,12478.884509,685.851837,13085058802.957756,fused,shoup,-1
+v06_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,43.098785,9.152020,9.152110,0.000089,0,0,0,0,0,7,natural,natural,"",54.479328,6992.991364,599.643208,7332682912.403980,fused,shoup,-1
+aggregate_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,10,50,73.454620,4.932526,4.932689,0.000163,0,0,0,0,0,7,natural,natural,"",40.202370,12975.096036,539.676711,13605374301.443594,fused,shoup,-1
+aggregate_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",8,0,10,50,75.083199,4.973076,4.973223,0.000146,0,0,0,0,0,7,natural,natural,"",40.197792,12869.297710,532.206533,13494436715.660509,fused,shoup,-1
+online_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,0,10,50,83.586914,5.163520,5.163641,0.000121,0,0,0,0,0,7,natural,natural,"",40.202080,12394.645851,496.306727,12996728167.695324,fused,shoup,-1
+v06_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","17+13","full-scratch","1",8,0,10,50,43.108864,9.246392,9.246485,0.000093,0,0,0,0,0,7,natural,natural,"",50.796097,6921.618537,620.447510,7257843079.235257,fused,shoup,-1
diff --git a/results/packet_streaming_v06_comparison/summary.csv b/results/packet_streaming_v06_comparison/summary.csv
new file mode 100644
index 0000000..fe736a0
--- /dev/null
+++ b/results/packet_streaming_v06_comparison/summary.csv
@@ -0,0 +1,4 @@
+batch,v06_ms,aggregate_ms,online_ms,aggregate_speedup_v06,online_speedup_v06,online_over_aggregate,trials
+16,1.520865,1.083413,1.14432,1.4037721533708751,1.3290556837248322,0.9467745036353468,3
+32,4.094136,2.436465,2.524795,1.6803590447636225,1.621571652351973,0.9650149814143326,3
+64,9.227468,4.967137,5.128664,1.8577035423021349,1.7991952680074188,0.9685050531678426,3
diff --git a/results/packet_warp_rows_weights/analysis.md b/results/packet_warp_rows_weights/analysis.md
new file mode 100644
index 0000000..80156e8
--- /dev/null
+++ b/results/packet_warp_rows_weights/analysis.md
@@ -0,0 +1,45 @@
+# Packet Warp-Row Service-Weight Screen
+
+CUDA-event medians from independent processes.
+
+| batch | mode | producer:consumer | kernel (ms) |
+|---:|:--|:--:|---:|
+| 16 | aggregate | - | 1.086566 |
+| 16 | interleaved | 7:13 | 1.146286 |
+| 16 | warp_rows | 4:16 | 1.590907 |
+| 16 | warp_rows | 5:15 | 1.236275 |
+| 16 | warp_rows | 6:14 | 1.233961 |
+| 16 | warp_rows | 7:13 | 1.152225 |
+| 16 | warp_rows | 8:12 | 1.126359 |
+| 16 | warp_rows | 9:11 | 1.427333 |
+| 16 | warp_rows | 10:10 | 1.380168 |
+| 16 | warp_rows | 11:9 | 1.720709 |
+| 16 | warp_rows | 12:8 | 1.578435 |
+| 32 | aggregate | - | 2.420593 |
+| 32 | interleaved | 5:15 | 2.447749 |
+| 32 | warp_rows | 4:16 | 3.214500 |
+| 32 | warp_rows | 5:15 | 2.453094 |
+| 32 | warp_rows | 6:14 | 2.623283 |
+| 32 | warp_rows | 7:13 | 2.548388 |
+| 32 | warp_rows | 8:12 | 2.804900 |
+| 32 | warp_rows | 9:11 | 3.462759 |
+| 32 | warp_rows | 10:10 | 3.552358 |
+| 32 | warp_rows | 11:9 | 4.558766 |
+| 32 | warp_rows | 12:8 | 4.565627 |
+| 64 | aggregate | - | 4.957225 |
+| 64 | interleaved | 5:15 | 5.038490 |
+| 64 | warp_rows | 4:16 | 6.473666 |
+| 64 | warp_rows | 5:15 | 5.045965 |
+| 64 | warp_rows | 6:14 | 6.054564 |
+| 64 | warp_rows | 7:13 | 6.288651 |
+| 64 | warp_rows | 8:12 | 6.836163 |
+| 64 | warp_rows | 9:11 | 7.977533 |
+| 64 | warp_rows | 10:10 | 7.845867 |
+| 64 | warp_rows | 11:9 | 10.489959 |
+| 64 | warp_rows | 12:8 | 11.116400 |
+
+## Selected Points
+
+Batch 16: best=8:12; warp-row/interleaved throughput=1.018x; warp-row/aggregate=0.965x.
+Batch 32: best=5:15; warp-row/interleaved throughput=0.998x; warp-row/aggregate=0.987x.
+Batch 64: best=5:15; warp-row/interleaved throughput=0.999x; warp-row/aggregate=0.982x.
diff --git a/results/packet_warp_rows_weights/raw.csv b/results/packet_warp_rows_weights/raw.csv
new file mode 100644
index 0000000..fff8841
--- /dev/null
+++ b/results/packet_warp_rows_weights/raw.csv
@@ -0,0 +1,100 @@
+label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,packet_readiness,packet_compute_layout,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+aggregate_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,10.898144,1.205125,1.205278,0.000153,0,0,0,0,0,7,natural,natural,"",10.120448,13276.630025,719.951573,13921555605.344057,fused,shoup,-1
+interleaved_b16_p7_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,interleaved-rows,0,10,50,10.876896,1.154089,1.154249,0.000160,0,0,0,0,0,7,natural,natural,"",10.111328,13863.749122,722.598402,14537194599.360409,fused,shoup,-1
+warp_rows_b16_p4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","4+16","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.890048,1.596191,1.596348,0.000157,0,0,0,0,0,7,natural,natural,"",10.114976,10023.864251,707.926550,10510783480.742197,fused,shoup,-1
+warp_rows_b16_p5_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.878400,1.236275,1.236430,0.000155,0,0,0,0,0,7,natural,natural,"",10.113856,12942.102253,719.795642,13570777811.654993,fused,shoup,-1
+warp_rows_b16_p6_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","6+14","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.876704,1.233961,1.234097,0.000136,0,0,0,0,0,7,natural,natural,"",10.111072,12966.374286,720.015728,13596228882.824673,fused,shoup,-1
+warp_rows_b16_p7_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.875360,1.148252,1.148397,0.000145,0,0,0,0,0,7,natural,natural,"",10.110368,13934.221926,722.870465,14611090690.078329,fused,shoup,-1
+warp_rows_b16_p8_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.880128,1.126359,1.126544,0.000185,0,0,0,0,0,7,natural,natural,"",10.119296,14205.062685,723.138251,14895087809.488489,fused,shoup,-1
+warp_rows_b16_p9_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","9+11","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.885408,1.430753,1.430909,0.000156,0,0,0,0,0,7,natural,natural,"",10.113888,11182.919821,713.328786,11726141334.546682,fused,shoup,-1
+warp_rows_b16_p10_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","10+10","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.875360,1.391780,1.391932,0.000152,0,0,0,0,0,7,natural,natural,"",10.115904,11496.071595,714.826839,12054504768.940039,fused,shoup,-1
+warp_rows_b16_p11_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","11+9","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.875680,1.720709,1.720859,0.000150,0,0,0,0,0,7,natural,natural,"",10.116352,9298.492194,704.450419,9750175751.220181,fused,shoup,-1
+warp_rows_b16_p12_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","12+8","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.875648,1.578435,1.578588,0.000153,0,0,0,0,0,7,natural,natural,"",10.112480,10136.625323,709.013619,10629022034.379164,fused,shoup,-1
+aggregate_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,10.884640,1.084334,1.084475,0.000140,0,0,0,0,0,7,natural,natural,"",10.115008,14755.599296,724.507013,15472367287.543367,fused,shoup,-1
+interleaved_b16_p7_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,interleaved-rows,0,10,50,10.881120,1.146286,1.146441,0.000155,0,0,0,0,0,7,natural,natural,"",10.117216,13958.120562,722.523059,14636150226.043638,fused,shoup,-1
+warp_rows_b16_p4_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","4+16","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.874240,1.589658,1.589783,0.000125,0,0,0,0,0,7,natural,natural,"",10.113216,10065.060899,708.682256,10553981297.307076,fused,shoup,-1
+warp_rows_b16_p5_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.879616,1.233306,1.233459,0.000154,0,0,0,0,0,7,natural,natural,"",10.115488,12973.264975,719.799591,13603454294.692963,fused,shoup,-1
+warp_rows_b16_p6_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","6+14","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.873088,1.239532,1.239686,0.000154,0,0,0,0,0,7,natural,natural,"",10.110592,12908.102602,719.967956,13535126593.808161,fused,shoup,-1
+warp_rows_b16_p7_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.890880,1.152225,1.152373,0.000147,0,0,0,0,0,7,natural,natural,"",10.112832,13886.173660,722.154068,14560708431.904348,fused,shoup,-1
+warp_rows_b16_p8_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.875904,1.110098,1.110264,0.000167,0,0,0,0,0,7,natural,natural,"",10.112544,14413.143394,724.029535,15113276247.713531,fused,shoup,-1
+warp_rows_b16_p9_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","9+11","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.879808,1.427333,1.427488,0.000155,0,0,0,0,0,7,natural,natural,"",10.118176,11209.716789,713.479291,11754239991.832520,fused,shoup,-1
+warp_rows_b16_p10_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","10+10","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.891424,1.380168,1.380315,0.000148,0,0,0,0,0,7,natural,natural,"",10.118144,11592.793931,714.613162,12155925489.370501,fused,shoup,-1
+warp_rows_b16_p11_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","11+9","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.875584,1.736192,1.736441,0.000249,0,0,0,0,0,7,natural,natural,"",10.116192,9215.570692,703.978479,9663226253.802843,fused,shoup,-1
+warp_rows_b16_p12_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","12+8","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.877472,1.571492,1.571641,0.000149,0,0,0,0,0,7,natural,natural,"",10.115712,10181.408276,709.072891,10675980364.411983,fused,shoup,-1
+aggregate_b16_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,10.880096,1.086566,1.086714,0.000148,0,0,0,0,0,7,natural,natural,"",10.116000,14725.284428,724.550293,15440579844.530312,fused,shoup,-1
+interleaved_b16_p7_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,interleaved-rows,0,10,50,10.875776,1.141719,1.141868,0.000149,0,0,0,0,0,7,natural,natural,"",10.112128,14013.954886,723.012748,14694696758.581474,fused,shoup,-1
+warp_rows_b16_p4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","4+16","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.873344,1.590907,1.591051,0.000145,0,0,0,0,0,7,natural,natural,"",10.111680,10057.156970,708.719378,10545693426.959541,fused,shoup,-1
+warp_rows_b16_p5_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.876928,1.237135,1.237288,0.000153,0,0,0,0,0,7,natural,natural,"",10.115584,12933.103253,719.759482,13561341677.069727,fused,shoup,-1
+warp_rows_b16_p6_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","6+14","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.875808,1.228083,1.228223,0.000140,0,0,0,0,0,7,natural,natural,"",10.111232,13028.433956,720.230098,13661303163.970015,fused,shoup,-1
+warp_rows_b16_p7_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.877568,1.152430,1.152583,0.000153,0,0,0,0,0,7,natural,natural,"",10.109984,13883.705910,722.674458,14558120807.801655,fused,shoup,-1
+warp_rows_b16_p8_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.878880,1.138053,1.138188,0.000135,0,0,0,0,0,7,natural,natural,"",10.115872,14059.096972,722.908819,14742031666.638523,fused,shoup,-1
+warp_rows_b16_p9_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","9+11","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.876064,1.426104,1.426232,0.000128,0,0,0,0,0,7,natural,natural,"",10.112544,11219.375693,713.816868,11764368086.958570,fused,shoup,-1
+warp_rows_b16_p10_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","10+10","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.877376,1.374966,1.375116,0.000150,0,0,0,0,0,7,natural,natural,"",10.112736,11636.653182,715.401065,12201915247.223936,fused,shoup,-1
+warp_rows_b16_p11_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","11+9","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.871680,1.719644,1.719788,0.000144,0,0,0,0,0,7,natural,natural,"",10.112736,9304.250323,704.719766,9756213586.787380,fused,shoup,-1
+warp_rows_b16_p12_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","12+8","full-scratch","1",16,wave-bitmap,warp-rows,0,10,50,10.878272,1.619313,1.619456,0.000143,0,0,0,0,0,7,natural,natural,"",10.115456,9880.735545,707.556338,10360702154.777988,fused,shoup,-1
+aggregate_b32_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,24.965025,2.417807,2.417955,0.000148,0,0,0,0,0,7,natural,natural,"",32.642273,13235.132288,533.110269,13878042074.009327,fused,shoup,-1
+interleaved_b32_p5_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,10,50,21.628897,2.443285,2.443436,0.000152,0,0,0,0,0,7,natural,natural,"",32.679199,13097.123912,563.862936,13733329803.040979,fused,shoup,-1
+warp_rows_b32_p4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","4+16","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.630337,3.214500,3.214642,0.000143,0,0,0,0,0,7,natural,natural,"",32.815617,9954.892788,554.973093,10438461660.095697,fused,shoup,-1
+warp_rows_b32_p5_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.621857,2.453094,2.453226,0.000132,0,0,0,0,0,7,natural,natural,"",33.421120,13044.749536,556.559773,13678411288.936569,fused,shoup,-1
+warp_rows_b32_p6_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","6+14","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,38.486496,2.608292,2.608454,0.000162,0,0,0,0,0,7,natural,natural,"",23.878912,12268.565660,492.506970,12864523505.992386,fused,shoup,-1
+warp_rows_b32_p7_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.613600,2.545521,2.545664,0.000143,0,0,0,0,0,7,natural,natural,"",34.270721,12571.102628,547.665355,13181756508.861597,fused,shoup,-1
+warp_rows_b32_p8_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.617056,2.815263,2.815383,0.000120,0,0,0,0,0,7,natural,natural,"",34.200191,11366.612049,545.772301,11918756595.518251,fused,shoup,-1
+warp_rows_b32_p9_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","9+11","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.608383,3.466834,3.466940,0.000106,0,0,0,0,0,7,natural,natural,"",34.665054,9230.324143,535.652070,9678696368.658592,fused,shoup,-1
+warp_rows_b32_p10_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","10+10","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.606815,3.552358,3.552466,0.000107,0,0,0,0,0,7,natural,natural,"",34.245407,9008.100112,538.678997,9445677582.768639,fused,shoup,-1
+warp_rows_b32_p11_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","11+9","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.605856,4.622315,4.622389,0.000073,0,0,0,0,0,7,natural,natural,"",34.261375,6922.937356,529.017024,7259225960.790608,fused,shoup,-1
+warp_rows_b32_p12_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","12+8","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.610304,4.583936,4.584025,0.000090,0,0,0,0,0,7,natural,natural,"",34.045090,6980.900656,531.214413,7320004886.782251,fused,shoup,-1
+aggregate_b32_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,21.607073,2.438902,2.439028,0.000126,0,0,0,0,0,7,natural,natural,"",34.015903,13120.658926,551.136150,13758008053.899040,fused,shoup,-1
+interleaved_b32_p5_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,10,50,21.605536,2.447749,2.447870,0.000120,0,0,0,0,0,7,natural,natural,"",34.243614,13073.235122,548.914276,13708280591.647249,fused,shoup,-1
+warp_rows_b32_p4_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","4+16","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.602880,3.209953,3.210050,0.000097,0,0,0,0,0,7,natural,natural,"",34.504704,9968.992359,539.469463,10453246131.422392,fused,shoup,-1
+warp_rows_b32_p5_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.606848,2.448896,2.449011,0.000115,0,0,0,0,0,7,natural,natural,"",34.418369,13067.113058,547.250713,13701861141.545652,fused,shoup,-1
+warp_rows_b32_p6_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","6+14","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.608353,2.623283,2.623383,0.000100,0,0,0,0,0,7,natural,natural,"",34.494686,12198.454455,544.900463,12791006578.145456,fused,shoup,-1
+warp_rows_b32_p7_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.639872,2.548388,2.548514,0.000126,0,0,0,0,0,7,natural,natural,"",34.680351,12556.957554,543.583406,13166924323.667749,fused,shoup,-1
+warp_rows_b32_p8_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.609089,2.792346,2.792456,0.000110,0,0,0,0,0,7,natural,natural,"",34.926048,11459.899832,539.379029,12016575926.436819,fused,shoup,-1
+warp_rows_b32_p9_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","9+11","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.604704,3.462759,3.462876,0.000117,0,0,0,0,0,7,natural,natural,"",34.882015,9241.187227,533.782799,9690087137.658566,fused,shoup,-1
+warp_rows_b32_p10_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","10+10","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.642015,3.562967,3.563062,0.000095,0,0,0,0,0,7,natural,natural,"",34.808479,8981.279250,533.213702,9417553870.542391,fused,shoup,-1
+warp_rows_b32_p11_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","11+9","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,24.704767,4.555694,4.555796,0.000102,0,0,0,0,0,7,natural,natural,"",34.584961,7024.176618,501.210562,7365383021.684673,fused,shoup,-1
+warp_rows_b32_p12_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","12+8","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.607904,4.553114,4.553197,0.000083,0,0,0,0,0,7,natural,natural,"",34.755135,7028.157090,525.312228,7369556848.674755,fused,shoup,-1
+aggregate_b32_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,38.226398,2.420593,2.420710,0.000117,0,0,0,0,0,7,natural,natural,"",33.607712,13219.903551,430.949136,13862073585.672228,fused,shoup,-1
+interleaved_b32_p5_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,10,50,21.608000,2.462986,2.463092,0.000106,0,0,0,0,0,7,natural,natural,"",34.792030,12992.358463,543.635070,13623475267.426506,fused,shoup,-1
+warp_rows_b32_p4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","4+16","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,34.019489,3.217756,3.217865,0.000109,0,0,0,0,0,7,natural,natural,"",35.194912,9944.818585,441.792723,10427898093.101587,fused,shoup,-1
+warp_rows_b32_p5_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.605791,2.454487,2.454623,0.000136,0,0,0,0,0,7,natural,natural,"",34.670143,13037.347066,544.862429,13670649236.811556,fused,shoup,-1
+warp_rows_b32_p6_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","6+14","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.606880,2.638295,2.638397,0.000102,0,0,0,0,0,7,natural,natural,"",34.814304,12129.045761,541.826651,12718226287.736887,fused,shoup,-1
+warp_rows_b32_p7_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,37.826366,2.559857,2.559974,0.000118,0,0,0,0,0,7,natural,natural,"",31.475391,12500.699975,445.300321,13107933976.645781,fused,shoup,-1
+warp_rows_b32_p8_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.609665,2.804900,2.805002,0.000102,0,0,0,0,0,7,natural,natural,"",34.788609,11408.606648,540.511567,11962791124.811268,fused,shoup,-1
+warp_rows_b32_p9_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","9+11","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.603552,3.451843,3.451955,0.000113,0,0,0,0,0,7,natural,natural,"",34.634079,9270.411257,536.107930,9720730754.182894,fused,shoup,-1
+warp_rows_b32_p10_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","10+10","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.604448,3.549307,3.549411,0.000104,0,0,0,0,0,7,natural,natural,"",34.122272,9015.844833,539.847241,9453798511.556223,fused,shoup,-1
+warp_rows_b32_p11_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","11+9","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.602465,4.558766,4.558863,0.000097,0,0,0,0,0,7,natural,natural,"",34.492126,7019.442857,527.588271,7360419313.706733,fused,shoup,-1
+warp_rows_b32_p12_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,32,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","12+8","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,21.609152,4.565627,4.565708,0.000081,0,0,0,0,0,7,natural,natural,"",34.593121,7008.895526,526.593819,7349359635.291468,fused,shoup,-1
+aggregate_b64_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,81.446083,5.285171,5.285276,0.000105,0,0,0,0,0,7,natural,natural,"",40.204193,12109.352680,504.193284,12697576595.778688,fused,shoup,-1
+interleaved_b64_p5_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,10,50,43.083263,5.031158,5.031305,0.000147,0,0,0,0,0,7,natural,natural,"",47.283039,12720.729577,670.877397,13338651736.726294,fused,shoup,-1
+warp_rows_b64_p4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","4+16","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,46.317631,6.467236,6.467307,0.000071,0,0,0,0,0,7,natural,natural,"",40.196609,9896.036623,688.309144,10376746497.570114,fused,shoup,-1
+warp_rows_b64_p5_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.090816,5.048115,5.048235,0.000120,0,0,0,0,0,7,natural,natural,"",52.703423,12677.998973,634.653965,13293845451.360556,fused,shoup,-1
+warp_rows_b64_p6_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","6+14","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.099201,6.054564,6.054664,0.000100,0,0,0,0,0,7,natural,natural,"",48.074783,10570.539026,658.242885,11084013530.025028,fused,shoup,-1
+warp_rows_b64_p7_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.093246,6.305444,6.305523,0.000079,0,0,0,0,0,7,natural,natural,"",40.213730,10149.959685,714.186716,10643004127.003841,fused,shoup,-1
+warp_rows_b64_p8_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.088703,6.834933,6.835032,0.000099,0,0,0,0,0,7,natural,natural,"",47.144222,9363.661263,659.332562,9818510472.822529,fused,shoup,-1
+warp_rows_b64_p9_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","9+11","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.088959,7.961825,7.961886,0.000061,0,0,0,0,0,7,natural,natural,"",49.358688,8038.357665,637.390063,8428828927.373629,fused,shoup,-1
+warp_rows_b64_p10_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","10+10","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.084290,7.827763,7.827847,0.000084,0,0,0,0,0,7,natural,natural,"",49.623360,8176.026707,636.591610,8573185379.913474,fused,shoup,-1
+warp_rows_b64_p11_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","11+9","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.092609,10.489959,10.489980,0.000022,0,0,0,0,0,7,natural,natural,"",53.140255,6101.072601,599.684286,6397438304.135299,fused,shoup,-1
+warp_rows_b64_p12_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","12+8","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.126431,11.108987,11.109038,0.000051,0,0,0,0,0,7,natural,natural,"",47.220257,5761.101425,630.817355,6040952688.002705,fused,shoup,-1
+aggregate_b64_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,43.090881,4.936172,4.936302,0.000131,0,0,0,0,0,7,natural,natural,"",44.986561,12965.513777,688.071320,13595326574.317261,fused,shoup,-1
+interleaved_b64_p5_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,10,50,43.092354,5.044408,5.044521,0.000113,0,0,0,0,0,7,natural,natural,"",52.967392,12687.315523,633.010588,13303614561.803123,fused,shoup,-1
+warp_rows_b64_p4_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","4+16","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.162113,6.786027,6.786121,0.000093,0,0,0,0,0,7,natural,natural,"",47.033665,9431.143721,659.917598,9889270958.234898,fused,shoup,-1
+warp_rows_b64_p5_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.089439,5.029048,5.029165,0.000116,0,0,0,0,0,7,natural,natural,"",47.441055,12726.065523,669.739493,13344246881.442774,fused,shoup,-1
+warp_rows_b64_p6_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","6+14","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.092255,6.128640,6.128736,0.000096,0,0,0,0,0,7,natural,natural,"",48.109730,10442.773303,657.552546,10950041458.661804,fused,shoup,-1
+warp_rows_b64_p7_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.083649,6.288651,6.288748,0.000098,0,0,0,0,0,7,natural,natural,"",45.962624,10177.064200,671.317479,10671425270.735418,fused,shoup,-1
+warp_rows_b64_p8_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,81.944542,6.836163,6.836256,0.000093,0,0,0,0,0,7,natural,natural,"",40.195072,9361.977480,496.217210,9816744897.582056,fused,shoup,-1
+warp_rows_b64_p9_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","9+11","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.080032,7.977533,7.977606,0.000072,0,0,0,0,0,7,natural,natural,"",45.873024,8022.529931,660.266281,8412232345.014555,fused,shoup,-1
+warp_rows_b64_p10_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","10+10","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.092064,7.845867,7.845940,0.000072,0,0,0,0,0,7,natural,natural,"",45.786240,8157.160798,661.675355,8553403041.023520,fused,shoup,-1
+warp_rows_b64_p11_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","11+9","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.092865,10.495693,10.495732,0.000039,0,0,0,0,0,7,natural,natural,"",53.995041,6097.739210,594.886214,6393942989.549620,fused,shoup,-1
+warp_rows_b64_p12_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","12+8","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.104862,11.125003,11.125043,0.000040,0,0,0,0,0,7,natural,natural,"",53.578495,5752.807509,593.645984,6032255886.883368,fused,shoup,-1
+aggregate_b64_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","5+15","full-scratch","1",2,per-packet,interleaved-rows,0,10,50,43.090687,4.957225,4.957341,0.000117,0,0,0,0,0,7,natural,natural,"",45.618591,12910.449292,683.275216,13537587276.415455,fused,shoup,-1
+interleaved_b64_p5_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,interleaved-rows,0,10,50,43.094658,5.038490,5.038616,0.000126,0,0,0,0,0,7,natural,natural,"",52.438400,12702.218781,636.362881,13319241760.223818,fused,shoup,-1
+warp_rows_b64_p4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","4+16","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.097439,6.473666,6.473721,0.000055,0,0,0,0,0,7,natural,natural,"",40.192287,9886.206380,712.985531,10366438741.041386,fused,shoup,-1
+warp_rows_b64_p5_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","5+15","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.093185,5.045965,5.046044,0.000079,0,0,0,0,0,7,natural,natural,"",40.193665,12683.402199,724.532556,13299511144.500151,fused,shoup,-1
+warp_rows_b64_p6_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","6+14","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.165184,5.860557,5.860673,0.000117,0,0,0,0,0,7,natural,natural,"",51.186272,10920.464444,638.645992,11450936924.937176,fused,shoup,-1
+warp_rows_b64_p7_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","7+13","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.095039,6.252851,6.252972,0.000121,0,0,0,0,0,7,natural,natural,"",52.638336,10235.331036,627.535719,10732522476.458836,fused,shoup,-1
+warp_rows_b64_p8_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","8+12","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,85.112610,6.871634,6.871741,0.000107,0,0,0,0,0,7,natural,natural,"",40.194881,9313.650864,484.191432,9766070768.105249,fused,shoup,-1
+warp_rows_b64_p9_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","9+11","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.086624,7.978742,7.978819,0.000078,0,0,0,0,0,7,natural,natural,"",52.733311,8021.314994,616.578189,8410958391.567521,fused,shoup,-1
+warp_rows_b64_p10_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","10+10","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.091167,7.864668,7.864747,0.000079,0,0,0,0,0,7,natural,natural,"",51.004128,8137.660849,627.697365,8532955862.557421,fused,shoup,-1
+warp_rows_b64_p11_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","11+9","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,81.891708,10.483467,10.483516,0.000049,0,0,0,0,0,7,natural,natural,"",40.191360,6104.850559,482.776438,6401399779.932741,fused,shoup,-1
+warp_rows_b64_p12_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10-wave-bitmap-warp-rows","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,64,998244353,30,0,0,0,dataflow-radix4,"10+10","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+16","0+0","12+8","full-scratch","1",8,wave-bitmap,warp-rows,0,10,50,43.083969,11.116400,11.116434,0.000035,0,0,0,0,0,7,natural,natural,"",50.778561,5757.259666,609.646148,6036924311.700622,fused,shoup,-1
diff --git a/results/packet_warp_rows_weights/summary.csv b/results/packet_warp_rows_weights/summary.csv
new file mode 100644
index 0000000..c626fdc
--- /dev/null
+++ b/results/packet_warp_rows_weights/summary.csv
@@ -0,0 +1,34 @@
+batch,mode,producer_weight,consumer_weight,kernel_ms,trials
+16,aggregate,0,0,1.086566,3
+16,interleaved,7,13,1.146286,3
+16,warp_rows,4,16,1.590907,3
+16,warp_rows,5,15,1.236275,3
+16,warp_rows,6,14,1.233961,3
+16,warp_rows,7,13,1.152225,3
+16,warp_rows,8,12,1.126359,3
+16,warp_rows,9,11,1.427333,3
+16,warp_rows,10,10,1.380168,3
+16,warp_rows,11,9,1.720709,3
+16,warp_rows,12,8,1.578435,3
+32,aggregate,0,0,2.420593,3
+32,interleaved,5,15,2.447749,3
+32,warp_rows,4,16,3.2145,3
+32,warp_rows,5,15,2.453094,3
+32,warp_rows,6,14,2.623283,3
+32,warp_rows,7,13,2.548388,3
+32,warp_rows,8,12,2.8049,3
+32,warp_rows,9,11,3.462759,3
+32,warp_rows,10,10,3.552358,3
+32,warp_rows,11,9,4.558766,3
+32,warp_rows,12,8,4.565627,3
+64,aggregate,0,0,4.957225,3
+64,interleaved,5,15,5.03849,3
+64,warp_rows,4,16,6.473666,3
+64,warp_rows,5,15,5.045965,3
+64,warp_rows,6,14,6.054564,3
+64,warp_rows,7,13,6.288651,3
+64,warp_rows,8,12,6.836163,3
+64,warp_rows,9,11,7.977533,3
+64,warp_rows,10,10,7.845867,3
+64,warp_rows,11,9,10.489959,3
+64,warp_rows,12,8,11.1164,3
diff --git a/results/resident_execution_groups/quick/analysis.md b/results/resident_execution_groups/quick/analysis.md
new file mode 100644
index 0000000..4de1920
--- /dev/null
+++ b/results/resident_execution_groups/quick/analysis.md
@@ -0,0 +1,11 @@
+# Resident Execution-Group Screen
+
+M is the logical homogeneous-subgraph count. G is the physical execution-group count after resident boundary lowering. The arithmetic core and logical partition are held fixed within each M comparison.
+
+| batch | M | G | logical | execution | boundaries | kernel (ms) | vs G=M |
+|---:|---:|---:|:--:|:--:|---:|---:|---:|
+| 1 | 4 | 2 | `5+5+5+5` | `10+10` | 1 | 0.433835 | 2.575x |
+| 1 | 4 | 3 | `5+5+5+5` | `5+5+10` | 2 | 1.081685 | 1.033x |
+| 1 | 4 | 4 | `5+5+5+5` | `5+5+5+5` | 3 | 1.117184 | 1.000x |
+
+This screen measures boundary realization. It does not rank logical M independently of the physical core.
diff --git a/results/resident_execution_groups/quick/raw.csv b/results/resident_execution_groups/quick/raw.csv
new file mode 100644
index 0000000..a23bcfe
--- /dev/null
+++ b/results/resident_execution_groups/quick/raw.csv
@@ -0,0 +1,4 @@
+label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,logical_subgraphs,execution_stage_partition,execution_groups,materialized_boundaries,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,execution_group_cores,boundary_storage,boundary_buffers,ready_window,packet_readiness,packet_compute_layout,packet_fold_wave_barriers,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+m4_g3_p5-5-5-5_e5-5-10_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g3","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+10",3,2,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4","full-scratch+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,1,3,0.794432,1.081685,1.084752,0.003067,0,0,0,0,0,7,natural,natural,"",0.737568,924.483300,382.601531,969391000.784013,fused,shoup,-1
+m4_g4_p5-5-5-5_e5-5-5-5_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,1,3,0.781664,1.117184,1.120145,0.002961,0,0,0,0,0,7,natural,natural,"",0.734976,895.107665,379.676083,938588414.894801,fused,shoup,-1
+m4_g2_p5-5-5-5_e10-10_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,1,3,0.788576,0.433835,0.436860,0.003026,0,0,0,0,0,7,natural,natural,"",0.719520,2305.025542,514.951447,2416994462.956160,fused,shoup,-1
diff --git a/results/resident_execution_groups/quick/space.json b/results/resident_execution_groups/quick/space.json
new file mode 100644
index 0000000..d1ba980
--- /dev/null
+++ b/results/resident_execution_groups/quick/space.json
@@ -0,0 +1,218 @@
+{
+  "schema": "cuntt-ntt-partition-space-v2",
+  "shape": {
+    "logN": 20,
+    "batch": 1,
+    "word_bits": 32
+  },
+  "dimensions": {
+    "segment_count": [
+      4,
+      4
+    ],
+    "stage_log": [
+      2,
+      10
+    ],
+    "constraint": "sum(stage_partition) == logN",
+    "per_segment": [
+      "core",
+      "threads",
+      "units",
+      "data_space",
+      "data_time",
+      "cta_weight"
+    ],
+    "per_boundary": [
+      "storage",
+      "buffers",
+      "readiness",
+      "layout"
+    ],
+    "execution_group_count": [
+      2,
+      4
+    ],
+    "lowering_constraint": "resident-fused groups adjacent logical subgraphs; each execution group has at most 10 stages"
+  },
+  "preferred_stage_logs": [
+    6,
+    8,
+    10
+  ],
+  "partition_count": 375,
+  "partition_count_by_segments": {
+    "4": 375
+  },
+  "shortlist_policy": {
+    "top_per_segment_count": 1,
+    "boundary_penalty": 1.0,
+    "note": "static legality/shortlisting only; event timing ranks candidates"
+  },
+  "shortlist": [
+    {
+      "segment_count": 4,
+      "stage_partition": [
+        5,
+        5,
+        5,
+        5
+      ],
+      "logical_boundary_count": 3,
+      "minimum_execution_group_count": 2,
+      "minimum_materialized_boundary_count": 1,
+      "full_scratch_value_passes": 4,
+      "full_scratch_workspace_bytes": 12582912,
+      "minimum_full_scratch_workspace_bytes": 4194304,
+      "publication_tokens": 3072,
+      "minimum_publication_tokens": 1,
+      "task_counts": [
+        32768,
+        32768,
+        32768,
+        32768
+      ],
+      "stage_min": 5,
+      "stage_max": 5,
+      "stage_stddev": 0.0,
+      "default_cta_weights": [
+        5,
+        5,
+        5,
+        5
+      ],
+      "physical_templates": [
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix2",
+            "radix2",
+            "radix2",
+            "radix2"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix8",
+            "radix8",
+            "radix8",
+            "radix8"
+          ]
+        },
+        {
+          "kind": "tail-specialized",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix8"
+          ]
+        }
+      ],
+      "execution_templates": [
+        {
+          "kind": "resident-fused",
+          "boundary_storage": [
+            "resident-fused",
+            "full-scratch",
+            "resident-fused"
+          ],
+          "execution_stage_partition": [
+            10,
+            10
+          ],
+          "execution_group_count": 2,
+          "materialized_boundary_count": 1
+        },
+        {
+          "kind": "resident-fused",
+          "boundary_storage": [
+            "full-scratch",
+            "full-scratch",
+            "resident-fused"
+          ],
+          "execution_stage_partition": [
+            5,
+            5,
+            10
+          ],
+          "execution_group_count": 3,
+          "materialized_boundary_count": 2
+        },
+        {
+          "kind": "resident-fused",
+          "boundary_storage": [
+            "full-scratch",
+            "resident-fused",
+            "full-scratch"
+          ],
+          "execution_stage_partition": [
+            5,
+            10,
+            5
+          ],
+          "execution_group_count": 3,
+          "materialized_boundary_count": 2
+        },
+        {
+          "kind": "resident-fused",
+          "boundary_storage": [
+            "resident-fused",
+            "full-scratch",
+            "full-scratch"
+          ],
+          "execution_stage_partition": [
+            10,
+            5,
+            5
+          ],
+          "execution_group_count": 3,
+          "materialized_boundary_count": 2
+        },
+        {
+          "kind": "full-scratch",
+          "boundary_storage": [
+            "full-scratch",
+            "full-scratch",
+            "full-scratch"
+          ],
+          "execution_stage_partition": [
+            5,
+            5,
+            5,
+            5
+          ],
+          "execution_group_count": 4,
+          "materialized_boundary_count": 3
+        },
+        {
+          "kind": "ring",
+          "boundary_storage": [
+            "ring",
+            "ring",
+            "ring"
+          ],
+          "execution_stage_partition": [
+            5,
+            5,
+            5,
+            5
+          ],
+          "execution_group_count": 4,
+          "materialized_boundary_count": 3
+        }
+      ],
+      "static_score": 5.0
+    }
+  ]
+}
diff --git a/results/resident_execution_groups/quick/summary.csv b/results/resident_execution_groups/quick/summary.csv
new file mode 100644
index 0000000..7d31ad2
--- /dev/null
+++ b/results/resident_execution_groups/quick/summary.csv
@@ -0,0 +1,4 @@
+batch,logical_subgraphs,execution_groups,logical_partition,execution_partition,materialized_boundaries,trials,kernel_ms,min_kernel_ms,max_kernel_ms
+1,4,2,5+5+5+5,10+10,1,1,0.433835,0.433835,0.433835
+1,4,3,5+5+5+5,5+5+10,2,1,1.081685,1.081685,1.081685
+1,4,4,5+5+5+5,5+5+5+5,3,1,1.117184,1.117184,1.117184
diff --git a/results/resident_execution_groups/v100_g2_confirmed/analysis.md b/results/resident_execution_groups/v100_g2_confirmed/analysis.md
new file mode 100644
index 0000000..6820542
--- /dev/null
+++ b/results/resident_execution_groups/v100_g2_confirmed/analysis.md
@@ -0,0 +1,39 @@
+# Resident Execution-Group Screen
+
+M is the logical homogeneous-subgraph count. G is the physical execution-group count after resident boundary lowering. The arithmetic core is fixed. When present, a resident row has a matched G=M control with the same logical partition; different (M,G) cells may select different logical partitions.
+
+| batch | M | G | logical | execution | boundaries | kernel (ms) | vs G=M |
+|---:|---:|---:|:--:|:--:|---:|---:|---:|
+| 1 | 2 | 2 | `10+10` | `10+10` | 1 | 0.427008 | 1.000x |
+| 1 | 3 | 2 | `5+5+10` | `10+10` | 1 | 0.427315 | n/a |
+| 1 | 4 | 2 | `5+5+5+5` | `10+10` | 1 | 0.426633 | n/a |
+| 1 | 5 | 2 | `3+3+4+5+5` | `10+10` | 1 | 0.427110 | n/a |
+| 1 | 6 | 2 | `3+3+4+3+3+4` | `10+10` | 1 | 0.427315 | n/a |
+| 1 | 7 | 2 | `2+2+3+3+3+3+4` | `10+10` | 1 | 0.427486 | n/a |
+| 1 | 8 | 2 | `2+2+3+3+2+2+3+3` | `10+10` | 1 | 0.427349 | n/a |
+| 4 | 2 | 2 | `10+10` | `10+10` | 1 | 1.112508 | 1.000x |
+| 4 | 3 | 2 | `5+5+10` | `10+10` | 1 | 1.111586 | n/a |
+| 4 | 4 | 2 | `5+5+5+5` | `10+10` | 1 | 1.124659 | n/a |
+| 4 | 5 | 2 | `3+3+4+5+5` | `10+10` | 1 | 1.109231 | n/a |
+| 4 | 6 | 2 | `3+3+4+3+3+4` | `10+10` | 1 | 1.110494 | n/a |
+| 4 | 7 | 2 | `2+2+3+3+3+3+4` | `10+10` | 1 | 1.114692 | n/a |
+| 4 | 8 | 2 | `2+2+3+3+2+2+3+3` | `10+10` | 1 | 1.112644 | n/a |
+| 16 | 2 | 2 | `10+10` | `10+10` | 1 | 3.759753 | 1.000x |
+| 16 | 3 | 2 | `5+5+10` | `10+10` | 1 | 3.795934 | n/a |
+| 16 | 4 | 2 | `5+5+5+5` | `10+10` | 1 | 3.759104 | n/a |
+| 16 | 5 | 2 | `3+3+4+5+5` | `10+10` | 1 | 3.740979 | n/a |
+| 16 | 6 | 2 | `3+3+4+3+3+4` | `10+10` | 1 | 3.722001 | n/a |
+| 16 | 7 | 2 | `2+2+3+3+3+3+4` | `10+10` | 1 | 3.741867 | n/a |
+| 16 | 8 | 2 | `2+2+3+3+2+2+3+3` | `10+10` | 1 | 3.756715 | n/a |
+
+## Physical-Equivalence Check
+
+Rows below lower different logical M values to the same physical schedule.
+
+| batch | G | execution | logical variants | min (ms) | max (ms) | spread |
+|---:|---:|:--:|---:|---:|---:|---:|
+| 1 | 2 | `10+10` | 7 | 0.426633 | 0.427486 | 0.20% |
+| 4 | 2 | `10+10` | 7 | 1.109231 | 1.124659 | 1.39% |
+| 16 | 2 | `10+10` | 7 | 3.722001 | 3.795934 | 1.99% |
+
+This screen measures boundary realization. It does not rank logical M independently of the physical core.
diff --git a/results/resident_execution_groups/v100_g2_confirmed/raw.csv b/results/resident_execution_groups/v100_g2_confirmed/raw.csv
new file mode 100644
index 0000000..2c6bd1f
--- /dev/null
+++ b/results/resident_execution_groups/v100_g2_confirmed/raw.csv
@@ -0,0 +1,64 @@
+label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,logical_subgraphs,execution_stage_partition,execution_groups,materialized_boundaries,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,execution_group_cores,boundary_storage,boundary_buffers,ready_window,packet_readiness,packet_compute_layout,packet_fold_wave_barriers,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
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+m6_g2_p3-3-4-3-3-4_e10-10_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m6-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"3+3+4+3+3+4",6,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256","1+1+1+1+1+1","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","3+3+4+3+3+4","radix4+radix4","resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.786528,0.427486,0.427757,0.000271,0,0,0,0,0,7,natural,natural,"",0.737504,2339.258533,512.421644,2452890355.261828,fused,shoup,-1
+m5_g2_p3-3-4-5-5_e10-10_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m5-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"3+3+4+5+5",5,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4","256+256+256+256+256","1+1+1+1+1","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","3+3+4+5+5","radix4+radix4","resident-fused+resident-fused+full-scratch+resident-fused","1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.788128,0.427110,0.427380,0.000270,0,0,0,0,0,7,natural,natural,"",0.720000,2341.315175,516.732196,2455046900.977891,fused,shoup,-1
+m4_g2_p5-5-5-5_e10-10_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.787072,0.425779,0.426028,0.000249,0,0,0,0,0,7,natural,natural,"",0.732896,2348.635032,513.941380,2462722327.132636,fused,shoup,-1
+m3_g2_p5-5-10_e10-10_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m3-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+10",3,"10+10",2,1,"radix4+radix4+radix4","256+256+256","1+1+1","0+0+0","0+0+0","0+0+0","0+0+0","0+0+0","5+5+10","radix4+radix4","resident-fused+full-scratch","1+1",8,per-packet,interleaved-rows,0,0,5,30,0.782944,0.426769,0.427025,0.000256,0,0,0,0,0,7,natural,natural,"",0.735648,2343.187574,514.043388,2457010253.554017,fused,shoup,-1
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diff --git a/results/resident_execution_groups/v100_g2_confirmed/space.json b/results/resident_execution_groups/v100_g2_confirmed/space.json
new file mode 100644
index 0000000..10ab16f
--- /dev/null
+++ b/results/resident_execution_groups/v100_g2_confirmed/space.json
@@ -0,0 +1,5688 @@
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+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          3,
+          3,
+          3,
+          3,
+          6
+        ],
+        "execution_group_count": 6,
+        "materialized_boundary_count": 5
+      },
+      "static_score": 27.08748177652797
+    },
+    {
+      "segment_count": 7,
+      "stage_partition": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "full-scratch",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch"
+        ],
+        "execution_stage_partition": [
+          2,
+          3,
+          3,
+          3,
+          3,
+          3,
+          3
+        ],
+        "execution_group_count": 7,
+        "materialized_boundary_count": 6
+      },
+      "static_score": 28.08748177652797
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        3,
+        3,
+        2,
+        2,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        3,
+        3,
+        2,
+        2,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "resident-fused",
+          "resident-fused",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          10,
+          10
+        ],
+        "execution_group_count": 2,
+        "materialized_boundary_count": 1
+      },
+      "static_score": 29.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "resident-fused",
+          "resident-fused",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          9,
+          9
+        ],
+        "execution_group_count": 3,
+        "materialized_boundary_count": 2
+      },
+      "static_score": 30.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          7,
+          9
+        ],
+        "execution_group_count": 4,
+        "materialized_boundary_count": 3
+      },
+      "static_score": 31.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          5,
+          9
+        ],
+        "execution_group_count": 5,
+        "materialized_boundary_count": 4
+      },
+      "static_score": 32.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          2,
+          3,
+          9
+        ],
+        "execution_group_count": 6,
+        "materialized_boundary_count": 5
+      },
+      "static_score": 33.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          2,
+          3,
+          3,
+          6
+        ],
+        "execution_group_count": 7,
+        "materialized_boundary_count": 6
+      },
+      "static_score": 34.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "full-scratch",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          2,
+          3,
+          3,
+          3,
+          3
+        ],
+        "execution_group_count": 8,
+        "materialized_boundary_count": 7
+      },
+      "static_score": 35.125
+    }
+  ]
+}
diff --git a/results/resident_execution_groups/v100_g2_confirmed/summary.csv b/results/resident_execution_groups/v100_g2_confirmed/summary.csv
new file mode 100644
index 0000000..cdec11e
--- /dev/null
+++ b/results/resident_execution_groups/v100_g2_confirmed/summary.csv
@@ -0,0 +1,22 @@
+batch,logical_subgraphs,execution_groups,logical_partition,execution_partition,materialized_boundaries,trials,kernel_ms,min_kernel_ms,max_kernel_ms
+1,2,2,10+10,10+10,1,3,0.427008,0.426359,0.427213
+1,3,2,5+5+10,10+10,1,3,0.427315,0.426769,0.427861
+1,4,2,5+5+5+5,10+10,1,3,0.426633,0.425779,0.427145
+1,5,2,3+3+4+5+5,10+10,1,3,0.42711,0.42694,0.427861
+1,6,2,3+3+4+3+3+4,10+10,1,3,0.427315,0.426633,0.427486
+1,7,2,2+2+3+3+3+3+4,10+10,1,3,0.427486,0.427247,0.42752
+1,8,2,2+2+3+3+2+2+3+3,10+10,1,3,0.427349,0.426871,0.427452
+4,2,2,10+10,10+10,1,3,1.112508,1.093803,1.116672
+4,3,2,5+5+10,10+10,1,3,1.111586,1.103804,1.128926
+4,4,2,5+5+5+5,10+10,1,3,1.124659,1.119573,1.12541
+4,5,2,3+3+4+5+5,10+10,1,3,1.109231,1.107456,1.112849
+4,6,2,3+3+4+3+3+4,10+10,1,3,1.110494,1.103497,1.117252
+4,7,2,2+2+3+3+3+3+4,10+10,1,3,1.114692,1.11162,1.115785
+4,8,2,2+2+3+3+2+2+3+3,10+10,1,3,1.112644,1.108105,1.115887
+16,2,2,10+10,10+10,1,3,3.759753,3.731593,3.791223
+16,3,2,5+5+10,10+10,1,3,3.795934,3.737259,3.824128
+16,4,2,5+5+5+5,10+10,1,3,3.759104,3.734733,3.780813
+16,5,2,3+3+4+5+5,10+10,1,3,3.740979,3.735245,3.761732
+16,6,2,3+3+4+3+3+4,10+10,1,3,3.722001,3.677696,3.741798
+16,7,2,2+2+3+3+3+3+4,10+10,1,3,3.741867,3.728077,3.937451
+16,8,2,2+2+3+3+2+2+3+3,10+10,1,3,3.756715,3.720363,3.792008
diff --git a/results/resident_execution_groups/v100_g2_dataflow_confirmed/analysis.md b/results/resident_execution_groups/v100_g2_dataflow_confirmed/analysis.md
new file mode 100644
index 0000000..cc9b7e0
--- /dev/null
+++ b/results/resident_execution_groups/v100_g2_dataflow_confirmed/analysis.md
@@ -0,0 +1,39 @@
+# Resident Execution-Group Screen
+
+M is the logical homogeneous-subgraph count. G is the physical execution-group count after resident boundary lowering. The arithmetic core is fixed. When present, a resident row has a matched G=M control with the same logical partition; different (M,G) cells may select different logical partitions.
+
+| batch | M | G | logical | execution | boundaries | kernel (ms) | vs G=M |
+|---:|---:|---:|:--:|:--:|---:|---:|---:|
+| 1 | 2 | 2 | `10+10` | `10+10` | 1 | 0.148480 | 1.000x |
+| 1 | 3 | 2 | `5+5+10` | `10+10` | 1 | 0.148924 | n/a |
+| 1 | 4 | 2 | `5+5+5+5` | `10+10` | 1 | 0.149197 | n/a |
+| 1 | 5 | 2 | `3+3+4+5+5` | `10+10` | 1 | 0.148480 | n/a |
+| 1 | 6 | 2 | `3+3+4+3+3+4` | `10+10` | 1 | 0.148548 | n/a |
+| 1 | 7 | 2 | `2+2+3+3+3+3+4` | `10+10` | 1 | 0.148617 | n/a |
+| 1 | 8 | 2 | `2+2+3+3+2+2+3+3` | `10+10` | 1 | 0.149026 | n/a |
+| 4 | 2 | 2 | `10+10` | `10+10` | 1 | 0.365158 | 1.000x |
+| 4 | 3 | 2 | `5+5+10` | `10+10` | 1 | 0.367172 | n/a |
+| 4 | 4 | 2 | `5+5+5+5` | `10+10` | 1 | 0.366933 | n/a |
+| 4 | 5 | 2 | `3+3+4+5+5` | `10+10` | 1 | 0.366046 | n/a |
+| 4 | 6 | 2 | `3+3+4+3+3+4` | `10+10` | 1 | 0.365636 | n/a |
+| 4 | 7 | 2 | `2+2+3+3+3+3+4` | `10+10` | 1 | 0.366114 | n/a |
+| 4 | 8 | 2 | `2+2+3+3+2+2+3+3` | `10+10` | 1 | 0.365466 | n/a |
+| 16 | 2 | 2 | `10+10` | `10+10` | 1 | 1.154935 | 1.000x |
+| 16 | 3 | 2 | `5+5+10` | `10+10` | 1 | 1.154048 | n/a |
+| 16 | 4 | 2 | `5+5+5+5` | `10+10` | 1 | 1.145583 | n/a |
+| 16 | 5 | 2 | `3+3+4+5+5` | `10+10` | 1 | 1.159987 | n/a |
+| 16 | 6 | 2 | `3+3+4+3+3+4` | `10+10` | 1 | 1.158212 | n/a |
+| 16 | 7 | 2 | `2+2+3+3+3+3+4` | `10+10` | 1 | 1.156096 | n/a |
+| 16 | 8 | 2 | `2+2+3+3+2+2+3+3` | `10+10` | 1 | 1.154423 | n/a |
+
+## Physical-Equivalence Check
+
+Rows below lower different logical M values to the same physical schedule.
+
+| batch | G | execution | logical variants | min (ms) | max (ms) | spread |
+|---:|---:|:--:|---:|---:|---:|---:|
+| 1 | 2 | `10+10` | 7 | 0.148480 | 0.149197 | 0.48% |
+| 4 | 2 | `10+10` | 7 | 0.365158 | 0.367172 | 0.55% |
+| 16 | 2 | `10+10` | 7 | 1.145583 | 1.159987 | 1.26% |
+
+This screen measures boundary realization. It does not rank logical M independently of the physical core.
diff --git a/results/resident_execution_groups/v100_g2_dataflow_confirmed/raw.csv b/results/resident_execution_groups/v100_g2_dataflow_confirmed/raw.csv
new file mode 100644
index 0000000..a11cd50
--- /dev/null
+++ b/results/resident_execution_groups/v100_g2_dataflow_confirmed/raw.csv
@@ -0,0 +1,64 @@
+label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,logical_subgraphs,execution_stage_partition,execution_groups,materialized_boundaries,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,execution_group_cores,boundary_storage,boundary_buffers,ready_window,packet_readiness,packet_compute_layout,packet_fold_wave_barriers,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+m7_g2_p2-2-3-3-3-3-4_e10-10_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m7-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"2+2+3+3+3+3+4",7,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256+256","1+1+1+1+1+1+1","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","2+2+3+3+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.789600,0.148173,0.148415,0.000242,0,0,0,0,0,7,natural,natural,"",0.772480,6748.876501,584.708868,7076709925.608644,fused,shoup,-1
+m6_g2_p3-3-4-3-3-4_e10-10_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m6-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"3+3+4+3+3+4",6,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256","1+1+1+1+1+1","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","3+3+4+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.782656,0.148548,0.148837,0.000288,0,0,0,0,0,7,natural,natural,"",0.742016,6731.818316,597.649931,7058823122.383138,fused,shoup,-1
+m5_g2_p3-3-4-5-5_e10-10_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m5-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"3+3+4+5+5",5,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4","256+256+256+256+256","1+1+1+1+1","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","3+3+4+5+5","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused","1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.795552,0.149127,0.149444,0.000317,0,0,0,0,0,7,natural,natural,"",0.758464,6705.672739,587.149598,7031407498.436366,fused,shoup,-1
+m4_g2_p5-5-5-5_e10-10_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.810592,0.149504,0.149839,0.000335,0,0,0,0,0,7,natural,natural,"",0.789056,6688.784649,571.705607,7013699051.988914,fused,shoup,-1
+m3_g2_p5-5-10_e10-10_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m3-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+10",3,"10+10",2,1,"radix4+radix4+radix4","256+256+256","1+1+1","0+0+0","0+0+0","0+0+0","0+0+0","0+0+0","5+5+10","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch","1+1",8,per-packet,interleaved-rows,0,0,5,30,0.788160,0.149777,0.150057,0.000280,0,0,0,0,0,7,natural,natural,"",0.731328,6676.589428,599.066018,7000911435.811778,fused,shoup,-1
+m2_g2_p10-10_e10-10_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-execution-remap-m2-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; explicit physical execution-group mappings replace logical codelet mappings",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"radix4+radix4","256+256","1+1","0+0","0+0","0+0","0+0","0+0","10+10","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,5,30,0.787840,0.148378,0.148619,0.000241,0,0,0,0,0,7,natural,natural,"",0.720704,6739.561888,603.528848,7066942846.188363,fused,shoup,-1
+m8_g2_p2-2-3-3-2-2-3-3_e10-10_b1_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m8-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"2+2+3+3+2+2+3+3",8,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256+256+256","1+1+1+1+1+1+1+1","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","2+2+3+3+2+2+3+3","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+resident-fused+full-scratch+resident-fused+resident-fused+resident-fused","1+1+1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.787584,0.149709,0.149968,0.000259,0,0,0,0,0,7,natural,natural,"",0.728608,6679.634395,600.275835,7004104314.908238,fused,shoup,-1
+m6_g2_p3-3-4-3-3-4_e10-10_b1_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m6-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"3+3+4+3+3+4",6,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256","1+1+1+1+1+1","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","3+3+4+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.789888,0.149606,0.149891,0.000285,0,0,0,0,0,7,natural,natural,"",0.734880,6684.205724,597.237989,7008897701.700294,fused,shoup,-1
+m5_g2_p3-3-4-5-5_e10-10_b1_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m5-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"3+3+4+5+5",5,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4","256+256+256+256+256","1+1+1+1+1","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","3+3+4+5+5","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused","1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.790336,0.148480,0.148727,0.000247,0,0,0,0,0,7,natural,natural,"",0.733888,6734.913879,597.834411,7062069055.328189,fused,shoup,-1
+m4_g2_p5-5-5-5_e10-10_b1_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.788512,0.149197,0.149460,0.000263,0,0,0,0,0,7,natural,natural,"",0.731744,6702.556463,598.998671,7028139845.566330,fused,shoup,-1
+m3_g2_p5-5-10_e10-10_b1_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m3-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+10",3,"10+10",2,1,"radix4+radix4+radix4","256+256+256","1+1+1","0+0+0","0+0+0","0+0+0","0+0+0","0+0+0","5+5+10","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch","1+1",8,per-packet,interleaved-rows,0,0,5,30,0.787840,0.148651,0.148932,0.000281,0,0,0,0,0,7,natural,natural,"",0.725440,6727.181652,601.709808,7053961228.049104,fused,shoup,-1
+m2_g2_p10-10_e10-10_b1_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-execution-remap-m2-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; explicit physical execution-group mappings replace logical codelet mappings",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"radix4+radix4","256+256","1+1","0+0","0+0","0+0","0+0","0+0","10+10","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,5,30,0.790432,0.148617,0.148903,0.000287,0,0,0,0,0,7,natural,natural,"",0.740128,6728.726272,595.530013,7055580879.351826,fused,shoup,-1
+m8_g2_p2-2-3-3-2-2-3-3_e10-10_b1_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m8-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"2+2+3+3+2+2+3+3",8,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256+256+256","1+1+1+1+1+1+1+1","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","2+2+3+3+2+2+3+3","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+resident-fused+full-scratch+resident-fused+resident-fused+resident-fused","1+1+1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.793664,0.149026,0.149390,0.000364,0,0,0,0,0,7,natural,natural,"",0.739104,6710.232152,594.603111,7036188389.398434,fused,shoup,-1
+m7_g2_p2-2-3-3-3-3-4_e10-10_b1_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m7-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"2+2+3+3+3+3+4",7,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256+256","1+1+1+1+1+1+1","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","2+2+3+3+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.801824,0.149026,0.149324,0.000298,0,0,0,0,0,7,natural,natural,"",0.733216,6710.232152,593.800920,7036188389.398434,fused,shoup,-1
+m5_g2_p3-3-4-5-5_e10-10_b1_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m5-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"3+3+4+5+5",5,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4","256+256+256+256+256","1+1+1+1+1","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","3+3+4+5+5","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused","1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.785248,0.147934,0.148220,0.000286,0,0,0,0,0,7,natural,natural,"",0.733152,6759.777164,600.119847,7088140099.852593,fused,shoup,-1
+m4_g2_p5-5-5-5_e10-10_b1_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.795840,0.149163,0.149453,0.000290,0,0,0,0,0,7,natural,natural,"",0.740832,6704.089794,593.177975,7029747659.589108,fused,shoup,-1
+m3_g2_p5-5-10_e10-10_b1_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m3-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+10",3,"10+10",2,1,"radix4+radix4+radix4","256+256+256","1+1+1","0+0+0","0+0+0","0+0+0","0+0+0","0+0+0","5+5+10","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch","1+1",8,per-packet,interleaved-rows,0,0,5,30,0.785856,0.148924,0.149170,0.000246,0,0,0,0,0,7,natural,natural,"",0.732672,6714.846817,599.717518,7041027215.618171,fused,shoup,-1
+m2_g2_p10-10_e10-10_b1_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-execution-remap-m2-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; explicit physical execution-group mappings replace logical codelet mappings",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"radix4+radix4","256+256","1+1","0+0","0+0","0+0","0+0","0+0","10+10","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,5,30,0.786208,0.148480,0.148707,0.000227,0,0,0,0,0,7,natural,natural,"",0.727744,6734.913879,601.528379,7062069055.328189,fused,shoup,-1
+m8_g2_p2-2-3-3-2-2-3-3_e10-10_b1_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m8-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"2+2+3+3+2+2+3+3",8,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256+256+256","1+1+1+1+1+1+1+1","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","2+2+3+3+2+2+3+3","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+resident-fused+full-scratch+resident-fused+resident-fused+resident-fused","1+1+1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.799328,0.148958,0.149232,0.000274,0,0,0,0,0,7,natural,natural,"",0.735936,6713.307219,593.745993,7039412830.032909,fused,shoup,-1
+m7_g2_p2-2-3-3-3-3-4_e10-10_b1_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m7-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"2+2+3+3+3+3+4",7,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256+256","1+1+1+1+1+1+1","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","2+2+3+3+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.803168,0.148617,0.148887,0.000270,0,0,0,0,0,7,natural,natural,"",0.772768,6728.726272,579.860553,7055580879.351826,fused,shoup,-1
+m6_g2_p3-3-4-3-3-4_e10-10_b1_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m6-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"3+3+4+3+3+4",6,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256","1+1+1+1+1+1","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","3+3+4+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,0.787616,0.148207,0.148507,0.000300,0,0,0,0,0,7,natural,natural,"",0.769952,6747.322617,586.243807,7075080560.300076,fused,shoup,-1
+m7_g2_p2-2-3-3-3-3-4_e10-10_b4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m7-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"2+2+3+3+3+3+4",7,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256+256","1+1+1+1+1+1+1","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","2+2+3+3+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,2.824096,0.368435,0.368683,0.000248,0,0,0,0,0,7,natural,natural,"",2.622560,10856.725840,687.865395,11384102154.551207,fused,shoup,-1
+m6_g2_p3-3-4-3-3-4_e10-10_b4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m6-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"3+3+4+3+3+4",6,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256","1+1+1+1+1+1","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","3+3+4+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,2.821728,0.368094,0.368381,0.000287,0,0,0,0,0,7,natural,natural,"",2.619232,10866.793062,688.580298,11394658401.923508,fused,shoup,-1
+m5_g2_p3-3-4-5-5_e10-10_b4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m5-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"3+3+4+5+5",5,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4","256+256+256+256+256","1+1+1+1+1","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","3+3+4+5+5","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused","1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,2.817184,0.367514,0.367811,0.000297,0,0,0,0,0,7,natural,natural,"",2.631648,10883.951050,687.717040,11412649855.967096,fused,shoup,-1
+m4_g2_p5-5-5-5_e10-10_b4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,5,30,2.809568,0.366285,0.366524,0.000239,0,0,0,0,0,7,natural,natural,"",2.611872,10920.463556,691.117875,11450935993.245504,fused,shoup,-1
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+m2_g2_p10-10_e10-10_b4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-execution-remap-m2-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; explicit physical execution-group mappings replace logical codelet mappings",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"radix4+radix4","256+256","1+1","0+0","0+0","0+0","0+0","0+0","10+10","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,5,30,2.817344,0.366148,0.366440,0.000291,0,0,0,0,0,7,natural,natural,"",2.614752,10924.535431,689.863999,11455205663.869911,fused,shoup,-1
+m8_g2_p2-2-3-3-2-2-3-3_e10-10_b4_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m8-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"2+2+3+3+2+2+3+3",8,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256+256+256","1+1+1+1+1+1+1+1","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","2+2+3+3+2+2+3+3","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+resident-fused+full-scratch+resident-fused+resident-fused+resident-fused","1+1+1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,2.809888,0.366626,0.366964,0.000337,0,0,0,0,0,7,natural,natural,"",2.610208,10910.296692,691.237622,11440275263.700693,fused,shoup,-1
+m6_g2_p3-3-4-3-3-4_e10-10_b4_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m6-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"3+3+4+3+3+4",6,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256","1+1+1+1+1+1","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","3+3+4+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,2.807840,0.365329,0.365586,0.000257,0,0,0,0,0,7,natural,natural,"",2.611264,10949.032379,691.511142,11480892575.409698,fused,shoup,-1
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+m2_g2_p10-10_e10-10_b4_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-execution-remap-m2-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; explicit physical execution-group mappings replace logical codelet mappings",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"radix4+radix4","256+256","1+1","0+0","0+0","0+0","0+0","0+0","10+10","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,5,30,2.827936,0.364817,0.365075,0.000258,0,0,0,0,0,7,natural,natural,"",2.622304,10964.398839,687.869442,11497005477.009092,fused,shoup,-1
+m8_g2_p2-2-3-3-2-2-3-3_e10-10_b4_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m8-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"2+2+3+3+2+2+3+3",8,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256+256+256","1+1+1+1+1+1+1+1","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","2+2+3+3+2+2+3+3","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+resident-fused+full-scratch+resident-fused+resident-fused+resident-fused","1+1+1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,2.812128,0.364681,0.364932,0.000252,0,0,0,0,0,7,natural,natural,"",2.612448,10968.503550,690.934998,11501309578.735813,fused,shoup,-1
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+m5_g2_p3-3-4-5-5_e10-10_b4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m5-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"3+3+4+5+5",5,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4","256+256+256+256+256","1+1+1+1+1","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","3+3+4+5+5","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused","1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,2.811168,0.365056,0.365292,0.000236,0,0,0,0,0,7,natural,natural,"",2.614272,10957.222758,690.787101,11489480810.969687,fused,shoup,-1
+m4_g2_p5-5-5-5_e10-10_b4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,5,30,2.806144,0.367104,0.367401,0.000297,0,0,0,0,0,7,natural,natural,"",2.609664,10896.095021,691.693048,11425383732.616894,fused,shoup,-1
+m3_g2_p5-5-10_e10-10_b4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m3-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+10",3,"10+10",2,1,"radix4+radix4+radix4","256+256+256","1+1+1","0+0+0","0+0+0","0+0+0","0+0+0","0+0+0","5+5+10","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch","1+1",8,per-packet,interleaved-rows,0,0,5,30,2.815232,0.365602,0.365884,0.000282,0,0,0,0,0,7,natural,natural,"",2.604928,10940.855126,691.352300,11472318104.619886,fused,shoup,-1
+m2_g2_p10-10_e10-10_b4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-execution-remap-m2-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; explicit physical execution-group mappings replace logical codelet mappings",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"radix4+radix4","256+256","1+1","0+0","0+0","0+0","0+0","0+0","10+10","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,5,30,2.812128,0.365158,0.365467,0.000309,0,0,0,0,0,7,natural,natural,"",2.616704,10954.150042,690.370484,11486258834.520407,fused,shoup,-1
+m8_g2_p2-2-3-3-2-2-3-3_e10-10_b4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m8-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"2+2+3+3+2+2+3+3",8,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256+256+256","1+1+1+1+1+1+1+1","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","2+2+3+3+2+2+3+3","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+resident-fused+full-scratch+resident-fused+resident-fused+resident-fused","1+1+1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,2.819936,0.365466,0.365735,0.000269,0,0,0,0,0,7,natural,natural,"",2.621600,10944.942225,688.823648,11476603738.462175,fused,shoup,-1
+m7_g2_p2-2-3-3-3-3-4_e10-10_b4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m7-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"2+2+3+3+3+3+4",7,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256+256","1+1+1+1+1+1+1","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","2+2+3+3+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,2.810816,0.366114,0.366382,0.000267,0,0,0,0,0,7,natural,natural,"",2.609056,10925.554541,691.325536,11456274278.498093,fused,shoup,-1
+m6_g2_p3-3-4-3-3-4_e10-10_b4_t3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m6-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"3+3+4+3+3+4",6,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256","1+1+1+1+1+1","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","3+3+4+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,2.807072,0.365636,0.365928,0.000292,0,0,0,0,0,7,natural,natural,"",2.613248,10939.834051,691.329107,11471247429.973972,fused,shoup,-1
+m7_g2_p2-2-3-3-3-3-4_e10-10_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m7-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"2+2+3+3+3+3+4",7,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256+256","1+1+1+1+1+1+1","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","0+0+0+0+0+0+0","2+2+3+3+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,10.883712,1.161591,1.161820,0.000228,0,0,0,0,0,7,natural,natural,"",10.116480,13774.206536,721.963568,14443302392.190584,fused,shoup,-1
+m6_g2_p3-3-4-3-3-4_e10-10_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m6-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"3+3+4+3+3+4",6,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256","1+1+1+1+1+1","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","3+3+4+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,10.885472,1.159714,1.159947,0.000233,0,0,0,0,0,7,natural,natural,"",10.123008,13796.503778,721.754775,14466682745.590609,fused,shoup,-1
+m5_g2_p3-3-4-5-5_e10-10_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m5-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"3+3+4+5+5",5,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4","256+256+256+256+256","1+1+1+1+1","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","3+3+4+5+5","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused","1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,10.885120,1.163332,1.163612,0.000280,0,0,0,0,0,7,natural,natural,"",10.117408,13753.594778,721.830766,14421689398.293921,fused,shoup,-1
+m4_g2_p5-5-5-5_e10-10_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,5,30,10.884288,1.145583,1.145802,0.000220,0,0,0,0,0,7,natural,natural,"",10.114496,13966.688748,722.531379,14645134620.817858,fused,shoup,-1
+m3_g2_p5-5-10_e10-10_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m3-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+10",3,"10+10",2,1,"radix4+radix4+radix4","256+256+256","1+1+1","0+0+0","0+0+0","0+0+0","0+0+0","0+0+0","5+5+10","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch","1+1",8,per-packet,interleaved-rows,0,0,5,30,10.886752,1.158895,1.159152,0.000257,0,0,0,0,0,7,natural,natural,"",10.116384,13806.254909,721.955502,14476907547.683716,fused,shoup,-1
+m2_g2_p10-10_e10-10_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-execution-remap-m2-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; explicit physical execution-group mappings replace logical codelet mappings",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"radix4+radix4","256+256","1+1","0+0","0+0","0+0","0+0","0+0","10+10","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,5,30,10.887936,1.152410,1.152667,0.000257,0,0,0,0,0,7,natural,natural,"",10.119008,13883.951496,722.042730,14558378324.048555,fused,shoup,-1
+m8_g2_p2-2-3-3-2-2-3-3_e10-10_b16_t1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m8-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"2+2+3+3+2+2+3+3",8,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256+256+256","1+1+1+1+1+1+1+1","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","0+0+0+0+0+0+0+0","2+2+3+3+2+2+3+3","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+resident-fused+full-scratch+resident-fused+resident-fused+resident-fused","1+1+1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,10.885760,1.155550,1.155793,0.000244,0,0,0,0,0,7,natural,natural,"",10.115136,13846.221806,722.137465,14518815876.829056,fused,shoup,-1
+m6_g2_p3-3-4-3-3-4_e10-10_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m6-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"3+3+4+3+3+4",6,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4+radix4","256+256+256+256+256+256","1+1+1+1+1+1","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","0+0+0+0+0+0","3+3+4+3+3+4","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused+resident-fused","1+1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,10.889120,1.158212,1.158493,0.000280,0,0,0,0,0,7,natural,natural,"",10.122144,13814.393046,721.713039,14485441002.817989,fused,shoup,-1
+m5_g2_p3-3-4-5-5_e10-10_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m5-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"3+3+4+5+5",5,"10+10",2,1,"radix4+radix4+radix4+radix4+radix4","256+256+256+256+256","1+1+1+1+1","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","0+0+0+0+0","3+3+4+5+5","dataflow-radix4+dataflow-radix4","resident-fused+resident-fused+full-scratch+resident-fused","1+1+1+1",8,per-packet,interleaved-rows,0,0,5,30,10.887072,1.159987,1.160233,0.000246,0,0,0,0,0,7,natural,natural,"",10.114272,13793.255516,721.978298,14463276696.169373,fused,shoup,-1
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+m3_g2_p5-5-10_e10-10_b16_t2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m3-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+10",3,"10+10",2,1,"radix4+radix4+radix4","256+256+256","1+1+1","0+0+0","0+0+0","0+0+0","0+0+0","0+0+0","5+5+10","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch","1+1",8,per-packet,interleaved-rows,0,0,5,30,10.890912,1.154048,1.154333,0.000285,0,0,0,0,0,7,natural,natural,"",10.130912,13864.240325,721.504887,14537709663.031693,fused,shoup,-1
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diff --git a/results/resident_execution_groups/v100_g2_dataflow_confirmed/space.json b/results/resident_execution_groups/v100_g2_dataflow_confirmed/space.json
new file mode 100644
index 0000000..10ab16f
--- /dev/null
+++ b/results/resident_execution_groups/v100_g2_dataflow_confirmed/space.json
@@ -0,0 +1,5688 @@
+{
+  "schema": "cuntt-ntt-partition-space-v2",
+  "shape": {
+    "logN": 20,
+    "batch": 1,
+    "word_bits": 32
+  },
+  "dimensions": {
+    "segment_count": [
+      2,
+      8
+    ],
+    "stage_log": [
+      2,
+      10
+    ],
+    "constraint": "sum(stage_partition) == logN",
+    "per_segment": [
+      "core",
+      "threads",
+      "units",
+      "data_space",
+      "data_time",
+      "cta_weight"
+    ],
+    "per_boundary": [
+      "storage",
+      "buffers",
+      "readiness",
+      "layout"
+    ],
+    "execution_group_count": [
+      2,
+      8
+    ],
+    "lowering_constraint": "resident-fused groups adjacent logical subgraphs; each execution group has at most 10 stages"
+  },
+  "preferred_stage_logs": [
+    6,
+    8,
+    10
+  ],
+  "partition_count": 3950,
+  "partition_count_by_segments": {
+    "2": 1,
+    "3": 57,
+    "4": 375,
+    "5": 976,
+    "6": 1287,
+    "7": 924,
+    "8": 330
+  },
+  "shortlist_policy": {
+    "top_per_segment_count": 1,
+    "boundary_penalty": 1.0,
+    "note": "shortlist covers M; execution_shortlist covers every legal (M,G); event timing ranks candidates"
+  },
+  "shortlist": [
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+      "stage_partition": [
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+        10
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+      "logical_boundary_count": 1,
+      "minimum_execution_group_count": 2,
+      "minimum_materialized_boundary_count": 1,
+      "full_scratch_value_passes": 2,
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+      "minimum_full_scratch_workspace_bytes": 4194304,
+      "publication_tokens": 1,
+      "minimum_publication_tokens": 1,
+      "task_counts": [
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+        1024
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+      "stage_min": 10,
+      "stage_max": 10,
+      "stage_stddev": 0.0,
+      "default_cta_weights": [
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+        10
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+      "physical_templates": [
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix2",
+            "radix2"
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+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix4",
+            "radix4"
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+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix8",
+            "radix8"
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+        {
+          "kind": "tail-specialized",
+          "cores": [
+            "radix4",
+            "radix8"
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+      "execution_templates": [
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+          "boundary_storage": [
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+          "materialized_boundary_count": 1
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+      "publication_tokens": 320,
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+      "task_counts": [
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+      "stage_min": 6,
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+      "stage_stddev": 0.9428090415820634,
+      "default_cta_weights": [
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+        8
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+      "physical_templates": [
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+          "cores": [
+            "radix2",
+            "radix2",
+            "radix2"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix4"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix8",
+            "radix8",
+            "radix8"
+          ]
+        },
+        {
+          "kind": "tail-specialized",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix8"
+          ]
+        }
+      ],
+      "execution_templates": [
+        {
+          "kind": "full-scratch",
+          "boundary_storage": [
+            "full-scratch",
+            "full-scratch"
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+          "execution_stage_partition": [
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+            6,
+            8
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+          "execution_group_count": 3,
+          "materialized_boundary_count": 2
+        },
+        {
+          "kind": "ring",
+          "boundary_storage": [
+            "ring",
+            "ring"
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+          "execution_stage_partition": [
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+          "execution_group_count": 3,
+          "materialized_boundary_count": 2
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+      "static_score": 2.2357022603955157
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+      "logical_boundary_count": 3,
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+      "minimum_materialized_boundary_count": 1,
+      "full_scratch_value_passes": 4,
+      "full_scratch_workspace_bytes": 12582912,
+      "minimum_full_scratch_workspace_bytes": 4194304,
+      "publication_tokens": 3072,
+      "minimum_publication_tokens": 1,
+      "task_counts": [
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+      "stage_min": 5,
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+      "stage_stddev": 0.0,
+      "default_cta_weights": [
+        5,
+        5,
+        5,
+        5
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+      "physical_templates": [
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix2",
+            "radix2",
+            "radix2",
+            "radix2"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix8",
+            "radix8",
+            "radix8",
+            "radix8"
+          ]
+        },
+        {
+          "kind": "tail-specialized",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix8"
+          ]
+        }
+      ],
+      "execution_templates": [
+        {
+          "kind": "resident-fused",
+          "boundary_storage": [
+            "resident-fused",
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+      "static_score": 21.117851130197757
+    },
+    {
+      "segment_count": 7,
+      "stage_partition": [
+        2,
+        2,
+        3,
+        3,
+        3,
+        3,
+        4
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        3,
+        3,
+        3,
+        3,
+        4
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "resident-fused",
+          "resident-fused",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          10,
+          10
+        ],
+        "execution_group_count": 2,
+        "materialized_boundary_count": 1
+      },
+      "static_score": 23.159719141249987
+    },
+    {
+      "segment_count": 7,
+      "stage_partition": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "resident-fused",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          9,
+          9
+        ],
+        "execution_group_count": 3,
+        "materialized_boundary_count": 2
+      },
+      "static_score": 24.08748177652797
+    },
+    {
+      "segment_count": 7,
+      "stage_partition": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          3,
+          6,
+          9
+        ],
+        "execution_group_count": 4,
+        "materialized_boundary_count": 3
+      },
+      "static_score": 25.08748177652797
+    },
+    {
+      "segment_count": 7,
+      "stage_partition": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          3,
+          3,
+          3,
+          9
+        ],
+        "execution_group_count": 5,
+        "materialized_boundary_count": 4
+      },
+      "static_score": 26.08748177652797
+    },
+    {
+      "segment_count": 7,
+      "stage_partition": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          3,
+          3,
+          3,
+          3,
+          6
+        ],
+        "execution_group_count": 6,
+        "materialized_boundary_count": 5
+      },
+      "static_score": 27.08748177652797
+    },
+    {
+      "segment_count": 7,
+      "stage_partition": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "full-scratch",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch"
+        ],
+        "execution_stage_partition": [
+          2,
+          3,
+          3,
+          3,
+          3,
+          3,
+          3
+        ],
+        "execution_group_count": 7,
+        "materialized_boundary_count": 6
+      },
+      "static_score": 28.08748177652797
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        3,
+        3,
+        2,
+        2,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        3,
+        3,
+        2,
+        2,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "resident-fused",
+          "resident-fused",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          10,
+          10
+        ],
+        "execution_group_count": 2,
+        "materialized_boundary_count": 1
+      },
+      "static_score": 29.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "resident-fused",
+          "resident-fused",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          9,
+          9
+        ],
+        "execution_group_count": 3,
+        "materialized_boundary_count": 2
+      },
+      "static_score": 30.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          7,
+          9
+        ],
+        "execution_group_count": 4,
+        "materialized_boundary_count": 3
+      },
+      "static_score": 31.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          5,
+          9
+        ],
+        "execution_group_count": 5,
+        "materialized_boundary_count": 4
+      },
+      "static_score": 32.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          2,
+          3,
+          9
+        ],
+        "execution_group_count": 6,
+        "materialized_boundary_count": 5
+      },
+      "static_score": 33.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          2,
+          3,
+          3,
+          6
+        ],
+        "execution_group_count": 7,
+        "materialized_boundary_count": 6
+      },
+      "static_score": 34.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "full-scratch",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          2,
+          3,
+          3,
+          3,
+          3
+        ],
+        "execution_group_count": 8,
+        "materialized_boundary_count": 7
+      },
+      "static_score": 35.125
+    }
+  ]
+}
diff --git a/results/resident_execution_groups/v100_g2_dataflow_confirmed/summary.csv b/results/resident_execution_groups/v100_g2_dataflow_confirmed/summary.csv
new file mode 100644
index 0000000..8dbfa47
--- /dev/null
+++ b/results/resident_execution_groups/v100_g2_dataflow_confirmed/summary.csv
@@ -0,0 +1,22 @@
+batch,logical_subgraphs,execution_groups,logical_partition,execution_partition,materialized_boundaries,trials,kernel_ms,min_kernel_ms,max_kernel_ms
+1,2,2,10+10,10+10,1,3,0.14848,0.148378,0.148617
+1,3,2,5+5+10,10+10,1,3,0.148924,0.148651,0.149777
+1,4,2,5+5+5+5,10+10,1,3,0.149197,0.149163,0.149504
+1,5,2,3+3+4+5+5,10+10,1,3,0.14848,0.147934,0.149127
+1,6,2,3+3+4+3+3+4,10+10,1,3,0.148548,0.148207,0.149606
+1,7,2,2+2+3+3+3+3+4,10+10,1,3,0.148617,0.148173,0.149026
+1,8,2,2+2+3+3+2+2+3+3,10+10,1,3,0.149026,0.148958,0.149709
+4,2,2,10+10,10+10,1,3,0.365158,0.364817,0.366148
+4,3,2,5+5+10,10+10,1,3,0.367172,0.365602,0.367821
+4,4,2,5+5+5+5,10+10,1,3,0.366933,0.366285,0.367104
+4,5,2,3+3+4+5+5,10+10,1,3,0.366046,0.365056,0.367514
+4,6,2,3+3+4+3+3+4,10+10,1,3,0.365636,0.365329,0.368094
+4,7,2,2+2+3+3+3+3+4,10+10,1,3,0.366114,0.364476,0.368435
+4,8,2,2+2+3+3+2+2+3+3,10+10,1,3,0.365466,0.364681,0.366626
+16,2,2,10+10,10+10,1,3,1.154935,1.15241,1.159578
+16,3,2,5+5+10,10+10,1,3,1.154048,1.153911,1.158895
+16,4,2,5+5+5+5,10+10,1,3,1.145583,1.139473,1.154321
+16,5,2,3+3+4+5+5,10+10,1,3,1.159987,1.137869,1.163332
+16,6,2,3+3+4+3+3+4,10+10,1,3,1.158212,1.158076,1.159714
+16,7,2,2+2+3+3+3+3+4,10+10,1,3,1.156096,1.152546,1.161591
+16,8,2,2+2+3+3+2+2+3+3,10+10,1,3,1.154423,1.14688,1.15555
diff --git a/results/resident_execution_groups/v100_initial/analysis.md b/results/resident_execution_groups/v100_initial/analysis.md
new file mode 100644
index 0000000..6d6e9c6
--- /dev/null
+++ b/results/resident_execution_groups/v100_initial/analysis.md
@@ -0,0 +1,87 @@
+# Resident Execution-Group Screen
+
+M is the logical homogeneous-subgraph count. G is the physical execution-group count after resident boundary lowering. The arithmetic core is fixed. When present, a resident row has a matched G=M control with the same logical partition; different (M,G) cells may select different logical partitions.
+
+| batch | M | G | logical | execution | boundaries | kernel (ms) | vs G=M |
+|---:|---:|---:|:--:|:--:|---:|---:|---:|
+| 1 | 2 | 2 | `10+10` | `10+10` | 1 | 0.371302 | 1.000x |
+| 1 | 3 | 2 | `5+5+10` | `10+10` | 1 | 0.372122 | 2.465x |
+| 1 | 3 | 3 | `5+5+10` | `5+5+10` | 2 | 0.917299 | 1.000x |
+| 1 | 3 | 3 | `6+6+8` | `6+6+8` | 2 | 0.490291 | 1.000x |
+| 1 | 4 | 2 | `5+5+5+5` | `10+10` | 1 | 0.370278 | 2.584x |
+| 1 | 4 | 3 | `5+5+5+5` | `5+5+10` | 2 | 0.918323 | 1.042x |
+| 1 | 4 | 4 | `5+5+5+5` | `5+5+5+5` | 3 | 0.956621 | 1.000x |
+| 1 | 5 | 2 | `3+3+4+5+5` | `10+10` | 1 | 0.372941 | 11.215x |
+| 1 | 5 | 3 | `4+4+4+4+4` | `4+8+8` | 2 | 1.002086 | 1.903x |
+| 1 | 5 | 4 | `4+4+4+4+4` | `4+4+4+8` | 3 | 1.882931 | 1.013x |
+| 1 | 5 | 5 | `3+3+4+5+5` | `3+3+4+5+5` | 4 | 4.182631 | 1.000x |
+| 1 | 5 | 5 | `4+4+4+4+4` | `4+4+4+4+4` | 4 | 1.906688 | 1.000x |
+| 1 | 6 | 2 | `3+3+4+3+3+4` | `10+10` | 1 | 0.371712 | 11.348x |
+| 1 | 6 | 3 | `3+3+3+3+4+4` | `3+9+8` | 2 | 2.296832 | 1.849x |
+| 1 | 6 | 4 | `3+3+3+3+4+4` | `3+3+6+8` | 3 | 4.086579 | 1.039x |
+| 1 | 6 | 5 | `3+3+3+3+4+4` | `3+3+3+3+8` | 4 | 4.541030 | 0.935x |
+| 1 | 6 | 6 | `3+3+3+3+4+4` | `3+3+3+3+4+4` | 5 | 4.247552 | 1.000x |
+| 1 | 6 | 6 | `3+3+4+3+3+4` | `3+3+4+3+3+4` | 5 | 4.218060 | 1.000x |
+| 1 | 7 | 2 | `2+2+3+3+3+3+4` | `10+10` | 1 | 0.370483 | 27.167x |
+| 1 | 7 | 3 | `2+3+3+3+3+3+3` | `2+9+9` | 2 | 5.198438 | 1.398x |
+| 1 | 7 | 4 | `2+3+3+3+3+3+3` | `2+3+6+9` | 3 | 6.658458 | 1.092x |
+| 1 | 7 | 5 | `2+3+3+3+3+3+3` | `2+3+3+3+9` | 4 | 7.362560 | 0.987x |
+| 1 | 7 | 6 | `2+3+3+3+3+3+3` | `2+3+3+3+3+6` | 5 | 7.230464 | 1.005x |
+| 1 | 7 | 7 | `2+2+3+3+3+3+4` | `2+2+3+3+3+3+4` | 6 | 10.064896 | 1.000x |
+| 1 | 7 | 7 | `2+3+3+3+3+3+3` | `2+3+3+3+3+3+3` | 6 | 7.269785 | 1.000x |
+| 1 | 8 | 2 | `2+2+3+3+2+2+3+3` | `10+10` | 1 | 0.370278 | 28.405x |
+| 1 | 8 | 3 | `2+2+2+2+3+3+3+3` | `2+9+9` | 2 | 5.198848 | 2.107x |
+| 1 | 8 | 4 | `2+2+2+2+3+3+3+3` | `2+2+7+9` | 3 | 10.746675 | 1.019x |
+| 1 | 8 | 5 | `2+2+2+2+3+3+3+3` | `2+2+2+5+9` | 4 | 13.770343 | 0.795x |
+| 1 | 8 | 6 | `2+2+2+2+3+3+3+3` | `2+2+2+2+3+9` | 5 | 11.727667 | 0.934x |
+| 1 | 8 | 7 | `2+2+2+2+3+3+3+3` | `2+2+2+2+3+3+6` | 6 | 11.116339 | 0.985x |
+| 1 | 8 | 8 | `2+2+2+2+3+3+3+3` | `2+2+2+2+3+3+3+3` | 7 | 10.953524 | 1.000x |
+| 1 | 8 | 8 | `2+2+3+3+2+2+3+3` | `2+2+3+3+2+2+3+3` | 7 | 10.517709 | 1.000x |
+| 4 | 2 | 2 | `10+10` | `10+10` | 1 | 1.020518 | 1.000x |
+| 4 | 3 | 2 | `5+5+10` | `10+10` | 1 | 1.004134 | 3.127x |
+| 4 | 3 | 3 | `5+5+10` | `5+5+10` | 2 | 3.139994 | 1.000x |
+| 4 | 3 | 3 | `6+6+8` | `6+6+8` | 2 | 1.573888 | 1.000x |
+| 4 | 4 | 2 | `5+5+5+5` | `10+10` | 1 | 0.996762 | 2.650x |
+| 4 | 4 | 3 | `5+5+5+5` | `5+5+10` | 2 | 3.152077 | 0.838x |
+| 4 | 4 | 4 | `5+5+5+5` | `5+5+5+5` | 3 | 2.641715 | 1.000x |
+| 4 | 5 | 2 | `3+3+4+5+5` | `10+10` | 1 | 0.983859 | 11.488x |
+| 4 | 5 | 3 | `4+4+4+4+4` | `4+8+8` | 2 | 3.549389 | 1.416x |
+| 4 | 5 | 4 | `4+4+4+4+4` | `4+4+4+8` | 3 | 4.999578 | 1.006x |
+| 4 | 5 | 5 | `3+3+4+5+5` | `3+3+4+5+5` | 4 | 11.302912 | 1.000x |
+| 4 | 5 | 5 | `4+4+4+4+4` | `4+4+4+4+4` | 4 | 5.027225 | 1.000x |
+| 4 | 6 | 2 | `3+3+4+3+3+4` | `10+10` | 1 | 0.990413 | 11.330x |
+| 4 | 6 | 3 | `3+3+3+3+4+4` | `3+9+8` | 2 | 8.723866 | 1.300x |
+| 4 | 6 | 4 | `3+3+3+3+4+4` | `3+3+6+8` | 3 | 11.078246 | 1.024x |
+| 4 | 6 | 5 | `3+3+3+3+4+4` | `3+3+3+3+8` | 4 | 12.033639 | 0.942x |
+| 4 | 6 | 6 | `3+3+3+3+4+4` | `3+3+3+3+4+4` | 5 | 11.339776 | 1.000x |
+| 4 | 6 | 6 | `3+3+4+3+3+4` | `3+3+4+3+3+4` | 5 | 11.221402 | 1.000x |
+| 4 | 7 | 2 | `2+2+3+3+3+3+4` | `10+10` | 1 | 0.978330 | 28.660x |
+| 4 | 7 | 3 | `2+3+3+3+3+3+3` | `2+9+9` | 2 | 20.375141 | 1.113x |
+| 4 | 7 | 4 | `2+3+3+3+3+3+3` | `2+3+6+9` | 3 | 21.679718 | 1.046x |
+| 4 | 7 | 5 | `2+3+3+3+3+3+3` | `2+3+3+3+9` | 4 | 22.756351 | 0.997x |
+| 4 | 7 | 6 | `2+3+3+3+3+3+3` | `2+3+3+3+3+6` | 5 | 22.588415 | 1.004x |
+| 4 | 7 | 7 | `2+2+3+3+3+3+4` | `2+2+3+3+3+3+4` | 6 | 28.039373 | 1.000x |
+| 4 | 7 | 7 | `2+3+3+3+3+3+3` | `2+3+3+3+3+3+3` | 6 | 22.684261 | 1.000x |
+| 4 | 8 | 2 | `2+2+3+3+2+2+3+3` | `10+10` | 1 | 0.967270 | 28.991x |
+| 4 | 8 | 3 | `2+2+2+2+3+3+3+3` | `2+9+9` | 2 | 20.365721 | 1.415x |
+| 4 | 8 | 4 | `2+2+2+2+3+3+3+3` | `2+2+7+9` | 3 | 28.679169 | 1.005x |
+| 4 | 8 | 5 | `2+2+2+2+3+3+3+3` | `2+2+2+5+9` | 4 | 29.961216 | 0.962x |
+| 4 | 8 | 6 | `2+2+2+2+3+3+3+3` | `2+2+2+2+3+9` | 5 | 30.073038 | 0.958x |
+| 4 | 8 | 7 | `2+2+2+2+3+3+3+3` | `2+2+2+2+3+3+6` | 6 | 29.856152 | 0.965x |
+| 4 | 8 | 8 | `2+2+2+2+3+3+3+3` | `2+2+2+2+3+3+3+3` | 7 | 28.813313 | 1.000x |
+| 4 | 8 | 8 | `2+2+3+3+2+2+3+3` | `2+2+3+3+2+2+3+3` | 7 | 28.042034 | 1.000x |
+
+## Physical-Equivalence Check
+
+Rows below lower different logical M values to the same physical schedule.
+
+| batch | G | execution | logical variants | min (ms) | max (ms) | spread |
+|---:|---:|:--:|---:|---:|---:|---:|
+| 1 | 2 | `10+10` | 7 | 0.370278 | 0.372941 | 0.72% |
+| 1 | 3 | `2+9+9` | 2 | 5.198438 | 5.198848 | 0.01% |
+| 1 | 3 | `5+5+10` | 2 | 0.917299 | 0.918323 | 0.11% |
+| 4 | 2 | `10+10` | 7 | 0.967270 | 1.020518 | 5.50% |
+| 4 | 3 | `2+9+9` | 2 | 20.365721 | 20.375141 | 0.05% |
+| 4 | 3 | `5+5+10` | 2 | 3.139994 | 3.152077 | 0.38% |
+
+This screen measures boundary realization. It does not rank logical M independently of the physical core.
diff --git a/results/resident_execution_groups/v100_initial/raw.csv b/results/resident_execution_groups/v100_initial/raw.csv
new file mode 100644
index 0000000..d1db4ca
--- /dev/null
+++ b/results/resident_execution_groups/v100_initial/raw.csv
@@ -0,0 +1,67 @@
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diff --git a/results/resident_execution_groups/v100_initial/space.json b/results/resident_execution_groups/v100_initial/space.json
new file mode 100644
index 0000000..10ab16f
--- /dev/null
+++ b/results/resident_execution_groups/v100_initial/space.json
@@ -0,0 +1,5688 @@
+{
+  "schema": "cuntt-ntt-partition-space-v2",
+  "shape": {
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+      "data_space",
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+        "execution_stage_partition": [
+          2,
+          3,
+          6,
+          9
+        ],
+        "execution_group_count": 4,
+        "materialized_boundary_count": 3
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+      "static_score": 25.08748177652797
+    },
+    {
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+      "stage_partition": [
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+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          3,
+          3,
+          3,
+          9
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+        "execution_group_count": 5,
+        "materialized_boundary_count": 4
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+      "static_score": 26.08748177652797
+    },
+    {
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+      "stage_partition": [
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+        3,
+        3,
+        3,
+        3,
+        3,
+        3
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+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          3,
+          3,
+          3,
+          3,
+          6
+        ],
+        "execution_group_count": 6,
+        "materialized_boundary_count": 5
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+      "static_score": 27.08748177652797
+    },
+    {
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+        3,
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+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "full-scratch",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch"
+        ],
+        "execution_stage_partition": [
+          2,
+          3,
+          3,
+          3,
+          3,
+          3,
+          3
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+        "materialized_boundary_count": 6
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+      "static_score": 28.08748177652797
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+    {
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+      "stage_partition": [
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+        3,
+        3,
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+        2,
+        3,
+        3
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+        2,
+        2,
+        3,
+        3,
+        2,
+        2,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "resident-fused",
+          "resident-fused",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          10,
+          10
+        ],
+        "execution_group_count": 2,
+        "materialized_boundary_count": 1
+      },
+      "static_score": 29.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
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+        2,
+        2,
+        3,
+        3,
+        3,
+        3
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+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "resident-fused",
+          "resident-fused",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          9,
+          9
+        ],
+        "execution_group_count": 3,
+        "materialized_boundary_count": 2
+      },
+      "static_score": 30.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
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+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          7,
+          9
+        ],
+        "execution_group_count": 4,
+        "materialized_boundary_count": 3
+      },
+      "static_score": 31.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          5,
+          9
+        ],
+        "execution_group_count": 5,
+        "materialized_boundary_count": 4
+      },
+      "static_score": 32.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          2,
+          3,
+          9
+        ],
+        "execution_group_count": 6,
+        "materialized_boundary_count": 5
+      },
+      "static_score": 33.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "resident-fused",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "resident-fused"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          2,
+          3,
+          3,
+          6
+        ],
+        "execution_group_count": 7,
+        "materialized_boundary_count": 6
+      },
+      "static_score": 34.125
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "execution_template": {
+        "kind": "full-scratch",
+        "boundary_storage": [
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch",
+          "full-scratch"
+        ],
+        "execution_stage_partition": [
+          2,
+          2,
+          2,
+          2,
+          3,
+          3,
+          3,
+          3
+        ],
+        "execution_group_count": 8,
+        "materialized_boundary_count": 7
+      },
+      "static_score": 35.125
+    }
+  ]
+}
diff --git a/results/resident_execution_groups/v100_initial/summary.csv b/results/resident_execution_groups/v100_initial/summary.csv
new file mode 100644
index 0000000..030ae12
--- /dev/null
+++ b/results/resident_execution_groups/v100_initial/summary.csv
@@ -0,0 +1,67 @@
+batch,logical_subgraphs,execution_groups,logical_partition,execution_partition,materialized_boundaries,trials,kernel_ms,min_kernel_ms,max_kernel_ms
+1,2,2,10+10,10+10,1,1,0.371302,0.371302,0.371302
+1,3,2,5+5+10,10+10,1,1,0.372122,0.372122,0.372122
+1,3,3,5+5+10,5+5+10,2,1,0.917299,0.917299,0.917299
+1,3,3,6+6+8,6+6+8,2,1,0.490291,0.490291,0.490291
+1,4,2,5+5+5+5,10+10,1,1,0.370278,0.370278,0.370278
+1,4,3,5+5+5+5,5+5+10,2,1,0.918323,0.918323,0.918323
+1,4,4,5+5+5+5,5+5+5+5,3,1,0.956621,0.956621,0.956621
+1,5,2,3+3+4+5+5,10+10,1,1,0.372941,0.372941,0.372941
+1,5,3,4+4+4+4+4,4+8+8,2,1,1.002086,1.002086,1.002086
+1,5,4,4+4+4+4+4,4+4+4+8,3,1,1.882931,1.882931,1.882931
+1,5,5,3+3+4+5+5,3+3+4+5+5,4,1,4.182631,4.182631,4.182631
+1,5,5,4+4+4+4+4,4+4+4+4+4,4,1,1.906688,1.906688,1.906688
+1,6,2,3+3+4+3+3+4,10+10,1,1,0.371712,0.371712,0.371712
+1,6,3,3+3+3+3+4+4,3+9+8,2,1,2.296832,2.296832,2.296832
+1,6,4,3+3+3+3+4+4,3+3+6+8,3,1,4.086579,4.086579,4.086579
+1,6,5,3+3+3+3+4+4,3+3+3+3+8,4,1,4.54103,4.54103,4.54103
+1,6,6,3+3+3+3+4+4,3+3+3+3+4+4,5,1,4.247552,4.247552,4.247552
+1,6,6,3+3+4+3+3+4,3+3+4+3+3+4,5,1,4.21806,4.21806,4.21806
+1,7,2,2+2+3+3+3+3+4,10+10,1,1,0.370483,0.370483,0.370483
+1,7,3,2+3+3+3+3+3+3,2+9+9,2,1,5.198438,5.198438,5.198438
+1,7,4,2+3+3+3+3+3+3,2+3+6+9,3,1,6.658458,6.658458,6.658458
+1,7,5,2+3+3+3+3+3+3,2+3+3+3+9,4,1,7.36256,7.36256,7.36256
+1,7,6,2+3+3+3+3+3+3,2+3+3+3+3+6,5,1,7.230464,7.230464,7.230464
+1,7,7,2+2+3+3+3+3+4,2+2+3+3+3+3+4,6,1,10.064896,10.064896,10.064896
+1,7,7,2+3+3+3+3+3+3,2+3+3+3+3+3+3,6,1,7.269785,7.269785,7.269785
+1,8,2,2+2+3+3+2+2+3+3,10+10,1,1,0.370278,0.370278,0.370278
+1,8,3,2+2+2+2+3+3+3+3,2+9+9,2,1,5.198848,5.198848,5.198848
+1,8,4,2+2+2+2+3+3+3+3,2+2+7+9,3,1,10.746675,10.746675,10.746675
+1,8,5,2+2+2+2+3+3+3+3,2+2+2+5+9,4,1,13.770343,13.770343,13.770343
+1,8,6,2+2+2+2+3+3+3+3,2+2+2+2+3+9,5,1,11.727667,11.727667,11.727667
+1,8,7,2+2+2+2+3+3+3+3,2+2+2+2+3+3+6,6,1,11.116339,11.116339,11.116339
+1,8,8,2+2+2+2+3+3+3+3,2+2+2+2+3+3+3+3,7,1,10.953524,10.953524,10.953524
+1,8,8,2+2+3+3+2+2+3+3,2+2+3+3+2+2+3+3,7,1,10.517709,10.517709,10.517709
+4,2,2,10+10,10+10,1,1,1.020518,1.020518,1.020518
+4,3,2,5+5+10,10+10,1,1,1.004134,1.004134,1.004134
+4,3,3,5+5+10,5+5+10,2,1,3.139994,3.139994,3.139994
+4,3,3,6+6+8,6+6+8,2,1,1.573888,1.573888,1.573888
+4,4,2,5+5+5+5,10+10,1,1,0.996762,0.996762,0.996762
+4,4,3,5+5+5+5,5+5+10,2,1,3.152077,3.152077,3.152077
+4,4,4,5+5+5+5,5+5+5+5,3,1,2.641715,2.641715,2.641715
+4,5,2,3+3+4+5+5,10+10,1,1,0.983859,0.983859,0.983859
+4,5,3,4+4+4+4+4,4+8+8,2,1,3.549389,3.549389,3.549389
+4,5,4,4+4+4+4+4,4+4+4+8,3,1,4.999578,4.999578,4.999578
+4,5,5,3+3+4+5+5,3+3+4+5+5,4,1,11.302912,11.302912,11.302912
+4,5,5,4+4+4+4+4,4+4+4+4+4,4,1,5.027225,5.027225,5.027225
+4,6,2,3+3+4+3+3+4,10+10,1,1,0.990413,0.990413,0.990413
+4,6,3,3+3+3+3+4+4,3+9+8,2,1,8.723866,8.723866,8.723866
+4,6,4,3+3+3+3+4+4,3+3+6+8,3,1,11.078246,11.078246,11.078246
+4,6,5,3+3+3+3+4+4,3+3+3+3+8,4,1,12.033639,12.033639,12.033639
+4,6,6,3+3+3+3+4+4,3+3+3+3+4+4,5,1,11.339776,11.339776,11.339776
+4,6,6,3+3+4+3+3+4,3+3+4+3+3+4,5,1,11.221402,11.221402,11.221402
+4,7,2,2+2+3+3+3+3+4,10+10,1,1,0.97833,0.97833,0.97833
+4,7,3,2+3+3+3+3+3+3,2+9+9,2,1,20.375141,20.375141,20.375141
+4,7,4,2+3+3+3+3+3+3,2+3+6+9,3,1,21.679718,21.679718,21.679718
+4,7,5,2+3+3+3+3+3+3,2+3+3+3+9,4,1,22.756351,22.756351,22.756351
+4,7,6,2+3+3+3+3+3+3,2+3+3+3+3+6,5,1,22.588415,22.588415,22.588415
+4,7,7,2+2+3+3+3+3+4,2+2+3+3+3+3+4,6,1,28.039373,28.039373,28.039373
+4,7,7,2+3+3+3+3+3+3,2+3+3+3+3+3+3,6,1,22.684261,22.684261,22.684261
+4,8,2,2+2+3+3+2+2+3+3,10+10,1,1,0.96727,0.96727,0.96727
+4,8,3,2+2+2+2+3+3+3+3,2+9+9,2,1,20.365721,20.365721,20.365721
+4,8,4,2+2+2+2+3+3+3+3,2+2+7+9,3,1,28.679169,28.679169,28.679169
+4,8,5,2+2+2+2+3+3+3+3,2+2+2+5+9,4,1,29.961216,29.961216,29.961216
+4,8,6,2+2+2+2+3+3+3+3,2+2+2+2+3+9,5,1,30.073038,30.073038,30.073038
+4,8,7,2+2+2+2+3+3+3+3,2+2+2+2+3+3+6,6,1,29.856152,29.856152,29.856152
+4,8,8,2+2+2+2+3+3+3+3,2+2+2+2+3+3+3+3,7,1,28.813313,28.813313,28.813313
+4,8,8,2+2+3+3+2+2+3+3,2+2+3+3+2+2+3+3,7,1,28.042034,28.042034,28.042034
diff --git a/results/resident_v06_comparison/smoke/analysis.md b/results/resident_v06_comparison/smoke/analysis.md
new file mode 100644
index 0000000..49162d3
--- /dev/null
+++ b/results/resident_v06_comparison/smoke/analysis.md
@@ -0,0 +1,23 @@
+# Resident M/G Candidate Ablation versus v0.6
+
+CUDA-event medians from order-rotated independent processes. v0.6-best is the faster of the mature Hybrid2D radix-4 path and, at logN=20, the established 10+10 resident dataflow path. M/G-best is selected only among these three new resident-lowering ablations; it is not the best implementation in the complete v0.7 repository.
+
+| bits | logN | batch | v0.6-best | ms | M/G full | lowered generic | lowered core | M/G-best | vs v0.6 |
+|---:|---:|---:|:--|---:|---:|---:|---:|:--|---:|
+| 32 | 12 | 1 | `v06_hybrid2d` | 0.009216 | 0.040960 | 0.024576 | 0.034816 | `v07_resident_generic` | 0.375x |
+| 64 | 12 | 1 | `v06_hybrid2d` | 0.011776 | 0.041984 | 0.023552 | 0.023552 | `v07_resident_generic` | 0.500x |
+
+## Aggregate
+
+Across 2 workload points, M/G-best wins at 0/2 points and reaches 0.433x v0.6-best geometric-mean throughput. Resident boundary lowering contributes 1.724x and the selected physical core contributes 0.840x relative to their immediately preceding layers.
+
+| grouping | value | points | geomean vs v0.6 | wins | min | max |
+|:--|---:|---:|---:|---:|---:|---:|
+| bits | 32 | 1 | 0.375x | 0/1 | 0.375x | 0.375x |
+| bits | 64 | 1 | 0.500x | 0/1 | 0.500x | 0.500x |
+| logN | 12 | 2 | 0.433x | 0/2 | 0.375x | 0.500x |
+| batch | 1 | 2 | 0.433x | 0/2 | 0.375x | 0.500x |
+
+## Interpretation
+
+This table is a controlled M/G-lowering ablation, not a release-level v0.6/v0.7 comparison. `v07_full` isolates the cost of materializing every logical boundary. `v07_resident_generic` changes only M-to-G lowering, and `v07_resident_core` additionally changes the physical execution-group core. The generated dataflow core is currently specialized only for 10+10; shorter execution groups use the descriptor radix-4 fallback. At logN=20 the dataflow path is physically equivalent to the v0.6 10+10 dataflow schedule, so parity there is expected and is an explicit equivalence check rather than an independent speedup claim.
diff --git a/results/resident_v06_comparison/smoke/raw.csv b/results/resident_v06_comparison/smoke/raw.csv
new file mode 100644
index 0000000..4db4043
--- /dev/null
+++ b/results/resident_v06_comparison/smoke/raw.csv
@@ -0,0 +1,9 @@
+variant,trial,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,logical_subgraphs,execution_stage_partition,execution_groups,materialized_boundaries,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,execution_group_cores,boundary_storage,boundary_buffers,ready_window,packet_readiness,packet_compute_layout,packet_fold_wave_barriers,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,1,2,0.012288,0.009216,0.013262,0.004046,0,0,0,0,0,7,natural,natural,"",0.023904,108506.940606,22022.550977,444444428.724065,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,1,2,0.011264,0.040960,0.044983,0.004023,0,0,0,0,0,7,natural,natural,"",0.022048,24414.063117,13464.024255,100000002.526213,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,1,2,0.010240,0.024576,0.028273,0.003697,0,0,0,0,0,7,natural,natural,"",0.021376,40690.102727,17796.127142,166666660.771524,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,1,2,0.011264,0.034816,0.039270,0.004454,0,0,0,0,0,7,natural,natural,"",0.022592,28722.425967,14561.975480,117647056.760279,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,1,2,0.015360,0.011776,0.015795,0.004019,0,0,0,0,0,7,natural,natural,"",0.025312,84918.476377,19066.503690,347826079.238340,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,1,2,0.016384,0.041984,0.045748,0.003764,0,0,0,0,0,7,natural,natural,"",0.026656,23818.597951,11761.385129,97560977.208684,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,1,2,0.016384,0.023552,0.027746,0.004194,0,0,0,0,0,7,natural,natural,"",0.025600,42459.238188,15258.789101,173913039.619170,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,1,2,0.016384,0.023552,0.027736,0.004184,0,0,0,0,0,7,natural,natural,"",0.026112,42459.238188,15140.503874,173913039.619170,fused,shoup,-1
diff --git a/results/resident_v06_comparison/smoke/summary.csv b/results/resident_v06_comparison/smoke/summary.csv
new file mode 100644
index 0000000..26f680d
--- /dev/null
+++ b/results/resident_v06_comparison/smoke/summary.csv
@@ -0,0 +1,3 @@
+word_bits,logN,batch,v06_hybrid2d_ms,v06_resident_ms,v06_selected,v06_best_ms,v07_full_ms,v07_resident_generic_ms,v07_resident_core_ms,mg_selected,mg_best_ms,lowering_speedup,core_speedup,mg_best_vs_v06,v07_core_vs_v06,v07_core_vs_v06_resident,trials
+32,12,1,0.009216,,v06_hybrid2d,0.009216,0.04096,0.024576,0.034816,v07_resident_generic,0.024576,1.6666666666666667,0.7058823529411765,0.375,0.2647058823529412,,1
+64,12,1,0.011776,,v06_hybrid2d,0.011776,0.041984,0.023552,0.023552,v07_resident_generic,0.023552,1.7826086956521738,1.0,0.5,0.5,,1
diff --git a/results/resident_v06_comparison/v100_confirmed/analysis.md b/results/resident_v06_comparison/v100_confirmed/analysis.md
new file mode 100644
index 0000000..0d73282
--- /dev/null
+++ b/results/resident_v06_comparison/v100_confirmed/analysis.md
@@ -0,0 +1,57 @@
+# Resident M/G Candidate Ablation versus v0.6
+
+CUDA-event medians from order-rotated independent processes. v0.6-best is the faster of the mature Hybrid2D radix-4 path and, at logN=20, the established 10+10 resident dataflow path. M/G-best is selected only among these three new resident-lowering ablations; it is not the best implementation in the complete v0.7 repository.
+
+| bits | logN | batch | v0.6-best | ms | M/G full | lowered generic | lowered core | M/G-best | vs v0.6 |
+|---:|---:|---:|:--|---:|---:|---:|---:|:--|---:|
+| 32 | 12 | 1 | `v06_hybrid2d` | 0.007127 | 0.036516 | 0.021545 | 0.031519 | `v07_resident_generic` | 0.331x |
+| 32 | 12 | 4 | `v06_hybrid2d` | 0.007455 | 0.053719 | 0.021750 | 0.031601 | `v07_resident_generic` | 0.343x |
+| 32 | 12 | 16 | `v06_hybrid2d` | 0.009093 | 0.120709 | 0.033792 | 0.041738 | `v07_resident_generic` | 0.269x |
+| 32 | 14 | 1 | `v06_hybrid2d` | 0.008458 | 0.075121 | 0.023634 | 0.031560 | `v07_resident_generic` | 0.358x |
+| 32 | 14 | 4 | `v06_hybrid2d` | 0.010342 | 0.155013 | 0.033464 | 0.035226 | `v07_resident_generic` | 0.309x |
+| 32 | 14 | 16 | `v06_hybrid2d` | 0.016589 | 0.467948 | 0.064901 | 0.070246 | `v07_resident_generic` | 0.256x |
+| 32 | 16 | 1 | `v06_hybrid2d` | 0.012022 | 0.122143 | 0.041185 | 0.042537 | `v07_resident_generic` | 0.292x |
+| 32 | 16 | 4 | `v06_hybrid2d` | 0.020255 | 0.279224 | 0.079544 | 0.083149 | `v07_resident_generic` | 0.255x |
+| 32 | 16 | 16 | `v06_hybrid2d` | 0.053105 | 0.895447 | 0.204083 | 0.222822 | `v07_resident_generic` | 0.260x |
+| 32 | 18 | 1 | `v06_hybrid2d` | 0.024433 | 0.485294 | 0.112108 | 0.115282 | `v07_resident_generic` | 0.218x |
+| 32 | 18 | 4 | `v06_hybrid2d` | 0.061215 | 1.196093 | 0.227533 | 0.245412 | `v07_resident_generic` | 0.269x |
+| 32 | 18 | 16 | `v06_hybrid2d` | 0.186061 | 3.512689 | 0.668160 | 0.716964 | `v07_resident_generic` | 0.278x |
+| 32 | 20 | 1 | `v06_hybrid2d` | 0.085914 | 0.957604 | 0.370340 | 0.128737 | `v07_resident_core` | 0.667x |
+| 32 | 20 | 4 | `v06_hybrid2d` | 0.280760 | 2.768507 | 0.981606 | 0.309105 | `v07_resident_core` | 0.908x |
+| 32 | 20 | 16 | `v06_resident` | 1.016299 | 9.507962 | 3.740549 | 1.009623 | `v07_resident_core` | 1.007x |
+| 64 | 12 | 1 | `v06_hybrid2d` | 0.007864 | 0.032748 | 0.016712 | 0.016712 | `v07_resident_generic` | 0.471x |
+| 64 | 12 | 4 | `v06_hybrid2d` | 0.008028 | 0.050299 | 0.017920 | 0.017940 | `v07_resident_generic` | 0.448x |
+| 64 | 12 | 16 | `v06_hybrid2d` | 0.009216 | 0.119173 | 0.029635 | 0.029594 | `v07_resident_core` | 0.311x |
+| 64 | 14 | 1 | `v06_hybrid2d` | 0.009155 | 0.072991 | 0.020521 | 0.020521 | `v07_resident_generic` | 0.446x |
+| 64 | 14 | 4 | `v06_hybrid2d` | 0.010445 | 0.158761 | 0.029082 | 0.029061 | `v07_resident_core` | 0.359x |
+| 64 | 14 | 16 | `v06_hybrid2d` | 0.020480 | 0.489329 | 0.064225 | 0.064143 | `v07_resident_core` | 0.319x |
+| 64 | 16 | 1 | `v06_hybrid2d` | 0.015524 | 0.123699 | 0.038973 | 0.038932 | `v07_resident_core` | 0.399x |
+| 64 | 16 | 4 | `v06_hybrid2d` | 0.029532 | 0.289321 | 0.076739 | 0.076800 | `v07_resident_generic` | 0.385x |
+| 64 | 16 | 16 | `v06_hybrid2d` | 0.082063 | 0.938783 | 0.200827 | 0.200970 | `v07_resident_generic` | 0.409x |
+| 64 | 18 | 1 | `v06_hybrid2d` | 0.039158 | 0.511980 | 0.119112 | 0.119132 | `v07_resident_generic` | 0.329x |
+| 64 | 18 | 4 | `v06_hybrid2d` | 0.103096 | 1.341194 | 0.288727 | 0.287785 | `v07_resident_core` | 0.358x |
+| 64 | 18 | 16 | `v06_hybrid2d` | 0.341443 | 4.299305 | 0.862740 | 0.865014 | `v07_resident_generic` | 0.396x |
+| 64 | 20 | 1 | `v06_hybrid2d` | 0.131994 | 1.179853 | 0.512778 | 0.203407 | `v07_resident_core` | 0.649x |
+| 64 | 20 | 4 | `v06_hybrid2d` | 0.428339 | 3.225723 | 1.240187 | 0.553718 | `v07_resident_core` | 0.774x |
+| 64 | 20 | 16 | `v06_hybrid2d` | 1.609196 | 11.788821 | 4.303053 | 1.840476 | `v07_resident_core` | 0.874x |
+
+## Aggregate
+
+Across 30 workload points, M/G-best wins at 1/30 points and reaches 0.394x v0.6-best geometric-mean throughput. Resident boundary lowering contributes 3.598x and the selected physical core contributes 1.157x relative to their immediately preceding layers.
+
+| grouping | value | points | geomean vs v0.6 | wins | min | max |
+|:--|---:|---:|---:|---:|---:|---:|
+| bits | 32 | 15 | 0.353x | 1/15 | 0.218x | 1.007x |
+| bits | 64 | 15 | 0.439x | 0/15 | 0.311x | 0.874x |
+| logN | 12 | 6 | 0.355x | 0/6 | 0.269x | 0.471x |
+| logN | 14 | 6 | 0.336x | 0/6 | 0.256x | 0.446x |
+| logN | 16 | 6 | 0.327x | 0/6 | 0.255x | 0.409x |
+| logN | 18 | 6 | 0.302x | 0/6 | 0.218x | 0.396x |
+| logN | 20 | 6 | 0.803x | 1/6 | 0.649x | 1.007x |
+| batch | 1 | 10 | 0.394x | 0/10 | 0.218x | 0.667x |
+| batch | 4 | 10 | 0.403x | 0/10 | 0.255x | 0.908x |
+| batch | 16 | 10 | 0.384x | 1/10 | 0.256x | 1.007x |
+
+## Interpretation
+
+This table is a controlled M/G-lowering ablation, not a release-level v0.6/v0.7 comparison. `v07_full` isolates the cost of materializing every logical boundary. `v07_resident_generic` changes only M-to-G lowering, and `v07_resident_core` additionally changes the physical execution-group core. The generated dataflow core is currently specialized only for 10+10; shorter execution groups use the descriptor radix-4 fallback. At logN=20 the dataflow path is physically equivalent to the v0.6 10+10 dataflow schedule, so parity there is expected and is an explicit equivalence check rather than an independent speedup claim.
diff --git a/results/resident_v06_comparison/v100_confirmed/raw.csv b/results/resident_v06_comparison/v100_confirmed/raw.csv
new file mode 100644
index 0000000..540a575
--- /dev/null
+++ b/results/resident_v06_comparison/v100_confirmed/raw.csv
@@ -0,0 +1,379 @@
+variant,trial,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,logical_subgraphs,execution_stage_partition,execution_groups,materialized_boundaries,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,execution_group_cores,boundary_storage,boundary_buffers,ready_window,packet_readiness,packet_compute_layout,packet_fold_wave_barriers,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.012288,0.007148,0.007290,0.000143,0,0,0,0,0,7,natural,natural,"",0.023520,139908.661458,23279.894553,573065877.330930,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.012288,0.036516,0.036687,0.000171,0,0,0,0,0,7,natural,natural,"",0.025440,27385.376223,13469.130938,112170501.008249,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.012288,0.021565,0.021743,0.000178,0,0,0,0,0,7,natural,natural,"",0.024096,46370.490843,17256.422540,189933530.492906,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.012288,0.031560,0.031731,0.000171,0,0,0,0,0,7,natural,natural,"",0.023744,31685.999695,14794.720250,129785854.751629,fused,shoup,-1
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+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,16,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.071040,0.033710,0.033874,0.000164,0,0,0,0,0,7,natural,natural,"",0.078272,474635.516489,87421.148800,1944107075.539564,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,16,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.068640,0.033792,0.033942,0.000150,0,0,0,0,0,7,natural,natural,"",0.074016,473484.844787,90678.274137,1939393924.246478,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,1,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.029696,0.074875,0.075039,0.000164,0,0,0,0,0,7,natural,natural,"",0.032896,13355.614428,7274.479520,218818386.794375,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,4,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.072704,0.155013,0.155182,0.000168,0,0,0,0,0,7,natural,natural,"",0.082784,25804.265889,12882.400847,422777092.328330,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,4,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.070848,0.033464,0.033648,0.000184,0,0,0,0,0,7,natural,natural,"",0.077952,119530.293743,21946.149350,1958384332.692049,fused,shoup,-1
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+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,4,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.070720,0.155136,0.155285,0.000149,0,0,0,0,0,7,natural,natural,"",0.082944,25783.827703,12953.367690,422442233.086329,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,4,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.070656,0.033505,0.033670,0.000165,0,0,0,0,0,7,natural,natural,"",0.075712,119384.170233,22237.877199,1955990245.103933,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,4,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.077856,0.154972,0.155144,0.000172,0,0,0,0,0,7,natural,natural,"",0.078848,25811.086647,12833.833702,422888843.631821,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,16,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.286176,0.467763,0.467933,0.000169,0,0,0,0,0,7,natural,natural,"",0.287744,34205.340387,15359.756254,560420296.901621,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,16,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.286080,0.064451,0.064623,0.000173,0,0,0,0,0,7,natural,natural,"",0.265152,248252.296077,25987.417420,4067365618.920171,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,16,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.279616,0.467948,0.468093,0.000145,0,0,0,0,0,7,natural,natural,"",0.253344,34191.868874,15985.492997,560199579.638731,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,16,65536,1,998244353,30,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.066880,0.123372,0.123522,0.000150,0,0,0,0,0,7,natural,natural,"",0.075392,8105.598985,3764.443492,531208535.083428,fused,shoup,-1
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+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,16,65536,1,998244353,30,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.068512,0.122143,0.122320,0.000178,0,0,0,0,0,7,natural,natural,"",0.074848,8187.143880,3766.439741,536552661.343083,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,16,65536,1,998244353,30,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.070272,0.122081,0.122257,0.000176,0,0,0,0,0,7,natural,natural,"",0.079264,8191.264066,3681.650909,536822681.837179,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,16,65536,4,998244353,30,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.276064,0.277709,0.277863,0.000154,0,0,0,0,0,7,natural,natural,"",0.253376,14403.576766,4955.715637,943952806.959078,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,1,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.279552,0.485294,0.485463,0.000169,0,0,0,0,0,7,natural,natural,"",0.285600,2060.606247,951.976505,540175563.934807,fused,shoup,-1
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+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.800128,0.667648,0.667802,0.000154,0,0,0,0,0,7,natural,natural,"",2.618048,23964.723302,2629.060604,6282208425.171599,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.805632,0.715756,0.715911,0.000156,0,0,0,0,0,7,natural,natural,"",2.616320,22354.001475,2606.836497,5859967362.610709,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.798656,3.512689,3.512763,0.000075,0,0,0,0,0,7,natural,natural,"",2.626528,4554.915523,1790.135151,1194043774.925943,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.802848,0.668160,0.668312,0.000152,0,0,0,0,0,7,natural,natural,"",2.613760,23946.359390,2629.516802,6277394435.853064,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.801664,0.719933,0.720063,0.000130,0,0,0,0,0,7,natural,natural,"",2.613472,22224.276418,2607.957395,5825960717.211497,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,9,4,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,2.801504,0.186061,0.186215,0.000155,0,0,0,0,0,7,natural,natural,"",2.608832,85993.402063,2858.982528,22542654390.518654,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.801760,0.668385,0.668534,0.000149,0,0,0,0,0,7,natural,natural,"",2.613312,23938.287328,2630.083394,6275278393.213268,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.805792,0.716964,0.717116,0.000152,0,0,0,0,0,7,natural,natural,"",2.612064,22316.328082,2608.063563,5850091508.774754,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,9,4,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,2.803936,0.185938,0.186090,0.000153,0,0,0,0,0,7,natural,natural,"",2.604800,86050.222939,2859.862834,22557549642.092937,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.800704,3.510026,3.510092,0.000066,0,0,0,0,0,7,natural,natural,"",2.626624,4558.370512,1790.238970,1194949479.372838,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.784352,0.085811,0.085975,0.000164,0,0,0,0,0,7,natural,natural,"",0.733184,11653.490758,623.695236,12219570725.029921,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.793792,0.956191,0.956329,0.000138,0,0,0,0,0,7,natural,natural,"",0.752512,1045.816482,399.601247,1096618063.937044,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.783232,0.370340,0.370479,0.000139,0,0,0,0,0,7,natural,natural,"",0.730176,2700.222580,530.856629,2831388592.051064,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.794912,0.129147,0.129313,0.000166,0,0,0,0,0,7,natural,natural,"",0.751488,7743.121993,596.820086,8119251886.795048,fused,shoup,-1
+v06_resident,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,0.791040,0.128840,0.128994,0.000154,0,0,0,0,0,7,natural,natural,"",0.729760,7761.583617,606.192984,8138610302.304863,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.784160,0.957604,0.957756,0.000153,0,0,0,0,0,7,natural,natural,"",0.728032,1044.273203,404.891769,1094999817.901315,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.780704,0.370278,0.370429,0.000151,0,0,0,0,0,7,natural,natural,"",0.730912,2700.670716,531.379433,2831858496.852464,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.781920,0.128737,0.128925,0.000188,0,0,0,0,0,7,natural,natural,"",0.762464,7767.758269,597.685306,8145084894.396053,fused,shoup,-1
+v06_resident,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,0.784896,0.129085,0.129251,0.000166,0,0,0,0,0,7,natural,natural,"",0.738848,7746.807288,605.023111,8123116199.073808,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.781536,0.086180,0.086341,0.000161,0,0,0,0,0,7,natural,natural,"",0.760928,11603.642198,614.007804,12167300721.261135,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.794272,0.370483,0.370634,0.000151,0,0,0,0,0,7,natural,natural,"",0.736992,2699.177580,525.832238,2830292829.633200,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.791136,0.128717,0.128892,0.000175,0,0,0,0,0,7,natural,natural,"",0.743104,7768.993839,601.338530,8146380483.353279,fused,shoup,-1
+v06_resident,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,0.790208,0.129024,0.129214,0.000190,0,0,0,0,0,7,natural,natural,"",0.738720,7750.496093,603.153777,8126984191.499510,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.819040,0.085914,0.086081,0.000167,0,0,0,0,0,7,natural,natural,"",0.742784,11639.600913,606.892740,12205006167.248165,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.793152,1.106575,1.106725,0.000149,0,0,0,0,0,7,natural,natural,"",0.735520,903.689010,379.471020,947586606.917201,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,2.810656,0.326267,0.326431,0.000164,0,0,0,0,0,7,natural,natural,"",2.618464,12259.903017,695.001058,12855440066.020082,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.807008,2.853048,2.853150,0.000102,0,0,0,0,0,7,natural,natural,"",2.619584,1402.009200,483.112767,1470113199.225307,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.806944,0.983163,0.983317,0.000154,0,0,0,0,0,7,natural,natural,"",2.618560,4068.501608,624.154767,4266133141.599287,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.814240,0.309105,0.309299,0.000194,0,0,0,0,0,7,natural,natural,"",2.612288,12940.602382,697.394739,13569205082.934063,fused,shoup,-1
+v06_resident,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,2.808256,0.310354,0.310539,0.000185,0,0,0,0,0,7,natural,natural,"",2.620416,12888.510671,696.982408,13514582965.341784,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.812000,2.639421,2.639529,0.000107,0,0,0,0,0,7,natural,natural,"",2.620256,1515.483622,495.559941,1589099754.918461,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.822400,0.981606,0.981740,0.000134,0,0,0,0,0,7,natural,natural,"",2.617856,4074.953205,622.872260,4272898131.833010,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.814528,0.309105,0.309251,0.000146,0,0,0,0,0,7,natural,natural,"",2.615520,12940.602382,696.967004,13569205082.934063,fused,shoup,-1
+v06_resident,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,2.806528,0.310477,0.310619,0.000143,0,0,0,0,0,7,natural,natural,"",2.605760,12883.409886,698.962827,13509234404.693550,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,2.814016,0.280760,0.280916,0.000156,0,0,0,0,0,7,natural,natural,"",2.617696,14247.027600,700.222193,14939091212.276554,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.813280,0.975770,0.975916,0.000147,0,0,0,0,0,7,natural,natural,"",2.607104,4099.328453,625.375836,4298457431.449864,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.805280,0.310886,0.311037,0.000151,0,0,0,0,0,7,natural,natural,"",2.605952,12866.435568,699.041808,13491435542.095535,fused,shoup,-1
+v06_resident,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,2.812704,0.309760,0.309923,0.000163,0,0,0,0,0,7,natural,natural,"",2.616416,12913.222962,697.000103,13540495680.590227,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,2.813120,0.280678,0.280851,0.000173,0,0,0,0,0,7,natural,natural,"",2.610816,14251.186132,701.186759,14943451750.002228,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.811200,2.768507,2.768630,0.000123,0,0,0,0,0,7,natural,natural,"",2.619840,1444.822187,487.831853,1515005869.760305,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,10.867424,1.050931,1.051077,0.000146,0,0,0,0,0,7,natural,natural,"",10.113152,15224.592977,726.232670,15964142805.892569,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.872320,9.509418,9.509358,0.000000,0,0,0,0,0,7,natural,natural,"",10.136960,1682.542589,524.268766,1764273778.097984,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.875936,3.740549,3.740621,0.000072,0,0,0,0,0,7,natural,natural,"",10.127776,4277.446874,646.614588,4485228132.937982,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.881216,1.028075,1.028226,0.000151,0,0,0,0,0,7,natural,natural,"",10.124064,15563.059985,726.171721,16319051186.350101,fused,shoup,-1
+v06_resident,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,10.878976,1.016299,1.016443,0.000143,0,0,0,0,0,7,natural,natural,"",10.124960,15743.390819,726.604406,16508141771.660902,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.878080,9.500098,9.500060,0.000000,0,0,0,0,0,7,natural,natural,"",10.127776,1684.193112,524.487764,1766004476.643101,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.901952,3.745198,3.745310,0.000112,0,0,0,0,0,7,natural,natural,"",10.133824,4272.137268,645.656620,4479660607.780794,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.877024,0.996250,0.996410,0.000160,0,0,0,0,0,7,natural,natural,"",10.129856,16060.232035,727.169290,16840373866.241802,fused,shoup,-1
+v06_resident,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,10.876192,0.998625,0.998766,0.000141,0,0,0,0,0,7,natural,natural,"",10.124512,16022.025824,727.294907,16800311750.225021,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,10.875936,1.051177,1.051336,0.000159,0,0,0,0,0,7,natural,natural,"",10.139200,15221.032825,725.087157,15960409715.511789,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.883360,3.734938,3.735024,0.000086,0,0,0,0,0,7,natural,natural,"",10.130720,4283.873366,646.490305,4491966798.919202,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.887040,1.009623,1.009786,0.000162,0,0,0,0,0,7,natural,natural,"",10.134176,15847.498717,726.254669,16617306814.200695,fused,shoup,-1
+v06_resident,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,10.874816,1.017221,1.017382,0.000161,0,0,0,0,0,7,natural,natural,"",10.122336,15729.127234,726.797883,16493185318.825853,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,10.871392,1.050522,1.050653,0.000132,0,0,0,0,0,7,natural,natural,"",10.111136,15230.529115,726.181794,15970367297.238644,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.868160,9.507962,9.507916,0.000000,0,0,0,0,0,7,natural,natural,"",10.129632,1682.800122,524.491208,1764543821.239719,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.015360,0.007885,0.008017,0.000132,0,0,0,0,0,7,natural,natural,"",0.026048,126826.306699,20286.938451,519480552.238603,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.015360,0.032707,0.032836,0.000129,0,0,0,0,0,7,natural,natural,"",0.024928,30574.903803,13699.650692,125234805.975351,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.015360,0.016712,0.016852,0.000141,0,0,0,0,0,7,natural,natural,"",0.025024,59838.387698,17514.459820,245098036.009971,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.014336,0.016712,0.016874,0.000162,0,0,0,0,0,7,natural,natural,"",0.024128,59838.387698,18123.927150,245098036.009971,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.015360,0.032788,0.032925,0.000136,0,0,0,0,0,7,natural,natural,"",0.023968,30498.518563,13866.456541,124921932.034553,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.016384,0.016691,0.016847,0.000156,0,0,0,0,0,7,natural,natural,"",0.025408,59911.808254,17098.927512,245398766.608266,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.016384,0.016732,0.016878,0.000145,0,0,0,0,0,7,natural,natural,"",0.026848,59765.146872,16676.628311,244798041.586506,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.014336,0.007864,0.008002,0.000138,0,0,0,0,0,7,natural,natural,"",0.026624,127156.565000,20481.595827,520833290.239394,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.016384,0.016712,0.016857,0.000145,0,0,0,0,0,7,natural,natural,"",0.026464,59838.387698,16789.881867,245098036.009971,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.016384,0.016712,0.016867,0.000156,0,0,0,0,0,7,natural,natural,"",0.025536,59838.387698,17055.625637,245098036.009971,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.015360,0.007844,0.008016,0.000172,0,0,0,0,0,7,natural,natural,"",0.026976,127488.578064,19928.321786,522193215.751736,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.014336,0.032748,0.032884,0.000136,0,0,0,0,0,7,natural,natural,"",0.024224,30536.665152,14023.766648,125078180.461732,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.040128,0.050381,0.050557,0.000176,0,0,0,0,0,7,natural,natural,"",0.049408,79395.319460,28588.417506,325203228.506608,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.037088,0.017818,0.017970,0.000153,0,0,0,0,0,7,natural,natural,"",0.048640,224497.130231,38630.323054,919540245.424327,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.036480,0.017879,0.018044,0.000165,0,0,0,0,0,7,natural,natural,"",0.045728,223725.647239,39965.213864,916380251.090117,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.038912,0.017920,0.018093,0.000173,0,0,0,0,0,7,natural,natural,"",0.047936,223214.279752,38179.597304,914285689.866057,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.036288,0.017940,0.018085,0.000144,0,0,0,0,0,7,natural,natural,"",0.045120,222959.471629,40262.316341,913241995.793483,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.036896,0.050094,0.050236,0.000142,0,0,0,0,0,7,natural,natural,"",0.044896,79849.755935,30329.205348,327064600.309347,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.123680,0.119132,0.119272,0.000139,0,0,0,0,0,7,natural,natural,"",0.127968,134304.631491,43152.255539,550111770.585554,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.123008,0.029532,0.029665,0.000133,0,0,0,0,0,7,natural,natural,"",0.131424,541782.235689,56345.140081,2219140037.383385,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.124928,0.029471,0.029615,0.000144,0,0,0,0,0,7,natural,natural,"",0.133600,542911.755374,55555.803714,2223766550.012350,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.127328,0.029635,0.029814,0.000180,0,0,0,0,0,7,natural,natural,"",0.137088,539910.167566,54412.412398,2211472046.351923,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.126304,0.119173,0.119331,0.000158,0,0,0,0,0,7,natural,natural,"",0.130624,134258.467054,42541.751169,549922681.051532,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.034144,0.072868,0.073026,0.000158,0,0,0,0,0,7,natural,natural,"",0.045088,13723.475167,6574.628861,224845417.143857,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.035392,0.072991,0.073145,0.000154,0,0,0,0,0,7,natural,natural,"",0.051680,13700.372617,6247.551139,224466904.960962,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.123264,0.029061,0.029230,0.000169,0,0,0,0,0,7,natural,natural,"",0.141760,137640.944311,13601.503923,2255109231.584784,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.129376,0.159130,0.159298,0.000169,0,0,0,0,0,7,natural,natural,"",0.134048,25136.743145,9466.254720,411840399.683604,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.437344,0.488755,0.488914,0.000159,0,0,0,0,0,7,natural,natural,"",0.403648,32736.224842,12032.362241,536350307.816333,fused,shoup,-1
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+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.437664,0.064307,0.064475,0.000168,0,0,0,0,0,7,natural,natural,"",0.406624,248805.740499,17609.602368,4076433252.336011,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.428960,0.064102,0.064259,0.000156,0,0,0,0,0,7,natural,natural,"",0.429600,249600.624105,17341.120658,4089456625.338068,fused,shoup,-1
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+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.119296,0.038953,0.039090,0.000137,0,0,0,0,0,7,natural,natural,"",0.131040,25671.988980,3456.751246,1682439469.774748,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.118304,0.038973,0.039104,0.000131,0,0,0,0,0,7,natural,natural,"",0.129440,25658.500076,3487.754434,1681555461.008294,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.432192,0.289321,0.289467,0.000146,0,0,0,0,0,7,natural,natural,"",0.408992,13825.475296,3538.241866,906066349.005114,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.436160,0.076534,0.076692,0.000158,0,0,0,0,0,7,natural,natural,"",0.408608,52264.513850,4341.682831,3425207179.700371,fused,shoup,-1
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+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.438304,0.076800,0.076954,0.000154,0,0,0,0,0,7,natural,natural,"",0.402400,52083.335912,4359.654064,3413333502.345623,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.436576,0.289423,0.289578,0.000155,0,0,0,0,0,7,natural,natural,"",0.393824,13820.585133,3571.991905,905745867.264944,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.430720,0.938619,0.938763,0.000144,0,0,0,0,0,7,natural,natural,"",1.351296,17046.323107,4300.341484,1117147831.120684,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.422880,0.200827,0.200983,0.000156,0,0,0,0,0,7,natural,natural,"",1.351776,79670.614427,5377.278378,5221293387.067092,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.420832,0.200970,0.201122,0.000152,0,0,0,0,0,7,natural,natural,"",1.341024,79613.774715,5400.249031,5217568339.736270,fused,shoup,-1
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+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.424864,0.200847,0.201017,0.000170,0,0,0,0,0,7,natural,natural,"",1.351776,79662.486966,5373.658313,5220760745.830847,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.428992,0.200602,0.200793,0.000192,0,0,0,0,0,7,natural,natural,"",1.345472,79760.084593,5378.032666,5227156903.871114,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.410208,0.938783,0.938913,0.000130,0,0,0,0,0,7,natural,natural,"",1.337728,17043.346795,4339.902508,1116952775.556771,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.435296,0.511037,0.511189,0.000151,0,0,0,0,0,7,natural,natural,"",0.410880,1956.803680,736.803770,512964344.002055,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.436672,0.119419,0.119577,0.000158,0,0,0,0,0,7,natural,natural,"",0.409184,8373.885140,1035.974319,2195163746.093166,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.434016,0.119296,0.119451,0.000155,0,0,0,0,0,7,natural,natural,"",0.409024,8382.510771,1039.138109,2197424903.612735,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.429216,0.118927,0.119085,0.000158,0,0,0,0,0,7,natural,natural,"",0.393600,8408.493562,1061.860430,2204236136.249472,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.433024,0.597135,0.597297,0.000162,0,0,0,0,0,7,natural,natural,"",0.403104,1674.662160,697.708479,439002637.192513,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.410656,1.470300,1.470432,0.000132,0,0,0,0,0,7,natural,natural,"",1.336512,2720.532859,948.436328,713171365.759639,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.423456,1.276682,1.276825,0.000143,0,0,0,0,0,7,natural,natural,"",1.349184,3133.121006,987.819629,821328873.112287,fused,shoup,-1
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+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.458080,0.865956,0.866106,0.000150,0,0,0,0,0,7,natural,natural,"",5.115968,18476.692982,1398.600925,4843554205.113211,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.466016,4.299305,4.299384,0.000079,0,0,0,0,0,7,natural,natural,"",5.145760,3721.531769,1073.027514,975577223.974013,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.460384,0.862740,0.862884,0.000144,0,0,0,0,0,7,natural,natural,"",5.101056,18545.554308,1400.538102,4861605788.492953,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.467200,0.863846,0.863985,0.000139,0,0,0,0,0,7,natural,natural,"",5.122880,18521.810830,1396.900915,4855381578.094379,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,9,4,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,5.467808,0.341729,0.341888,0.000158,0,0,0,0,0,7,natural,natural,"",5.112448,46820.687545,1464.935138,12273762315.870920,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.458912,0.861716,0.861851,0.000134,0,0,0,0,0,7,natural,natural,"",5.120064,18567.592639,1398.516788,4867383004.697659,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.460288,0.865014,0.865154,0.000140,0,0,0,0,0,7,natural,natural,"",5.125312,18496.816473,1397.305030,4848829457.599719,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,9,4,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,5.468704,0.340931,0.341091,0.000161,0,0,0,0,0,7,natural,natural,"",5.120992,46930.379045,1463.776969,12302517284.307472,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.458528,4.300575,4.300669,0.000094,0,0,0,0,0,7,natural,natural,"",5.133312,3720.432924,1074.372420,975289168.318428,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,1.414016,0.131994,0.132126,0.000133,0,0,0,0,0,7,natural,natural,"",1.366784,7576.125375,343.313034,7944143240.715561,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.414656,1.178522,1.178643,0.000122,0,0,0,0,0,7,natural,natural,"",1.349408,848.520699,253.640650,889738440.523091,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.413152,0.512799,0.512924,0.000126,0,0,0,0,0,7,natural,natural,"",1.341312,1950.082846,306.066599,2044810070.096771,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.412544,0.203407,0.203573,0.000165,0,0,0,0,0,7,natural,natural,"",1.339520,4916.242901,338.355504,5155054316.404962,fused,shoup,-1
+v06_resident,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,1.412128,0.203715,0.203875,0.000160,0,0,0,0,0,7,natural,natural,"",1.334848,4908.829188,338.903715,5147280474.859106,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.410624,1.179853,1.179997,0.000144,0,0,0,0,0,7,natural,natural,"",1.338784,847.563326,254.500792,888734562.083909,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.420736,0.512471,0.512641,0.000170,0,0,0,0,0,7,natural,natural,"",1.345376,1951.329852,305.009818,2046117650.801708,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.415520,0.203223,0.203378,0.000155,0,0,0,0,0,7,natural,natural,"",1.334112,4920.702032,338.655297,5159730053.948555,fused,shoup,-1
+v06_resident,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,1.408960,0.203244,0.203376,0.000132,0,0,0,0,0,7,natural,natural,"",1.331360,4920.205973,339.724284,5159209898.591453,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,1.424320,0.132342,0.132489,0.000147,0,0,0,0,0,7,natural,natural,"",1.340256,7556.194050,345.194478,7923243732.499222,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.410944,0.512778,0.512903,0.000125,0,0,0,0,0,7,natural,natural,"",1.331872,1950.160822,307.163590,2044891834.062828,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.412512,0.203960,0.204112,0.000151,0,0,0,0,0,7,natural,natural,"",1.339840,4902.914226,338.259253,5141078187.256064,fused,shoup,-1
+v06_resident,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,1.410176,0.203551,0.203702,0.000151,0,0,0,0,0,7,natural,natural,"",1.330976,4912.780312,339.592847,5151423528.191754,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,1.423616,0.131891,0.132062,0.000171,0,0,0,0,0,7,natural,natural,"",1.350016,7582.006648,344.172086,7950310202.944300,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.410464,1.180201,1.180329,0.000128,0,0,0,0,0,7,natural,natural,"",1.338912,847.313344,254.480317,888472436.707665,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,5.440160,0.428339,0.428484,0.000145,0,0,0,0,0,7,natural,natural,"",5.098880,9338.393861,364.717958,9792015681.094921,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.469536,3.228160,3.228250,0.000090,0,0,0,0,0,7,natural,natural,"",5.115936,1239.095901,289.569033,1299286223.215042,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.451040,1.239859,1.240004,0.000145,0,0,0,0,0,7,natural,natural,"",5.093952,3226.172718,339.418796,3382887283.456208,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.441120,0.554598,0.554748,0.000150,0,0,0,0,0,7,natural,natural,"",5.095136,7212.426261,360.657506,7562777079.127921,fused,shoup,-1
+v06_resident,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,5.439616,0.554189,0.554333,0.000144,0,0,0,0,0,7,natural,natural,"",5.095584,7217.756994,360.705178,7568366757.494854,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.462432,3.225723,3.225811,0.000088,0,0,0,0,0,7,natural,natural,"",5.110176,1240.032069,289.890132,1300267866.569626,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.456320,1.241293,1.241422,0.000129,0,0,0,0,0,7,natural,natural,"",5.119232,3222.446702,338.499833,3378980272.955796,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.459648,0.553718,0.553880,0.000162,0,0,0,0,0,7,natural,natural,"",5.115424,7223.896464,359.428111,7574804458.769001,fused,shoup,-1
+v06_resident,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,5.448096,0.554967,0.555111,0.000144,0,0,0,0,0,7,natural,natural,"",5.112352,7207.635175,359.860616,7557753260.961193,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,5.450528,0.428442,0.428595,0.000154,0,0,0,0,0,7,natural,natural,"",5.109408,9336.161914,364.020981,9789675315.271429,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.461664,1.240187,1.240333,0.000146,0,0,0,0,0,7,natural,natural,"",5.120928,3225.320545,338.329936,3381993716.197554,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.451264,0.552509,0.552668,0.000158,0,0,0,0,0,7,natural,natural,"",5.108192,7239.695477,359.972326,7591370924.181381,fused,shoup,-1
+v06_resident,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,5.453568,0.555069,0.555207,0.000138,0,0,0,0,0,7,natural,natural,"",5.097600,7206.305490,360.157977,7556358985.286903,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,5.441120,0.427725,0.427865,0.000140,0,0,0,0,0,7,natural,natural,"",5.091456,9351.807333,364.953484,9806080725.490685,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.454080,3.225354,3.225441,0.000087,0,0,0,0,0,7,natural,natural,"",5.110848,1240.173872,290.059328,1300416557.960916,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,21.559105,1.609236,1.609347,0.000110,0,0,0,0,0,7,natural,natural,"",20.141439,9942.603347,369.431562,10425575246.997204,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.602272,11.725598,11.725523,0.000000,0,0,0,0,0,7,natural,natural,"",20.177441,1364.535910,299.035735,1430819606.837508,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.605057,4.303053,4.303130,0.000077,0,0,0,0,0,7,natural,natural,"",20.148129,3718.290331,347.401365,3898910002.091276,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.558912,1.843384,1.843521,0.000137,0,0,0,0,0,7,natural,natural,"",20.143648,8679.687842,367.428015,9101312358.121885,fused,shoup,-1
+v06_resident,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,21.568993,1.840865,1.840988,0.000122,0,0,0,0,0,7,natural,natural,"",20.144417,8691.564429,367.357741,9113765862.783375,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.620960,11.788821,11.788772,0.000000,0,0,0,0,0,7,natural,natural,"",20.230688,1357.217970,298.282251,1423146189.626723,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.602465,4.311511,4.311579,0.000068,0,0,0,0,0,7,natural,natural,"",20.148832,3710.995948,347.351816,3891261287.605451,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.561855,1.840476,1.840606,0.000129,0,0,0,0,0,7,natural,natural,"",20.145727,8693.401932,367.410178,9115692623.989817,fused,shoup,-1
+v06_resident,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,21.560736,1.841889,1.842028,0.000138,0,0,0,0,0,7,natural,natural,"",20.140863,8686.732309,367.448740,9108699018.161804,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,21.558271,1.609196,1.609330,0.000134,0,0,0,0,0,7,natural,natural,"",20.135744,9942.855983,369.487611,10425840155.204224,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.624800,4.291994,4.292078,0.000084,0,0,0,0,0,7,natural,natural,"",20.226944,3727.871340,346.742612,3908956418.200141,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.585056,1.826591,1.826721,0.000131,0,0,0,0,0,7,natural,natural,"",20.176992,8759.488007,367.068121,9184988896.454729,fused,shoup,-1
+v06_resident,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,21.583712,1.831260,1.831398,0.000138,0,0,0,0,0,7,natural,natural,"",20.177919,8737.152679,367.032320,9161568607.490149,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,21.587969,1.608888,1.609022,0.000133,0,0,0,0,0,7,natural,natural,"",20.165983,9944.755216,368.979520,10427831645.479404,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.622816,11.860869,11.860830,0.000000,0,0,0,0,0,7,natural,natural,"",20.227615,1348.973625,297.888894,1414501367.764295,fused,shoup,-1
diff --git a/results/resident_v06_comparison/v100_confirmed/summary.csv b/results/resident_v06_comparison/v100_confirmed/summary.csv
new file mode 100644
index 0000000..3a64ed8
--- /dev/null
+++ b/results/resident_v06_comparison/v100_confirmed/summary.csv
@@ -0,0 +1,31 @@
+word_bits,logN,batch,v06_hybrid2d_ms,v06_resident_ms,v06_selected,v06_best_ms,v07_full_ms,v07_resident_generic_ms,v07_resident_core_ms,mg_selected,mg_best_ms,lowering_speedup,core_speedup,mg_best_vs_v06,v07_core_vs_v06,v07_core_vs_v06_resident,trials
+32,12,1,0.007127,,v06_hybrid2d,0.007127,0.036516,0.021545,0.031519,v07_resident_generic,0.021545,1.694871199814342,0.6835559503791365,0.3307960083546066,0.2261175798724579,,3
+32,12,4,0.007455,,v06_hybrid2d,0.007455,0.053719,0.02175,0.031601,v07_resident_generic,0.02175,2.4698390804597703,0.6882693585646024,0.3427586206896552,0.23591025600455684,,3
+32,12,16,0.009093,,v06_hybrid2d,0.009093,0.120709,0.033792,0.041738,v07_resident_generic,0.033792,3.572117660984848,0.8096219272605301,0.26908735795454547,0.2178590253486032,,3
+32,14,1,0.008458,,v06_hybrid2d,0.008458,0.075121,0.023634,0.03156,v07_resident_generic,0.023634,3.1785140052466785,0.7488593155893536,0.3578742489633579,0.2679974651457541,,3
+32,14,4,0.010342,,v06_hybrid2d,0.010342,0.155013,0.033464,0.035226,v07_resident_generic,0.033464,4.632231651924457,0.9499801283143133,0.30904852976332775,0.293589961959916,,3
+32,14,16,0.016589,,v06_hybrid2d,0.016589,0.467948,0.064901,0.070246,v07_resident_generic,0.064901,7.210181661299517,0.9239102582353443,0.25560469022048965,0.23615579534777778,,3
+32,16,1,0.012022,,v06_hybrid2d,0.012022,0.122143,0.041185,0.042537,v07_resident_generic,0.041185,2.965715673181984,0.9682159061522909,0.29190239164744447,0.28262453863695136,,3
+32,16,4,0.020255,,v06_hybrid2d,0.020255,0.279224,0.079544,0.083149,v07_resident_generic,0.079544,3.5103087599316103,0.9566440967419934,0.25463894196922454,0.24359884063548568,,3
+32,16,16,0.053105,,v06_hybrid2d,0.053105,0.895447,0.204083,0.222822,v07_resident_generic,0.204083,4.387660902671953,0.9159014819003509,0.26021275657453097,0.2383292493559882,,3
+32,18,1,0.024433,,v06_hybrid2d,0.024433,0.485294,0.112108,0.115282,v07_resident_generic,0.112108,4.3288079352053375,0.9724675144428445,0.21794162771613088,0.21194115299873353,,3
+32,18,4,0.061215,,v06_hybrid2d,0.061215,1.196093,0.227533,0.245412,v07_resident_generic,0.227533,5.256789125093943,0.9271470017766044,0.26903789779944004,0.24943768030903135,,3
+32,18,16,0.186061,,v06_hybrid2d,0.186061,3.512689,0.66816,0.716964,v07_resident_generic,0.66816,5.257257243773947,0.9319296366344753,0.2784677322796935,0.2595123325578411,,3
+32,20,1,0.085914,0.129024,v06_hybrid2d,0.085914,0.957604,0.37034,0.128737,v07_resident_core,0.128737,2.585742830912135,2.876717649160692,0.6673605878651826,0.6673605878651826,1.0022293513131424,3
+32,20,4,0.28076,0.310354,v06_hybrid2d,0.28076,2.768507,0.981606,0.309105,v07_resident_core,0.309105,2.8203851647198572,3.1756393458533507,0.9082997686870157,0.9082997686870157,1.0040406981446435,3
+32,20,16,1.050931,1.016299,v06_resident,1.016299,9.507962,3.740549,1.009623,v07_resident_core,1.009623,2.5418627051804425,3.7048967783023965,1.0066123691714632,1.0066123691714632,1.0066123691714632,3
+64,12,1,0.007864,,v06_hybrid2d,0.007864,0.032748,0.016712,0.016712,v07_resident_generic,0.016712,1.9595500239348969,1.0,0.4705600765916706,0.4705600765916706,,3
+64,12,4,0.008028,,v06_hybrid2d,0.008028,0.050299,0.01792,0.01794,v07_resident_generic,0.01792,2.8068638392857146,0.9988851727982161,0.4479910714285715,0.44749163879598663,,3
+64,12,16,0.009216,,v06_hybrid2d,0.009216,0.119173,0.029635,0.029594,v07_resident_core,0.029594,4.021359878522017,1.0013854159626951,0.3114144759072785,0.3114144759072785,,3
+64,14,1,0.009155,,v06_hybrid2d,0.009155,0.072991,0.020521,0.020521,v07_resident_generic,0.020521,3.556892938940597,1.0,0.4461283563179182,0.4461283563179182,,3
+64,14,4,0.010445,,v06_hybrid2d,0.010445,0.158761,0.029082,0.029061,v07_resident_core,0.029061,5.459081218623203,1.0007226179415711,0.3594163999862358,0.3594163999862358,,3
+64,14,16,0.02048,,v06_hybrid2d,0.02048,0.489329,0.064225,0.064143,v07_resident_core,0.064143,7.618980147917477,1.001278393589324,0.3192865940164944,0.3192865940164944,,3
+64,16,1,0.015524,,v06_hybrid2d,0.015524,0.123699,0.038973,0.038932,v07_resident_core,0.038932,3.1739665922561775,1.0010531182574745,0.3987465324154937,0.3987465324154937,,3
+64,16,4,0.029532,,v06_hybrid2d,0.029532,0.289321,0.076739,0.0768,v07_resident_generic,0.076739,3.7701950768188275,0.9992057291666667,0.3848369147369655,0.38453125000000005,,3
+64,16,16,0.082063,,v06_hybrid2d,0.082063,0.938783,0.200827,0.20097,v07_resident_generic,0.200827,4.674585588591175,0.9992884510125889,0.40862533424290554,0.4083345773000945,,3
+64,18,1,0.039158,,v06_hybrid2d,0.039158,0.51198,0.119112,0.119132,v07_resident_generic,0.119112,4.2983074753173485,0.999832118994057,0.3287494123178185,0.32869422153577543,,3
+64,18,4,0.103096,,v06_hybrid2d,0.103096,1.341194,0.288727,0.287785,v07_resident_core,0.287785,4.645197712718242,1.0032732769254826,0.35823965807807906,0.35823965807807906,,3
+64,18,16,0.341443,,v06_hybrid2d,0.341443,4.299305,0.86274,0.865014,v07_resident_generic,0.86274,4.983314787769201,0.9973711408139059,0.3957658158889121,0.3947254032882705,,3
+64,20,1,0.131994,0.203551,v06_hybrid2d,0.131994,1.179853,0.512778,0.203407,v07_resident_core,0.203407,2.3009040949494715,2.520945690167988,0.648915720697911,0.648915720697911,1.000707940238045,3
+64,20,4,0.428339,0.554967,v06_hybrid2d,0.428339,3.225723,1.240187,0.553718,v07_resident_core,0.553718,2.6009972689602456,2.239744779833778,0.7735688563492608,0.7735688563492608,1.0022556608237405,3
+64,20,16,1.609196,1.840865,v06_hybrid2d,1.609196,11.788821,4.303053,1.840476,v07_resident_core,1.840476,2.7396411338647235,2.3380109276078582,0.8743368563349916,0.8743368563349916,1.000211358365988,3
diff --git a/results/resident_v06_comparison/v100_initial/analysis.md b/results/resident_v06_comparison/v100_initial/analysis.md
new file mode 100644
index 0000000..3a82ccf
--- /dev/null
+++ b/results/resident_v06_comparison/v100_initial/analysis.md
@@ -0,0 +1,57 @@
+# Resident M/G Candidate Ablation versus v0.6
+
+CUDA-event medians from order-rotated independent processes. v0.6-best is the faster of the mature Hybrid2D radix-4 path and, at logN=20, the established 10+10 resident dataflow path. M/G-best is selected only among these three new resident-lowering ablations; it is not the best implementation in the complete v0.7 repository.
+
+| bits | logN | batch | v0.6-best | ms | M/G full | lowered generic | lowered core | M/G-best | vs v0.6 |
+|---:|---:|---:|:--|---:|---:|---:|---:|:--|---:|
+| 32 | 12 | 1 | `v06_hybrid2d` | 0.007127 | 0.036557 | 0.021484 | 0.031478 | `v07_resident_generic` | 0.332x |
+| 32 | 12 | 4 | `v06_hybrid2d` | 0.007434 | 0.053555 | 0.021688 | 0.031539 | `v07_resident_generic` | 0.343x |
+| 32 | 12 | 16 | `v06_hybrid2d` | 0.009073 | 0.120668 | 0.033731 | 0.041677 | `v07_resident_generic` | 0.269x |
+| 32 | 14 | 1 | `v06_hybrid2d` | 0.008520 | 0.074977 | 0.023654 | 0.031539 | `v07_resident_generic` | 0.360x |
+| 32 | 14 | 4 | `v06_hybrid2d` | 0.010322 | 0.155034 | 0.033423 | 0.035185 | `v07_resident_generic` | 0.309x |
+| 32 | 14 | 16 | `v06_hybrid2d` | 0.016589 | 0.468029 | 0.064983 | 0.070410 | `v07_resident_generic` | 0.255x |
+| 32 | 16 | 1 | `v06_hybrid2d` | 0.012083 | 0.123290 | 0.041247 | 0.042639 | `v07_resident_generic` | 0.293x |
+| 32 | 16 | 4 | `v06_hybrid2d` | 0.020214 | 0.278385 | 0.079258 | 0.083128 | `v07_resident_generic` | 0.255x |
+| 32 | 16 | 16 | `v06_hybrid2d` | 0.053166 | 0.894280 | 0.204001 | 0.222290 | `v07_resident_generic` | 0.261x |
+| 32 | 18 | 1 | `v06_hybrid2d` | 0.024433 | 0.485233 | 0.112087 | 0.115302 | `v07_resident_generic` | 0.218x |
+| 32 | 18 | 4 | `v06_hybrid2d` | 0.058040 | 1.022648 | 0.214282 | 0.229540 | `v07_resident_generic` | 0.271x |
+| 32 | 18 | 16 | `v06_hybrid2d` | 0.186061 | 3.510047 | 0.667546 | 0.716390 | `v07_resident_generic` | 0.279x |
+| 32 | 20 | 1 | `v06_hybrid2d` | 0.085729 | 0.958300 | 0.370483 | 0.129823 | `v07_resident_core` | 0.660x |
+| 32 | 20 | 4 | `v06_hybrid2d` | 0.280699 | 2.607739 | 0.986849 | 0.325775 | `v07_resident_core` | 0.862x |
+| 32 | 20 | 16 | `v06_resident` | 1.007534 | 9.489613 | 3.744625 | 1.034404 | `v07_resident_core` | 0.974x |
+| 64 | 12 | 1 | `v06_hybrid2d` | 0.007864 | 0.032748 | 0.016712 | 0.016712 | `v07_resident_generic` | 0.471x |
+| 64 | 12 | 4 | `v06_hybrid2d` | 0.008028 | 0.050217 | 0.017818 | 0.017940 | `v07_resident_generic` | 0.451x |
+| 64 | 12 | 16 | `v06_hybrid2d` | 0.009216 | 0.119255 | 0.029635 | 0.029655 | `v07_resident_generic` | 0.311x |
+| 64 | 14 | 1 | `v06_hybrid2d` | 0.009175 | 0.072950 | 0.020500 | 0.020500 | `v07_resident_generic` | 0.448x |
+| 64 | 14 | 4 | `v06_hybrid2d` | 0.010465 | 0.158986 | 0.029041 | 0.029082 | `v07_resident_generic` | 0.360x |
+| 64 | 14 | 16 | `v06_hybrid2d` | 0.020460 | 0.488899 | 0.064184 | 0.064225 | `v07_resident_generic` | 0.319x |
+| 64 | 16 | 1 | `v06_hybrid2d` | 0.015524 | 0.123720 | 0.038953 | 0.038994 | `v07_resident_generic` | 0.399x |
+| 64 | 16 | 4 | `v06_hybrid2d` | 0.029450 | 0.289034 | 0.076718 | 0.076698 | `v07_resident_core` | 0.384x |
+| 64 | 16 | 16 | `v06_hybrid2d` | 0.082022 | 0.937963 | 0.201011 | 0.200806 | `v07_resident_core` | 0.408x |
+| 64 | 18 | 1 | `v06_hybrid2d` | 0.039137 | 0.511365 | 0.119009 | 0.119214 | `v07_resident_generic` | 0.329x |
+| 64 | 18 | 4 | `v06_hybrid2d` | 0.102605 | 1.340621 | 0.287130 | 0.287662 | `v07_resident_generic` | 0.357x |
+| 64 | 18 | 16 | `v06_hybrid2d` | 0.341443 | 4.297810 | 0.865608 | 0.858665 | `v07_resident_core` | 0.398x |
+| 64 | 20 | 1 | `v06_hybrid2d` | 0.132076 | 1.183375 | 0.512614 | 0.225915 | `v07_resident_core` | 0.585x |
+| 64 | 20 | 4 | `v06_hybrid2d` | 0.428442 | 3.226604 | 1.241027 | 0.560026 | `v07_resident_core` | 0.765x |
+| 64 | 20 | 16 | `v06_hybrid2d` | 1.609114 | 11.778806 | 4.301599 | 1.933763 | `v07_resident_core` | 0.832x |
+
+## Aggregate
+
+Across 30 workload points, M/G-best wins at 0/30 points and reaches 0.391x v0.6-best geometric-mean throughput. Resident boundary lowering contributes 3.581x and the selected physical core contributes 1.148x relative to their immediately preceding layers.
+
+| grouping | value | points | geomean vs v0.6 | wins | min | max |
+|:--|---:|---:|---:|---:|---:|---:|
+| bits | 32 | 15 | 0.351x | 0/15 | 0.218x | 0.974x |
+| bits | 64 | 15 | 0.434x | 0/15 | 0.311x | 0.832x |
+| logN | 12 | 6 | 0.355x | 0/6 | 0.269x | 0.471x |
+| logN | 14 | 6 | 0.337x | 0/6 | 0.255x | 0.448x |
+| logN | 16 | 6 | 0.327x | 0/6 | 0.255x | 0.408x |
+| logN | 18 | 6 | 0.303x | 0/6 | 0.218x | 0.398x |
+| logN | 20 | 6 | 0.769x | 0/6 | 0.585x | 0.974x |
+| batch | 1 | 10 | 0.390x | 0/10 | 0.218x | 0.660x |
+| batch | 4 | 10 | 0.401x | 0/10 | 0.255x | 0.862x |
+| batch | 16 | 10 | 0.381x | 0/10 | 0.255x | 0.974x |
+
+## Interpretation
+
+This table is a controlled M/G-lowering ablation, not a release-level v0.6/v0.7 comparison. `v07_full` isolates the cost of materializing every logical boundary. `v07_resident_generic` changes only M-to-G lowering, and `v07_resident_core` additionally changes the physical execution-group core. The generated dataflow core is currently specialized only for 10+10; shorter execution groups use the descriptor radix-4 fallback. At logN=20 the dataflow path is physically equivalent to the v0.6 10+10 dataflow schedule, so parity there is expected and is an explicit equivalence check rather than an independent speedup claim.
diff --git a/results/resident_v06_comparison/v100_initial/raw.csv b/results/resident_v06_comparison/v100_initial/raw.csv
new file mode 100644
index 0000000..c026b1c
--- /dev/null
+++ b/results/resident_v06_comparison/v100_initial/raw.csv
@@ -0,0 +1,379 @@
+variant,trial,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,logical_subgraphs,execution_stage_partition,execution_groups,materialized_boundaries,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,execution_group_cores,boundary_storage,boundary_buffers,ready_window,packet_readiness,packet_compute_layout,packet_fold_wave_barriers,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.010240,0.007148,0.007313,0.000165,0,0,0,0,0,7,natural,natural,"",0.022368,139908.661458,25153.739102,573065877.330930,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.010240,0.036352,0.036507,0.000155,0,0,0,0,0,7,natural,natural,"",0.022560,27508.801961,14460.897462,112676052.833698,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.010240,0.021484,0.021634,0.000150,0,0,0,0,0,7,natural,natural,"",0.021824,46547.310895,18675.001778,190657785.427206,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.010240,0.031478,0.031646,0.000169,0,0,0,0,0,7,natural,natural,"",0.021696,31768.460760,15769.448221,130123615.272268,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.009216,0.036577,0.036728,0.000151,0,0,0,0,0,7,natural,natural,"",0.022016,27339.375243,14747.243831,111982080.996765,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.010240,0.021484,0.021636,0.000152,0,0,0,0,0,7,natural,natural,"",0.022656,46547.310895,18389.276905,190657785.427206,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.010240,0.031437,0.031613,0.000176,0,0,0,0,0,7,natural,natural,"",0.020736,31809.852452,16022.354320,130293155.643868,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.010240,0.007127,0.007280,0.000153,0,0,0,0,0,7,natural,natural,"",0.022304,140310.702727,25207.304786,574712638.370144,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.010240,0.021504,0.021662,0.000158,0,0,0,0,0,7,natural,natural,"",0.021408,46502.976560,18813.967961,190476191.988270,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.010240,0.031478,0.031634,0.000157,0,0,0,0,0,7,natural,natural,"",0.021280,31768.460760,15873.580204,130123615.272268,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.010240,0.007107,0.007275,0.000168,0,0,0,0,0,7,natural,natural,"",0.021568,140715.061265,25697.322627,576368890.943130,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,1,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.010240,0.036557,0.036721,0.000164,0,0,0,0,0,7,natural,natural,"",0.021728,27354.692651,14593.257093,112044821.100196,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,4,998244353,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.027648,0.007434,0.007599,0.000165,0,0,0,0,0,7,natural,natural,"",0.031840,538050.958637,59770.862042,2203856726.576519,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,4,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.025600,0.053412,0.053591,0.000180,0,0,0,0,0,7,natural,natural,"",0.033504,74889.760317,35550.549235,306748458.260332,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,4,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.026624,0.021688,0.021851,0.000163,0,0,0,0,0,7,natural,natural,"",0.034464,184431.069233,48322.998014,755429659.576559,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,12,4096,4,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.025600,0.031539,0.031706,0.000166,0,0,0,0,0,7,natural,natural,"",0.033856,126826.306699,43958.363549,519480552.238603,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,4,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.024576,0.053555,0.053714,0.000159,0,0,0,0,0,7,natural,natural,"",0.034528,74689.295313,35505.312445,305927353.602232,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,4,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.027648,0.021750,0.021920,0.000170,0,0,0,0,0,7,natural,natural,"",0.036128,183910.067250,46769.534466,753295635.453986,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,12,4096,4,998244353,30,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.028672,0.053576,0.053740,0.000164,0,0,0,0,0,7,natural,natural,"",0.035776,74660.742064,33891.503656,305810399.495133,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,1,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.033792,0.074936,0.075105,0.000169,0,0,0,0,0,7,natural,natural,"",0.037664,13344.664659,6830.959642,218638985.767637,fused,shoup,-1
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+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,16,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.283552,0.064901,0.065072,0.000171,0,0,0,0,0,7,natural,natural,"",0.293632,246528.869812,24918.814788,4039129003.005781,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,14,16384,16,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.279904,0.070083,0.070237,0.000155,0,0,0,0,0,7,natural,natural,"",0.255360,228302.161886,26431.139864,3740502620.347464,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,16,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.284928,0.467907,0.468084,0.000177,0,0,0,0,0,7,natural,natural,"",0.278176,34194.861143,15518.754603,560248604.963753,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,16,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.286848,0.065126,0.065288,0.000162,0,0,0,0,0,7,natural,natural,"",0.263072,245676.113019,26014.296646,4025157435.695232,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,14,16384,16,998244353,30,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.299200,0.468050,0.468225,0.000175,0,0,0,0,0,7,natural,natural,"",0.283808,34184.388317,15222.757875,560077018.193715,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,16,65536,1,998244353,30,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.078144,0.123290,0.123473,0.000183,0,0,0,0,0,7,natural,natural,"",0.098048,8110.983728,3339.103215,531561429.607622,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,16,65536,1,998244353,30,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.075136,0.041247,0.041438,0.000191,0,0,0,0,0,7,natural,natural,"",0.087968,24244.352237,4893.547783,1588877868.174748,fused,shoup,-1
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+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,16,65536,1,998244353,30,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.080192,0.123290,0.123531,0.000242,0,0,0,0,0,7,natural,natural,"",0.110272,8110.983728,3187.214376,531561429.607622,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,16,65536,4,998244353,30,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.272352,0.280207,0.280373,0.000166,0,0,0,0,0,7,natural,natural,"",0.298048,14275.142230,4702.522178,935535721.186926,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,16,65536,4,998244353,30,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.284000,0.278303,0.278472,0.000170,0,0,0,0,0,7,natural,natural,"",0.264768,14372.837854,4836.345663,941938301.574271,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,16,65536,16,998244353,30,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.794528,0.893870,0.894043,0.000173,0,0,0,0,0,7,natural,natural,"",0.737088,17899.692278,6596.615700,1173074233.129901,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,16,65536,16,998244353,30,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.788960,0.895836,0.895995,0.000159,0,0,0,0,0,7,natural,natural,"",0.740544,17860.408472,6597.012725,1170499729.595332,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,4,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.785056,0.214487,0.214653,0.000166,0,0,0,0,0,7,natural,natural,"",0.725792,18649.146195,2318.390319,4888761780.195764,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,18,262144,4,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.785088,0.229540,0.229688,0.000148,0,0,0,0,0,7,natural,natural,"",0.721728,17426.169832,2303.675244,4568165864.426336,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,4,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.785920,1.022648,1.022810,0.000162,0,0,0,0,0,7,natural,natural,"",0.729728,3911.413010,1575.860129,1025353452.034342,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.803296,3.510047,3.510191,0.000145,0,0,0,0,0,7,natural,natural,"",2.614688,4558.343884,1792.108527,1194942499.055067,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.801984,0.667238,0.667400,0.000162,0,0,0,0,0,7,natural,natural,"",2.609888,23979.434723,2631.963975,6286064935.992031,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.799456,0.716390,0.716554,0.000164,0,0,0,0,0,7,natural,natural,"",2.616128,22334.191860,2609.273853,5854774391.029696,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.807776,3.513098,3.513319,0.000221,0,0,0,0,0,7,natural,natural,"",2.636672,4554.384451,1786.203451,1193904557.625170,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.805792,0.667771,0.667914,0.000143,0,0,0,0,0,7,natural,natural,"",2.609120,23960.314678,2630.418255,6281052730.870876,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.807456,0.715674,0.715831,0.000158,0,0,0,0,0,7,natural,natural,"",2.612640,22356.559513,2607.659867,5860637937.090588,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,9,4,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,2.802272,0.185958,0.186127,0.000168,0,0,0,0,0,7,natural,natural,"",2.606304,86040.748728,2859.934147,22555066034.576344,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.810560,0.667546,0.667723,0.000177,0,0,0,0,0,7,natural,natural,"",2.611552,23968.399464,2627.405519,6283172109.188247,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.812512,0.716964,0.717124,0.000160,0,0,0,0,0,7,natural,natural,"",2.622080,22316.328082,2600.968019,5850091508.774754,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,9,4,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,2.802400,0.186081,0.186230,0.000149,0,0,0,0,0,7,natural,natural,"",2.605152,85983.933474,2860.394881,22540172256.711742,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,18,262144,16,998244353,30,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.798752,3.508756,3.508918,0.000161,0,0,0,0,0,7,natural,natural,"",2.622080,4560.020184,1791.795882,1195381931.048419,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.780544,0.958300,0.958460,0.000160,0,0,0,0,0,7,natural,natural,"",0.741216,1043.514368,403.216025,1094204122.293060,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.779040,0.370135,0.370305,0.000170,0,0,0,0,0,7,natural,natural,"",0.731648,2701.716656,531.682128,2832955244.050507,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.781376,0.129823,0.129980,0.000157,0,0,0,0,0,7,natural,natural,"",0.727488,7702.812188,610.244776,8076983992.968986,fused,shoup,-1
+v06_resident,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,0.792352,0.129167,0.129321,0.000154,0,0,0,0,0,7,natural,natural,"",0.744000,7741.893745,600.413300,8117963975.261975,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.798752,0.955761,0.955927,0.000167,0,0,0,0,0,7,natural,natural,"",0.755200,1046.287051,398.451983,1097111490.681729,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.789280,0.370831,0.371006,0.000175,0,0,0,0,0,7,natural,natural,"",0.741536,2696.643488,525.859844,2827635642.043630,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.788320,0.129167,0.129324,0.000157,0,0,0,0,0,7,natural,natural,"",0.730112,7741.893745,606.943660,8117963975.261975,fused,shoup,-1
+v06_resident,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,0.780800,0.128635,0.128789,0.000154,0,0,0,0,0,7,natural,natural,"",0.765120,7773.940952,597.173613,8151567907.718481,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.787744,0.085688,0.085862,0.000173,0,0,0,0,0,7,natural,natural,"",0.733920,11670.201581,622.141150,12237093292.879196,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.767136,0.370483,0.370651,0.000168,0,0,0,0,0,7,natural,natural,"",0.736864,2699.177580,533.480384,2830292829.633200,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.793824,0.129843,0.130018,0.000174,0,0,0,0,0,7,natural,natural,"",0.742304,7701.597578,600.250460,8075710381.709388,fused,shoup,-1
+v06_resident,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,0.781792,0.129147,0.129307,0.000161,0,0,0,0,0,7,natural,natural,"",0.734016,7743.121993,607.919417,8119251886.795048,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.791840,0.085729,0.085869,0.000140,0,0,0,0,0,7,natural,natural,"",0.723744,11664.625308,624.487421,12231246147.169355,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,1,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.799648,1.108562,1.108739,0.000177,0,0,0,0,0,7,natural,natural,"",0.732224,902.069534,378.725623,945888463.574216,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,2.813824,0.280310,0.280495,0.000185,0,0,0,0,0,7,natural,natural,"",2.622848,14269.927336,699.669893,14963103326.391891,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.813888,2.633134,2.633323,0.000189,0,0,0,0,0,7,natural,natural,"",2.634016,1519.102259,494.985902,1592894170.307669,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.811136,0.986849,0.987023,0.000173,0,0,0,0,0,7,natural,natural,"",2.621440,4053.303749,623.108743,4250197032.048640,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.814656,0.326308,0.326461,0.000153,0,0,0,0,0,7,natural,natural,"",2.617248,12258.363401,694.660089,12853825661.907846,fused,shoup,-1
+v06_resident,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,2.815936,0.310456,0.310630,0.000173,0,0,0,0,0,7,natural,natural,"",2.611872,12884.260767,697.074891,13510126618.210966,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.802464,2.607739,2.607911,0.000172,0,0,0,0,0,7,natural,natural,"",2.612864,1533.895855,498.562458,1608406380.201963,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.806880,1.005957,1.006122,0.000165,0,0,0,0,0,7,natural,natural,"",2.606144,3976.312602,623.151861,4169465963.329375,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.804544,0.325775,0.325942,0.000167,0,0,0,0,0,7,natural,natural,"",2.609472,12278.398508,696.889438,12874833994.132029,fused,shoup,-1
+v06_resident,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,2.805632,0.310313,0.310475,0.000162,0,0,0,0,0,7,natural,natural,"",2.611712,12890.212656,698.365835,13516367625.573225,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,2.815008,0.280699,0.280867,0.000168,0,0,0,0,0,7,natural,natural,"",2.613184,14250.146650,700.661506,14942361773.555157,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.803936,0.980275,0.980421,0.000146,0,0,0,0,0,7,natural,natural,"",2.618176,4080.486729,624.766962,4278700451.978194,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.806400,0.325243,0.325409,0.000167,0,0,0,0,0,7,natural,natural,"",2.608512,12298.501467,696.845311,12895913474.273504,fused,shoup,-1
+v06_resident,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,2.807456,0.310518,0.310679,0.000161,0,0,0,0,0,7,natural,natural,"",2.610752,12881.710934,698.235538,13507452923.932796,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,2.825344,0.280842,0.281002,0.000160,0,0,0,0,0,7,natural,natural,"",2.613152,14242.871493,699.381598,14934733218.640799,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,4,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,2.811584,2.607063,2.607226,0.000163,0,0,0,0,0,7,natural,natural,"",2.615296,1534.293539,497.887529,1608823381.503574,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,10.866048,1.051218,1.051373,0.000155,0,0,0,0,0,7,natural,natural,"",10.110464,15220.440779,726.357191,15959788910.087996,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.866720,9.482588,9.482762,0.000174,0,0,0,0,0,7,natural,natural,"",10.131712,1687.303119,524.916818,1769265555.826919,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.872384,3.744625,3.744799,0.000174,0,0,0,0,0,7,natural,natural,"",10.133536,4272.791440,646.450411,4480346557.053842,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.884160,1.034404,1.034589,0.000185,0,0,0,0,0,7,natural,natural,"",10.121568,15467.847261,725.948479,16219213410.042492,fused,shoup,-1
+v06_resident,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,10.870144,1.015030,1.015226,0.000196,0,0,0,0,0,7,natural,natural,"",10.117664,15763.084186,727.178921,16528791763.611275,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.891520,9.489613,9.489823,0.000211,0,0,0,0,0,7,natural,natural,"",10.185600,1686.054079,523.444894,1767955842.213821,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.874464,3.763405,3.763586,0.000181,0,0,0,0,0,7,natural,natural,"",10.122048,4251.469256,646.205714,4457988626.171502,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.883168,1.035428,1.035617,0.000189,0,0,0,0,0,7,natural,natural,"",10.138944,15452.550013,725.375550,16203173082.695221,fused,shoup,-1
+v06_resident,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,10.876032,1.007370,1.007606,0.000236,0,0,0,0,0,7,natural,natural,"",10.129440,15882.939030,726.848432,16654468676.440525,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,10.880064,1.050911,1.051088,0.000177,0,0,0,0,0,7,natural,natural,"",10.124576,15224.890020,725.440978,15964454277.405323,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.868288,3.699876,3.700027,0.000151,0,0,0,0,0,7,natural,natural,"",10.109984,4324.469449,648.346862,4534534877.276298,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.867648,1.028608,1.028779,0.000171,0,0,0,0,0,7,natural,natural,"",10.110336,15555.003025,727.054862,16310602852.369953,fused,shoup,-1
+v06_resident,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,10.881536,1.007534,1.007701,0.000167,0,0,0,0,0,7,natural,natural,"",10.112640,15880.355081,727.216201,16651759209.812717,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,10.877344,1.050644,1.050785,0.000141,0,0,0,0,0,7,natural,natural,"",10.109600,15228.749170,726.032248,15968500889.700781,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,10.866624,9.559183,9.559491,0.000308,0,0,0,0,0,7,natural,natural,"",10.213280,1673.783188,522.208777,1755088880.306239,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,0.016384,0.007864,0.008034,0.000169,0,0,0,0,0,7,natural,natural,"",0.027904,127156.565000,19174.602122,520833290.239394,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.015360,0.032788,0.032934,0.000145,0,0,0,0,0,7,natural,natural,"",0.025792,30498.518563,13524.391828,124921932.034553,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.016384,0.016753,0.016912,0.000159,0,0,0,0,0,7,natural,natural,"",0.024256,59692.085117,17423.836912,244498780.637992,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.015360,0.016671,0.016817,0.000146,0,0,0,0,0,7,natural,natural,"",0.024032,59985.409203,17837.165004,245700236.094536,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.015360,0.032707,0.032855,0.000148,0,0,0,0,0,7,natural,natural,"",0.025184,30574.903803,13651.772401,125234805.975351,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"3+3+3+3",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.016384,0.032748,0.032890,0.000142,0,0,0,0,0,7,natural,natural,"",0.025152,30536.665152,13461.936488,125078180.461732,fused,shoup,-1
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+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,12,4096,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+3+3+3",4,"6+6",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+3+3+3","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.124928,0.029635,0.029795,0.000161,0,0,0,0,0,7,natural,natural,"",0.135744,539910.167566,55114.151947,2211472046.351923,fused,shoup,-1
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+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.033856,0.020541,0.020710,0.000169,0,0,0,0,0,7,natural,natural,"",0.044992,48682.081530,10061.431129,797607223.782952,fused,shoup,-1
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+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.036704,0.020480,0.020755,0.000275,0,0,0,0,0,7,natural,natural,"",0.048736,48828.121793,9441.087613,799999947.450127,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,1,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.035328,0.072888,0.073051,0.000162,0,0,0,0,0,7,natural,natural,"",0.048352,13719.618866,6386.988026,224782235.496716,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.122592,0.158986,0.159141,0.000155,0,0,0,0,0,7,natural,natural,"",0.146528,25159.409923,9343.474932,412211772.177331,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.125888,0.029082,0.029254,0.000172,0,0,0,0,0,7,natural,natural,"",0.134048,137544.015092,13839.987376,2253521143.275327,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.123360,0.029102,0.029268,0.000166,0,0,0,0,0,7,natural,natural,"",0.143520,137447.222297,13514.331783,2251935290.112301,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.121632,0.158843,0.159008,0.000165,0,0,0,0,0,7,natural,natural,"",0.132864,25182.117617,9677.289556,412583815.037574,fused,shoup,-1
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+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.119040,0.029082,0.029275,0.000193,0,0,0,0,0,7,natural,natural,"",0.165056,137544.015092,12772.305458,2253521143.275327,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.121568,0.029041,0.029197,0.000157,0,0,0,0,0,7,natural,natural,"",0.135392,137738.010240,13985.982819,2256699559.769419,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.121408,0.029061,0.029235,0.000174,0,0,0,0,0,7,natural,natural,"",0.130880,137640.944311,14217.211758,2255109231.584784,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,4,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.118464,0.159007,0.159161,0.000155,0,0,0,0,0,7,natural,natural,"",0.140800,25156.170320,9563.184465,412158694.516979,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.432768,0.488755,0.488946,0.000191,0,0,0,0,0,7,natural,natural,"",0.454880,32736.224842,11624.500873,536350307.816333,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.437536,0.064184,0.064346,0.000161,0,0,0,0,0,7,natural,natural,"",0.415424,249282.056175,17445.455165,4084237208.376312,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.438784,0.064225,0.064397,0.000171,0,0,0,0,0,7,natural,natural,"",0.401472,249123.091410,17689.697153,4081632729.656059,fused,shoup,-1
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+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.439136,0.064225,0.064394,0.000168,0,0,0,0,0,7,natural,natural,"",0.402880,249123.091410,17655.342095,4081632729.656059,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"7+7",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.435936,0.063918,0.064132,0.000214,0,0,0,0,0,7,natural,natural,"",0.402656,250320.394827,17728.333912,4101249348.851023,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,14,16384,16,576460756061519873,60,0,0,0,dataflow-radix4,"3+4+3+4",4,"3+4+3+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","3+4+3+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.450560,0.488899,0.489053,0.000154,0,0,0,0,0,7,natural,natural,"",0.429696,32726.626306,11686.043833,536193045.389334,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.121088,0.123904,0.124062,0.000158,0,0,0,0,0,7,natural,natural,"",0.138784,8070.764642,2605.686639,528925631.606231,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.118784,0.038973,0.039114,0.000140,0,0,0,0,0,7,natural,natural,"",0.134272,25658.500076,3424.312327,1681555461.008294,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.118432,0.038932,0.039080,0.000147,0,0,0,0,0,7,natural,natural,"",0.128544,25685.494531,3497.622699,1683324569.563188,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.433568,0.289300,0.289464,0.000163,0,0,0,0,0,7,natural,natural,"",0.394368,13826.455168,3580.262661,906130565.915408,fused,shoup,-1
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+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.428096,0.076554,0.076706,0.000152,0,0,0,0,0,7,natural,natural,"",0.400384,52250.535867,4419.722266,3424291118.585264,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.432160,0.076698,0.076831,0.000133,0,0,0,0,0,7,natural,natural,"",0.394784,52152.868544,4426.533723,3417890392.883434,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.433824,0.076780,0.076923,0.000143,0,0,0,0,0,7,natural,natural,"",0.396064,52097.229624,4411.760502,3414244040.645998,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.432896,0.076759,0.076899,0.000140,0,0,0,0,0,7,natural,natural,"",0.392352,52111.125692,4434.555173,3415154733.374592,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.430720,0.288850,0.288990,0.000140,0,0,0,0,0,7,natural,natural,"",0.400320,13848.021836,3571.779642,907543959.052413,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.421632,0.937963,0.938117,0.000153,0,0,0,0,0,7,natural,natural,"",1.371072,17058.233336,4288.776636,1117928379.906581,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.423584,0.201011,0.201177,0.000166,0,0,0,0,0,7,natural,natural,"",1.340512,79597.556435,5396.094922,5216505458.500168,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.423136,0.201257,0.201422,0.000165,0,0,0,0,0,7,natural,natural,"",1.340672,79500.355913,5396.171803,5210135325.086113,fused,shoup,-1
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+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.425440,0.200540,0.200708,0.000168,0,0,0,0,0,7,natural,natural,"",1.340448,79784.519895,5393.692109,5228758295.807809,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.425088,0.200520,0.200699,0.000180,0,0,0,0,0,7,natural,natural,"",1.381312,79792.666346,5321.059880,5229292181.653559,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"8+8",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.424736,0.200806,0.200993,0.000187,0,0,0,0,0,7,natural,natural,"",1.349792,79678.731720,5377.546742,5221825362.010524,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,16,65536,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+4+4+4",4,"4+4+4+4",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+4+4+4","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.429152,0.939049,0.939207,0.000158,0,0,0,0,0,7,natural,natural,"",1.350496,17038.514397,4302.582247,1116636079.532693,fused,shoup,-1
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+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.438368,0.118825,0.118985,0.000160,0,0,0,0,0,7,natural,natural,"",0.405344,8415.740347,1038.921143,2206135837.492074,fused,shoup,-1
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+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.437856,0.511365,0.511548,0.000183,0,0,0,0,0,7,natural,natural,"",0.421504,1955.549899,729.540886,512635672.596883,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.439552,0.119009,0.119199,0.000189,0,0,0,0,0,7,natural,natural,"",0.406752,8402.706165,1035.933124,2202719005.032631,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.438528,0.119419,0.119600,0.000181,0,0,0,0,0,7,natural,natural,"",0.423104,8373.885140,1019.315134,2195163746.093166,fused,shoup,-1
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+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.437504,0.119316,0.119479,0.000162,0,0,0,0,0,7,natural,natural,"",0.421312,8381.071845,1022.356400,2197047697.725302,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,1,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,0.438592,0.594780,0.595025,0.000244,0,0,0,0,0,7,natural,natural,"",0.410144,1681.293508,692.752908,440741005.376322,fused,shoup,-1
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+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.415936,1.470628,1.470808,0.000180,0,0,0,0,0,7,natural,natural,"",1.346336,2719.926631,944.978641,713012446.718812,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.414144,0.303739,0.303906,0.000167,0,0,0,0,0,7,natural,natural,"",1.344928,13169.205868,1305.989843,3452228303.148438,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.413888,0.304865,0.305037,0.000172,0,0,0,0,0,7,natural,natural,"",1.338848,13120.549903,1308.215062,3439473433.841718,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.431552,1.340621,1.340830,0.000209,0,0,0,0,0,7,natural,natural,"",1.357024,2983.692429,968.711406,782157068.052458,fused,shoup,-1
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+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.414528,0.287355,0.287506,0.000151,0,0,0,0,0,7,natural,natural,"",1.344384,13920.069529,1313.082600,3649062706.591039,fused,shoup,-1
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+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,4,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.424384,1.265848,1.266038,0.000190,0,0,0,0,0,7,natural,natural,"",1.347360,3159.936358,990.689428,828358356.523512,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,9,4,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,5.470976,0.341443,0.341611,0.000168,0,0,0,0,0,7,natural,natural,"",5.115072,46860.005459,1464.197149,12284069270.969112,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.460800,4.297810,4.297997,0.000187,0,0,0,0,0,7,natural,natural,"",5.125696,3722.826209,1074.957713,975916553.827009,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.468192,0.862802,0.862995,0.000193,0,0,0,0,0,7,natural,natural,"",5.115552,18544.233415,1397.801578,4861259524.436676,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.466432,0.858051,0.858233,0.000183,0,0,0,0,0,7,natural,natural,"",5.125984,18646.920584,1397.322944,4888178349.496193,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.475232,4.301373,4.301567,0.000194,0,0,0,0,0,7,natural,natural,"",5.124480,3719.742094,1073.747287,975108071.362612,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.466176,0.867471,0.867630,0.000159,0,0,0,0,0,7,natural,natural,"",5.127072,18444.412181,1396.072934,4835091986.752835,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.465312,0.858665,0.858840,0.000175,0,0,0,0,0,7,natural,natural,"",5.108800,18633.578062,1399.485023,4884680687.553741,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,9,4,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,5.472608,0.341238,0.341420,0.000183,0,0,0,0,0,7,natural,natural,"",5.107712,46888.129551,1464.992498,12291441833.108864,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.461888,0.865608,0.865764,0.000156,0,0,0,0,0,7,natural,natural,"",5.116352,18484.124379,1398.131167,4845502301.201165,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"9+9",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.467744,0.865403,0.865577,0.000174,0,0,0,0,0,7,natural,natural,"",5.128928,18488.497458,1395.907810,4846648677.727995,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,9,4,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,5.468224,0.341484,0.341638,0.000155,0,0,0,0,0,7,natural,natural,"",5.099776,46854.382235,1466.613904,12282595176.567245,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,18,262144,16,576460756061519873,60,0,0,0,dataflow-radix4,"4+5+4+5",4,"4+5+4+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","4+5+4+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.457792,4.296049,4.296216,0.000168,0,0,0,0,0,7,natural,natural,"",5.124000,3724.352617,1075.424890,976316692.453394,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,1.438400,0.131912,0.132087,0.000175,0,0,0,0,0,7,natural,natural,"",1.376320,7580.829834,339.370541,7949076224.231436,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.423936,1.183375,1.183525,0.000150,0,0,0,0,0,7,natural,natural,"",1.349120,845.040412,252.753025,886089094.551436,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.421760,0.512799,0.512966,0.000167,0,0,0,0,0,7,natural,natural,"",1.355936,1950.082846,303.905667,2044810070.096771,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.412320,0.225956,0.226118,0.000162,0,0,0,0,0,7,natural,natural,"",1.334048,4425.643447,336.437089,4640623503.173644,fused,shoup,-1
+v06_resident,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,1.411840,0.203530,0.203684,0.000154,0,0,0,0,0,7,natural,natural,"",1.334080,4913.274874,339.046242,5151942114.599482,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.412704,1.183683,1.183846,0.000163,0,0,0,0,0,7,natural,natural,"",1.362016,844.821097,252.627164,885859126.947326,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.414848,0.512532,0.512690,0.000158,0,0,0,0,0,7,natural,natural,"",1.354080,1951.095888,304.742364,2045872322.312193,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.413440,0.225915,0.226069,0.000154,0,0,0,0,0,7,natural,natural,"",1.358656,4426.445913,333.554489,4641464949.366366,fused,shoup,-1
+v06_resident,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,1.412640,0.203469,0.203614,0.000145,0,0,0,0,0,7,natural,natural,"",1.359520,4914.758440,336.063430,5153497745.636915,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,1.412768,0.132239,0.132385,0.000146,0,0,0,0,0,7,natural,natural,"",1.365184,7562.045260,343.620021,7929379170.214479,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.413664,0.512614,0.512773,0.000158,0,0,0,0,0,7,natural,natural,"",1.348800,1950.783949,305.336206,2045545229.875016,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.412032,0.225567,0.225721,0.000154,0,0,0,0,0,7,natural,natural,"",1.340576,4433.278199,335.776130,4648629120.614821,fused,shoup,-1
+v06_resident,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,1.412288,0.203182,0.203325,0.000142,0,0,0,0,0,7,natural,natural,"",1.339264,4921.693728,338.439933,5160769922.409883,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,1.413056,0.132076,0.132230,0.000154,0,0,0,0,0,7,natural,natural,"",1.341408,7571.425896,346.435579,7939215480.230583,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,1,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,1.425344,1.181327,1.181487,0.000160,0,0,0,0,0,7,natural,natural,"",1.343232,846.505421,253.170750,887625268.495530,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,5.444896,0.427479,0.427648,0.000169,0,0,0,0,0,7,natural,natural,"",5.106944,9357.183517,364.321309,9811718063.283155,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.459616,3.226604,3.226775,0.000171,0,0,0,0,0,7,natural,natural,"",5.134432,1239.693687,289.421956,1299913047.762580,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.460800,1.240556,1.240719,0.000164,0,0,0,0,0,7,natural,natural,"",5.110336,3224.361925,338.647517,3380988529.786382,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.447424,0.560026,0.560201,0.000176,0,0,0,0,0,7,natural,natural,"",5.106176,7142.530974,359.918555,7489486558.985576,fused,shoup,-1
+v06_resident,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,5.448544,0.553636,0.553800,0.000164,0,0,0,0,0,7,natural,natural,"",5.108224,7224.965839,360.022919,7575925779.974049,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.462048,3.231191,3.231341,0.000149,0,0,0,0,0,7,natural,natural,"",5.097824,1237.933568,290.042900,1298067429.168636,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.461952,1.241047,1.241221,0.000173,0,0,0,0,0,7,natural,natural,"",5.117888,3223.084960,338.384076,3379649534.974786,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.466400,0.559657,0.559827,0.000170,0,0,0,0,0,7,natural,natural,"",5.112512,7147.235871,359.112552,7494420000.422174,fused,shoup,-1
+v06_resident,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,5.449536,0.554189,0.554359,0.000170,0,0,0,0,0,7,natural,natural,"",5.102400,7217.756994,360.161640,7568366757.494854,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,5.447840,0.428933,0.429099,0.000166,0,0,0,0,0,7,natural,natural,"",5.099680,9325.463274,364.416438,9778456978.317270,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.471840,1.241027,1.241232,0.000206,0,0,0,0,0,7,natural,natural,"",5.125120,3223.138211,337.895297,3379705372.884356,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.463616,0.568463,0.568636,0.000173,0,0,0,0,0,7,natural,natural,"",5.114496,7036.513001,358.854609,7378318656.749185,fused,shoup,-1
+v06_resident,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,5.458976,0.555151,0.555330,0.000179,0,0,0,0,0,7,natural,natural,"",5.117888,7205.242405,359.323982,7555244259.561468,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,5.463648,0.428442,0.428621,0.000180,0,0,0,0,0,7,natural,natural,"",5.101120,9336.161914,363.860984,9789675315.271429,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,4,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,5.472224,3.221996,3.222162,0.000167,0,0,0,0,0,7,natural,natural,"",5.119264,1241.466627,289.572132,1301772109.887880,fused,shoup,-1
+v06_hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,21.586752,1.608643,1.608830,0.000188,0,0,0,0,0,7,natural,natural,"",20.154049,9946.274093,369.093551,10429424303.536196,fused,shoup,-1
+v07_full,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.636576,11.776758,11.776944,0.000185,0,0,0,0,0,7,natural,natural,"",20.179136,1358.608179,298.549403,1424603929.508441,fused,shoup,-1
+v07_resident_generic,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.630783,4.301599,4.301788,0.000189,0,0,0,0,0,7,natural,natural,"",20.167072,3719.547058,347.075691,3900227775.685623,fused,shoup,-1
+v07_resident_core,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.587936,1.932534,1.932718,0.000185,0,0,0,0,0,7,natural,natural,"",20.169825,8279.286235,366.214055,8681460842.873487,fused,shoup,-1
+v06_resident,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,21.599840,1.843896,1.844076,0.000180,0,0,0,0,0,7,natural,natural,"",20.159424,8677.277148,366.945879,9098784562.960136,fused,shoup,-1
+v07_full,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.630367,11.778806,11.779010,0.000205,0,0,0,0,0,7,natural,natural,"",20.221855,1358.372008,298.334762,1424356287.105154,fused,shoup,-1
+v07_resident_generic,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.625568,4.286751,4.286934,0.000183,0,0,0,0,0,7,natural,natural,"",20.188929,3732.430638,347.062190,3913737188.923475,fused,shoup,-1
+v07_resident_core,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.600449,1.936323,1.936487,0.000165,0,0,0,0,0,7,natural,natural,"",20.164192,8263.085533,366.124651,8664473176.305044,fused,shoup,-1
+v06_resident,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,21.589184,1.838285,1.838471,0.000187,0,0,0,0,0,7,natural,natural,"",20.176928,8703.765924,366.935480,9126560057.800936,fused,shoup,-1
+v06_hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,21.595713,1.611039,1.611226,0.000188,0,0,0,0,0,7,natural,natural,"",20.167809,9931.480945,368.879824,10413912563.256954,fused,shoup,-1
+v07_resident_generic,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4-resident-fused-m4-g2","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.636608,4.303360,4.303541,0.000181,0,0,0,0,0,7,natural,natural,"",20.201599,3718.024998,346.758920,3898631780.076235,fused,shoup,-1
+v07_resident_core,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4-resident-fused-m4-g2","experimental",0.000000,"resident lowering targets the generated V100 10+10 radix-4 execution core; logical subgraphs are lowered into resident physical execution groups",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"10+10",2,1,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","dataflow-radix4+dataflow-radix4","resident-fused+full-scratch+resident-fused","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.599840,1.933763,1.933951,0.000188,0,0,0,0,0,7,natural,natural,"",20.184511,8274.025163,365.981022,8675944208.831991,fused,shoup,-1
+v06_resident,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,10,50,21.592352,1.841869,1.842039,0.000171,0,0,0,0,0,7,natural,natural,"",20.172417,8686.829574,366.916620,9108801007.288530,fused,shoup,-1
+v06_hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,10,50,21.590431,1.609114,1.609278,0.000164,0,0,0,0,0,7,natural,natural,"",20.170080,9943.362767,368.921797,10426371556.858114,fused,shoup,-1
+v07_full,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-warp-radix4","experimental",0.000000,"warp-parallel subgraphs with dependency-wave readiness",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,64,20,1048576,16,576460756061519873,60,0,0,0,dataflow-radix4,"5+5+5+5",4,"5+5+5+5",4,3,"radix4+radix4+radix4+radix4","256+256+256+256","1+1+1+1","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","0+0+0+0","5+5+5+5","radix4+radix4+radix4+radix4","full-scratch+full-scratch+full-scratch","1+1+1",8,per-packet,interleaved-rows,0,0,10,50,21.634592,11.833426,11.833645,0.000218,0,0,0,0,0,7,natural,natural,"",20.225248,1352.102033,297.988946,1417781741.805752,fused,shoup,-1
diff --git a/results/resident_v06_comparison/v100_initial/summary.csv b/results/resident_v06_comparison/v100_initial/summary.csv
new file mode 100644
index 0000000..13bdae0
--- /dev/null
+++ b/results/resident_v06_comparison/v100_initial/summary.csv
@@ -0,0 +1,31 @@
+word_bits,logN,batch,v06_hybrid2d_ms,v06_resident_ms,v06_selected,v06_best_ms,v07_full_ms,v07_resident_generic_ms,v07_resident_core_ms,mg_selected,mg_best_ms,lowering_speedup,core_speedup,mg_best_vs_v06,v07_core_vs_v06,v07_core_vs_v06_resident,trials
+32,12,1,0.007127,,v06_hybrid2d,0.007127,0.036557,0.021484,0.031478,v07_resident_generic,0.021484,1.701591882331037,0.6825084185780546,0.33173524483336436,0.22641209733782325,,3
+32,12,4,0.007434,,v06_hybrid2d,0.007434,0.053555,0.021688,0.031539,v07_resident_generic,0.021688,2.4693378827001107,0.6876565522052063,0.3427701954998156,0.23570817083610768,,3
+32,12,16,0.009073,,v06_hybrid2d,0.009073,0.120668,0.033731,0.041677,v07_resident_generic,0.033731,3.577362070498948,0.8093432828658492,0.26898105600189737,0.21769801089329846,,3
+32,14,1,0.00852,,v06_hybrid2d,0.00852,0.074977,0.023654,0.031539,v07_resident_generic,0.023654,3.169738733406612,0.7499920733060657,0.36019277923395615,0.27014172928754876,,3
+32,14,4,0.010322,,v06_hybrid2d,0.010322,0.155034,0.033423,0.035185,v07_resident_generic,0.033423,4.63854232115609,0.9499218416939037,0.308829249319331,0.29336364928236464,,3
+32,14,16,0.016589,,v06_hybrid2d,0.016589,0.468029,0.064983,0.07041,v07_resident_generic,0.064983,7.202329840112029,0.9229228802726885,0.2552821507163412,0.23560573782133218,,3
+32,16,1,0.012083,,v06_hybrid2d,0.012083,0.12329,0.041247,0.042639,v07_resident_generic,0.041247,2.989065871457318,0.9673538309997888,0.29294251703154167,0.28337906611318275,,3
+32,16,4,0.020214,,v06_hybrid2d,0.020214,0.278385,0.079258,0.083128,v07_resident_generic,0.079258,3.5123899164753087,0.9534452891925705,0.25504050064346817,0.2431671638918295,,3
+32,16,16,0.053166,,v06_hybrid2d,0.053166,0.89428,0.204001,0.22229,v07_resident_generic,0.204001,4.383704001450973,0.9177245939988303,0.26061636952760037,0.23917405191416619,,3
+32,18,1,0.024433,,v06_hybrid2d,0.024433,0.485233,0.112087,0.115302,v07_resident_generic,0.112087,4.3290747365885425,0.9721167022254601,0.2179824600533514,0.21190439021005705,,3
+32,18,4,0.05804,,v06_hybrid2d,0.05804,1.022648,0.214282,0.22954,v07_resident_generic,0.214282,4.772440055627631,0.9335279254160496,0.2708580282058222,0.25285353315326303,,3
+32,18,16,0.186061,,v06_hybrid2d,0.186061,3.510047,0.667546,0.71639,v07_resident_generic,0.667546,5.258135019908741,0.9318192604586887,0.278723863224407,0.25972026410195564,,3
+32,20,1,0.085729,0.129147,v06_hybrid2d,0.085729,0.9583,0.370483,0.129823,v07_resident_core,0.129823,2.5866234078216817,2.8537547275906427,0.6603529420826818,0.6603529420826818,0.9947929103471651,3
+32,20,4,0.280699,0.310456,v06_hybrid2d,0.280699,2.607739,0.986849,0.325775,v07_resident_core,0.325775,2.642490391133801,3.0292349013889956,0.8616345637326376,0.8616345637326376,0.9529767477553527,3
+32,20,16,1.050911,1.007534,v06_resident,1.007534,9.489613,3.744625,1.034404,v07_resident_core,1.034404,2.534195814000067,3.6200797754069005,0.9740236890035227,0.9740236890035227,0.9740236890035227,3
+64,12,1,0.007864,,v06_hybrid2d,0.007864,0.032748,0.016712,0.016712,v07_resident_generic,0.016712,1.9595500239348969,1.0,0.4705600765916706,0.4705600765916706,,3
+64,12,4,0.008028,,v06_hybrid2d,0.008028,0.050217,0.017818,0.01794,v07_resident_generic,0.017818,2.8183297788752943,0.9931995540691193,0.4505556179144685,0.44749163879598663,,3
+64,12,16,0.009216,,v06_hybrid2d,0.009216,0.119255,0.029635,0.029655,v07_resident_generic,0.029635,4.0241268770035425,0.9993255774742876,0.31098363421629827,0.31077389984825493,,3
+64,14,1,0.009175,,v06_hybrid2d,0.009175,0.07295,0.0205,0.0205,v07_resident_generic,0.0205,3.5585365853658537,1.0,0.4475609756097561,0.4475609756097561,,3
+64,14,4,0.010465,,v06_hybrid2d,0.010465,0.158986,0.029041,0.029082,v07_resident_generic,0.029041,5.474536000826418,0.9985901932466819,0.3603526049378465,0.35984457740182935,,3
+64,14,16,0.02046,,v06_hybrid2d,0.02046,0.488899,0.064184,0.064225,v07_resident_generic,0.064184,7.617147575719804,0.9993616193071234,0.31877103327932194,0.31856753600622806,,3
+64,16,1,0.015524,,v06_hybrid2d,0.015524,0.12372,0.038953,0.038994,v07_resident_generic,0.038953,3.176135342592355,0.9989485561881315,0.3985315636793058,0.3981125301328409,,3
+64,16,4,0.02945,,v06_hybrid2d,0.02945,0.289034,0.076718,0.076698,v07_resident_core,0.076698,3.7674861179905634,1.000260762992516,0.38397350647996037,0.38397350647996037,,3
+64,16,16,0.082022,,v06_hybrid2d,0.082022,0.937963,0.201011,0.200806,v07_resident_core,0.200806,4.666227221395844,1.0010208858301046,0.4084638905211995,0.4084638905211995,,3
+64,18,1,0.039137,,v06_hybrid2d,0.039137,0.511365,0.119009,0.119214,v07_resident_generic,0.119009,4.296859901351998,0.9982804033083363,0.3288574813669554,0.32829197912996794,,3
+64,18,4,0.102605,,v06_hybrid2d,0.102605,1.340621,0.28713,0.287662,v07_resident_generic,0.28713,4.6690384146553825,0.9981506073099681,0.3573468463762059,0.35668597173071176,,3
+64,18,16,0.341443,,v06_hybrid2d,0.341443,4.29781,0.865608,0.858665,v07_resident_core,0.858665,4.9650765704568345,1.0080858076199684,0.39764401716618236,0.39764401716618236,,3
+64,20,1,0.132076,0.203469,v06_hybrid2d,0.132076,1.183375,0.512614,0.225915,v07_resident_core,0.225915,2.3085108873343296,2.2690569461965784,0.5846269614678087,0.5846269614678087,0.900644047540004,3
+64,20,4,0.428442,0.554189,v06_hybrid2d,0.428442,3.226604,1.241027,0.560026,v07_resident_core,0.560026,2.5999466570832057,2.216016756364883,0.7650394803098427,0.7650394803098427,0.9895772696267674,3
+64,20,16,1.609114,1.841869,v06_hybrid2d,1.609114,11.778806,4.301599,1.933763,v07_resident_core,1.933763,2.738238966486648,2.2244706305788253,0.8321154143501557,0.8321154143501557,0.952479181781842,3
diff --git a/results/stage_count_space/quick/analysis.md b/results/stage_count_space/quick/analysis.md
new file mode 100644
index 0000000..3cee3ab
--- /dev/null
+++ b/results/stage_count_space/quick/analysis.md
@@ -0,0 +1,15 @@
+# Stage-Count Design-Space Screen
+
+The generic radix-4 core, full-scratch boundaries, thread count, and CTA residency are held fixed. Each row is the static shortlist winner within one value of M; CUDA-event timing remains the ranking authority.
+
+| batch | M | partition | kernel (ms) | relative to batch winner |
+|---:|---:|:--:|---:|---:|
+| 1 | 2 | `10+10` | 0.391987 | 1.000x |
+| 1 | 3 | `6+6+8` | 0.573645 | 1.463x |
+| 1 | 4 | `5+5+5+5` | 1.108787 | 2.829x |
+| 1 | 5 | `4+4+4+4+4` | 2.189107 | 5.585x |
+| 1 | 6 | `3+3+3+3+4+4` | 4.889805 | 12.474x |
+| 1 | 7 | `2+3+3+3+3+3+3` | 8.332289 | 21.257x |
+| 1 | 8 | `2+2+2+2+3+3+3+3` | 12.722177 | 32.456x |
+
+This table isolates the number of materialized large stages. Physical-core replacement is a subsequent search layer, not folded into this comparison.
diff --git a/results/stage_count_space/quick/raw.csv b/results/stage_count_space/quick/raw.csv
new file mode 100644
index 0000000..60c8f24
--- /dev/null
+++ b/results/stage_count_space/quick/raw.csv
@@ -0,0 +1,8 @@
+label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,packet_readiness,packet_compute_layout,packet_fold_wave_barriers,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
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diff --git a/results/stage_count_space/quick/space.json b/results/stage_count_space/quick/space.json
new file mode 100644
index 0000000..0027e35
--- /dev/null
+++ b/results/stage_count_space/quick/space.json
@@ -0,0 +1,573 @@
+{
+  "schema": "cuntt-ntt-partition-space-v1",
+  "shape": {
+    "logN": 20,
+    "batch": 1,
+    "word_bits": 32
+  },
+  "dimensions": {
+    "segment_count": [
+      2,
+      8
+    ],
+    "stage_log": [
+      2,
+      10
+    ],
+    "constraint": "sum(stage_partition) == logN",
+    "per_segment": [
+      "core",
+      "threads",
+      "units",
+      "data_space",
+      "data_time",
+      "cta_weight"
+    ],
+    "per_boundary": [
+      "storage",
+      "buffers",
+      "readiness",
+      "layout"
+    ]
+  },
+  "preferred_stage_logs": [
+    6,
+    8,
+    10
+  ],
+  "partition_count": 3950,
+  "partition_count_by_segments": {
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+    "3": 57,
+    "4": 375,
+    "5": 976,
+    "6": 1287,
+    "7": 924,
+    "8": 330
+  },
+  "shortlist_policy": {
+    "top_per_segment_count": 1,
+    "boundary_penalty": 1.0,
+    "note": "static legality/shortlisting only; event timing ranks candidates"
+  },
+  "shortlist": [
+    {
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+      "stage_partition": [
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+        10
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+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "boundary_count": 6,
+      "materialized_value_passes": 7,
+      "workspace_bytes": 25165824,
+      "publication_tokens": 114688,
+      "task_counts": [
+        262144,
+        131072,
+        131072,
+        131072,
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+        131072,
+        131072
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+      "stage_min": 2,
+      "stage_max": 3,
+      "stage_stddev": 0.3499271061118826,
+      "default_cta_weights": [
+        2,
+        3,
+        3,
+        3,
+        3,
+        3,
+        3
+      ],
+      "physical_templates": [
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix2",
+            "radix2",
+            "radix2",
+            "radix2",
+            "radix2",
+            "radix2",
+            "radix2"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix8",
+            "radix8",
+            "radix8",
+            "radix8",
+            "radix8",
+            "radix8",
+            "radix8"
+          ]
+        },
+        {
+          "kind": "tail-specialized",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix8"
+          ]
+        }
+      ],
+      "static_score": 28.08748177652797
+    },
+    {
+      "segment_count": 8,
+      "stage_partition": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "boundary_count": 7,
+      "materialized_value_passes": 8,
+      "workspace_bytes": 29360128,
+      "publication_tokens": 278528,
+      "task_counts": [
+        262144,
+        262144,
+        262144,
+        262144,
+        131072,
+        131072,
+        131072,
+        131072
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+      "stage_min": 2,
+      "stage_max": 3,
+      "stage_stddev": 0.5,
+      "default_cta_weights": [
+        2,
+        2,
+        2,
+        2,
+        3,
+        3,
+        3,
+        3
+      ],
+      "physical_templates": [
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix2",
+            "radix2",
+            "radix2",
+            "radix2",
+            "radix2",
+            "radix2",
+            "radix2",
+            "radix2"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4"
+          ]
+        },
+        {
+          "kind": "homogeneous",
+          "cores": [
+            "radix8",
+            "radix8",
+            "radix8",
+            "radix8",
+            "radix8",
+            "radix8",
+            "radix8",
+            "radix8"
+          ]
+        },
+        {
+          "kind": "tail-specialized",
+          "cores": [
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix4",
+            "radix8"
+          ]
+        }
+      ],
+      "static_score": 35.125
+    }
+  ]
+}
diff --git a/results/stage_count_space/quick/summary.csv b/results/stage_count_space/quick/summary.csv
new file mode 100644
index 0000000..bfde701
--- /dev/null
+++ b/results/stage_count_space/quick/summary.csv
@@ -0,0 +1,8 @@
+batch,segment_count,partition,trials,kernel_ms,min_kernel_ms,max_kernel_ms
+1,2,10+10,1,0.391987,0.391987,0.391987
+1,3,6+6+8,1,0.573645,0.573645,0.573645
+1,4,5+5+5+5,1,1.108787,1.108787,1.108787
+1,5,4+4+4+4+4,1,2.189107,2.189107,2.189107
+1,6,3+3+3+3+4+4,1,4.889805,4.889805,4.889805
+1,7,2+3+3+3+3+3+3,1,8.332289,8.332289,8.332289
+1,8,2+2+2+2+3+3+3+3,1,12.722177,12.722177,12.722177
diff --git a/results/stage_count_space/quick_batched/analysis.md b/results/stage_count_space/quick_batched/analysis.md
new file mode 100644
index 0000000..03a8064
--- /dev/null
+++ b/results/stage_count_space/quick_batched/analysis.md
@@ -0,0 +1,22 @@
+# Stage-Count Design-Space Screen
+
+The generic radix-4 core, full-scratch boundaries, thread count, and CTA residency are held fixed. Each row is the static shortlist winner within one value of M; CUDA-event timing remains the ranking authority.
+
+| batch | M | partition | kernel (ms) | relative to batch winner |
+|---:|---:|:--:|---:|---:|
+| 4 | 2 | `10+10` | 1.017242 | 1.000x |
+| 4 | 3 | `6+6+8` | 1.783603 | 1.753x |
+| 4 | 4 | `5+5+5+5` | 2.948301 | 2.898x |
+| 4 | 5 | `4+4+4+4+4` | 5.741773 | 5.644x |
+| 4 | 6 | `3+3+3+3+4+4` | 13.005824 | 12.785x |
+| 4 | 7 | `2+3+3+3+3+3+3` | 23.475201 | 23.077x |
+| 4 | 8 | `2+2+2+2+3+3+3+3` | 28.848537 | 28.360x |
+| 16 | 2 | `10+10` | 3.704422 | 1.000x |
+| 16 | 3 | `6+6+8` | 11.519385 | 3.110x |
+| 16 | 4 | `5+5+5+5` | 9.560473 | 2.581x |
+| 16 | 5 | `4+4+4+4+4` | 17.431553 | 4.706x |
+| 16 | 6 | `3+3+3+3+4+4` | 39.270401 | 10.601x |
+| 16 | 7 | `2+3+3+3+3+3+3` | 84.023087 | 22.682x |
+| 16 | 8 | `2+2+2+2+3+3+3+3` | 101.388901 | 27.370x |
+
+This table isolates the number of materialized large stages. Physical-core replacement is a subsequent search layer, not folded into this comparison.
diff --git a/results/stage_count_space/quick_batched/raw.csv b/results/stage_count_space/quick_batched/raw.csv
new file mode 100644
index 0000000..80dc80c
--- /dev/null
+++ b/results/stage_count_space/quick_batched/raw.csv
@@ -0,0 +1,15 @@
+label,device,compute_capability,auto_select,selection_target,selected_implementation,selection_confidence,predicted_kernel_ms,selection_reason,backend,stage_space,stage_handoff,flow_tile_log,data_space,role_stages,target_ctas_per_sm,data_time,token_interleave,pipeline_buffers,dataflow_layout,dataflow_state,compute_unit,word_bits,logN,N,batch,modulus,modulus_bits,n1_log,rows_per_block,threads_per_block,hierarchical_core,stage_partition,segment_cores,segment_threads,segment_units,segment_data_space,segment_data_time,segment_role_stages,segment_token_interleave,segment_coefficient_reuse_stages,segment_cta_weights,boundary_storage,boundary_buffers,ready_window,packet_readiness,packet_compute_layout,packet_fold_wave_barriers,inverse,warmup,repeat,h2d_ms,kernel_ms,timed_region_wall_ms,host_timing_overhead_ms,appt_producer_weight,appt_tail_weight,appt_writer_weight,appt_fragment_width,appt_writer_tiles,appt_data_time_roles,input_order,output_order,appt_layout_id,d2h_ms,kernel_ntt_s,end_to_end_ntt_s,kernel_points_s,cross_twiddle,mod_multiply,correct
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diff --git a/results/stage_count_space/quick_batched/space.json b/results/stage_count_space/quick_batched/space.json
new file mode 100644
index 0000000..0027e35
--- /dev/null
+++ b/results/stage_count_space/quick_batched/space.json
@@ -0,0 +1,573 @@
+{
+  "schema": "cuntt-ntt-partition-space-v1",
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+  },
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+      "core",
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+      "units",
+      "data_space",
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+    ],
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+    "8": 330
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+            "radix4",
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+          ]
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+            "radix8",
+            "radix8",
+            "radix8",
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+}
diff --git a/results/stage_count_space/quick_batched/summary.csv b/results/stage_count_space/quick_batched/summary.csv
new file mode 100644
index 0000000..23083e9
--- /dev/null
+++ b/results/stage_count_space/quick_batched/summary.csv
@@ -0,0 +1,15 @@
+batch,segment_count,partition,trials,kernel_ms,min_kernel_ms,max_kernel_ms
+4,2,10+10,1,1.017242,1.017242,1.017242
+4,3,6+6+8,1,1.783603,1.783603,1.783603
+4,4,5+5+5+5,1,2.948301,2.948301,2.948301
+4,5,4+4+4+4+4,1,5.741773,5.741773,5.741773
+4,6,3+3+3+3+4+4,1,13.005824,13.005824,13.005824
+4,7,2+3+3+3+3+3+3,1,23.475201,23.475201,23.475201
+4,8,2+2+2+2+3+3+3+3,1,28.848537,28.848537,28.848537
+16,2,10+10,1,3.704422,3.704422,3.704422
+16,3,6+6+8,1,11.519385,11.519385,11.519385
+16,4,5+5+5+5,1,9.560473,9.560473,9.560473
+16,5,4+4+4+4+4,1,17.431553,17.431553,17.431553
+16,6,3+3+3+3+4+4,1,39.270401,39.270401,39.270401
+16,7,2+3+3+3+3+3+3,1,84.023087,84.023087,84.023087
+16,8,2+2+2+2+3+3+3+3,1,101.388901,101.388901,101.388901
diff --git a/results/three_level_partitions/quick/analysis.md b/results/three_level_partitions/quick/analysis.md
new file mode 100644
index 0000000..20b6b6e
--- /dev/null
+++ b/results/three_level_partitions/quick/analysis.md
@@ -0,0 +1,20 @@
+# Parameterized Three-Level Partition Screen
+
+All points use the same uint32 arithmetic, 32-row resident radix-4 unit, two target CTAs/SM, and stage-proportional service weights. Only the position of the 6/7/8-stage subgraph changes.
+
+| batch | partition | kernel (ms) | relative to batch winner | correct |
+|---:|:--:|---:|---:|:--:|
+| 1 | `6+6+8` | 0.476365 | 1.000x | yes |
+| 1 | `7+6+7` | 0.528794 | 1.110x | yes |
+| 1 | `8+6+6` | 0.538419 | 1.130x | yes |
+| 1 | `6+7+7` | 0.572416 | 1.202x | yes |
+| 1 | `7+7+6` | 0.600678 | 1.261x | yes |
+| 1 | `6+8+6` | 0.650445 | 1.365x | yes |
+| 4 | `6+6+8` | 1.993728 | 1.000x | yes |
+| 4 | `8+6+6` | 2.137088 | 1.072x | yes |
+| 4 | `7+6+7` | 2.290483 | 1.149x | yes |
+| 4 | `6+7+7` | 2.534810 | 1.271x | yes |
+| 4 | `7+7+6` | 2.575974 | 1.292x | yes |
+| 4 | `6+8+6` | 2.659738 | 1.334x | yes |
+
+The winner is a partition-order result, not yet a fully searched design point; CTA weights and row granularity remain fixed in this screen.
diff --git a/results/three_level_partitions/quick/raw.csv b/results/three_level_partitions/quick/raw.csv
new file mode 100644
index 0000000..63ef17f
--- /dev/null
+++ b/results/three_level_partitions/quick/raw.csv
@@ -0,0 +1,13 @@
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diff --git a/results/three_level_partitions/quick/summary.csv b/results/three_level_partitions/quick/summary.csv
new file mode 100644
index 0000000..436399f
--- /dev/null
+++ b/results/three_level_partitions/quick/summary.csv
@@ -0,0 +1,13 @@
+batch,partition,trials,kernel_ms,min_kernel_ms,max_kernel_ms,correct
+1,6+6+8,1,0.476365,0.476365,0.476365,1
+1,7+6+7,1,0.528794,0.528794,0.528794,1
+1,8+6+6,1,0.538419,0.538419,0.538419,1
+1,6+7+7,1,0.572416,0.572416,0.572416,1
+1,7+7+6,1,0.600678,0.600678,0.600678,1
+1,6+8+6,1,0.650445,0.650445,0.650445,1
+4,6+6+8,1,1.993728,1.993728,1.993728,1
+4,8+6+6,1,2.137088,2.137088,2.137088,1
+4,7+6+7,1,2.290483,2.290483,2.290483,1
+4,6+7+7,1,2.53481,2.53481,2.53481,1
+4,7+7+6,1,2.575974,2.575974,2.575974,1
+4,6+8+6,1,2.659738,2.659738,2.659738,1
diff --git a/results/v06_v07_crossover/analysis.md b/results/v06_v07_crossover/analysis.md
new file mode 100644
index 0000000..118b13d
--- /dev/null
+++ b/results/v06_v07_crossover/analysis.md
@@ -0,0 +1,26 @@
+# v0.6/v0.7 Crossover Attribution
+
+If the v0.7 candidate set strictly contains the v0.6 candidate set, then `min(T_v0.7) <= min(T_v0.6)` at every workload. The measured crossovers therefore diagnose incomplete physical-space inclusion, coarse scheduling quanta, or stale controls; they are not a property of the NTT dependency graph.
+
+## logN=12 uint32 Wave Boundary
+
+| batch | Hybrid2D ms | hybrid Td=6 ms | hybrid Td=12 ms | v0.7/v0.6 | CTA waves | last-wave fill |
+|---:|---:|---:|---:|---:|---:|---:|
+| 80 | 0.018872 | 0.017906 | 0.017902 | 1.054x | 1 | 50.0% |
+| 160 | 0.031320 | 0.027689 | 0.027673 | 1.132x | 1 | 100.0% |
+| 256 | 0.048912 | 0.056918 | 0.056949 | 0.859x | 2 | 60.0% |
+| 512 | 0.085256 | 0.099375 | 0.098488 | 0.866x | 4 | 20.0% |
+
+Td=6 and Td=12 differ by less than 1.6% at every point, so the generated-table threshold is not the crossover cause. The resident kernel launches one CTA per transform and is limited to two active CTAs/SM by its register footprint. Batch 160 fills one 80-SM resident wave; batch 256 requires a second wave with only 60% of its slots used. Hybrid2D exposes finer intra-transform CTA work and avoids this same quantization.
+
+## Updated logN=20 Control
+
+| workload | latest v0.6-best ms | packet/lane32 best ms | v0.7/v0.6 |
+|:--|---:|---:|---:|
+| uint32 logN=20 batch=16 | 1.014657 | 1.085352 | 0.935x |
+
+The historical packet result used the older 17:13 v0.6 control. Against the later 9:11 resident/Hybrid2D envelope, packet is no longer the winner at this point. Baseline evolution was a second source of apparent crossover.
+
+## Consequence
+
+The release selector must take the lower envelope of both generations. The research generator must also import the v0.6 Hybrid2D local core and multi-CTA data-space decomposition as legal v0.7 physical mappings. Once that candidate-space inclusion is enforced, a remaining crossover would indicate a measurement or selection bug rather than a legitimate architecture result.
diff --git a/results/v06_v07_crossover/raw.csv b/results/v06_v07_crossover/raw.csv
new file mode 100644
index 0000000..b1199ea
--- /dev/null
+++ b/results/v06_v07_crossover/raw.csv
@@ -0,0 +1,49 @@
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+n12_u32,hybrid_td12_b80,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix4,32,12,4096,80,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.333024,0.017893,0.017914,0.000021,0,0,0,0,0,7,natural,natural,"",0.300640,4470928.278998,122782.743560,18312922230.775978,fused,shoup,-1
+n12_u32,hybrid2d_b160,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,160,1073479681,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.560768,0.031316,0.031335,0.000019,0,0,0,0,0,7,natural,natural,"",0.459968,5109214.661928,152083.740728,20927343255.257118,fused,shoup,-1
+n12_u32,hybrid_td6_b160,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix4,32,12,4096,160,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.564448,0.027677,0.027698,0.000021,0,0,0,0,0,7,natural,natural,"",0.458592,5781041.936092,152277.017027,23679147770.231785,fused,shoup,-1
+n12_u32,hybrid_td12_b160,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix4,32,12,4096,160,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.556736,0.027673,0.027692,0.000020,0,0,0,0,0,7,natural,natural,"",0.453792,5781897.227913,154112.802208,23682651045.529789,fused,shoup,-1
+n12_u32,hybrid2d_b160,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,160,1073479681,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.563552,0.031322,0.031343,0.000021,0,0,0,0,0,7,natural,natural,"",0.467392,5108212.624577,150621.389011,20923238910.266632,fused,shoup,-1
+n12_u32,hybrid_td6_b160,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix4,32,12,4096,160,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.553472,0.027761,0.027781,0.000021,0,0,0,0,0,7,natural,natural,"",0.461760,5763555.927718,153404.726353,23607525079.933548,fused,shoup,-1
+n12_u32,hybrid_td12_b160,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix4,32,12,4096,160,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.566752,0.027671,0.027690,0.000019,0,0,0,0,0,7,natural,natural,"",0.468288,5782325.357972,150558.399978,23684404666.252274,fused,shoup,-1
+n12_u32,hybrid2d_b160,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,160,1073479681,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.555712,0.031320,0.031341,0.000021,0,0,0,0,0,7,natural,natural,"",0.457248,5108546.188270,153215.605014,20924605187.153820,fused,shoup,-1
+n12_u32,hybrid_td6_b160,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix4,32,12,4096,160,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.561408,0.027689,0.027710,0.000021,0,0,0,0,0,7,natural,natural,"",0.459808,5778476.412033,152540.039308,23668639383.685478,fused,shoup,-1
+n12_u32,hybrid_td12_b160,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix4,32,12,4096,160,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.556384,0.027677,0.027693,0.000016,0,0,0,0,0,7,natural,natural,"",0.454080,5781041.936092,154121.693148,23679147770.231785,fused,shoup,-1
+n12_u32,hybrid2d_b256,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,256,1073479681,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.821600,0.048923,0.048942,0.000019,0,0,0,0,0,7,natural,natural,"",0.745312,5232752.799662,158432.055394,21433355467.415932,fused,shoup,-1
+n12_u32,hybrid_td6_b256,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix4,32,12,4096,256,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.814880,0.057309,0.057331,0.000022,0,0,0,0,0,7,natural,natural,"",0.728000,4466997.802691,159981.083946,18296822999.822216,fused,shoup,-1
+n12_u32,hybrid_td12_b256,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix4,32,12,4096,256,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.816128,0.056891,0.056911,0.000020,0,0,0,0,0,7,natural,natural,"",0.728992,4499801.936226,159799.113164,18431188730.782043,fused,shoup,-1
+n12_u32,hybrid2d_b256,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,256,1073479681,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.820544,0.048912,0.048932,0.000019,0,0,0,0,0,7,natural,natural,"",0.729344,5233848.385103,160120.050167,21437842985.383041,fused,shoup,-1
+n12_u32,hybrid_td6_b256,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix4,32,12,4096,256,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.818976,0.056889,0.056911,0.000022,0,0,0,0,0,7,natural,natural,"",0.731488,4499963.999752,159268.032147,18431852542.983986,fused,shoup,-1
+n12_u32,hybrid_td12_b256,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix4,32,12,4096,256,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.815712,0.056949,0.056971,0.000022,0,0,0,0,0,7,natural,natural,"",0.727872,4495271.244521,159946.745558,18412631017.559101,fused,shoup,-1
+n12_u32,hybrid2d_b256,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,256,1073479681,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.787744,0.048908,0.048924,0.000015,0,0,0,0,0,7,natural,natural,"",0.726176,5234286.907221,163805.583013,21439639171.978252,fused,shoup,-1
+n12_u32,hybrid_td6_b256,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix4,32,12,4096,256,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.816416,0.056918,0.056939,0.000021,0,0,0,0,0,7,natural,natural,"",0.728512,4497697.349657,159815.609931,18422568344.193752,fused,shoup,-1
+n12_u32,hybrid_td12_b256,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix4,32,12,4096,256,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,0.821120,0.056949,0.056969,0.000020,0,0,0,0,0,7,natural,natural,"",0.730112,4495271.244521,159186.084286,18412631017.559101,fused,shoup,-1
+n12_u32,hybrid2d_b512,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,512,1073479681,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,1.510848,0.085256,0.085276,0.000020,0,0,0,0,0,7,natural,natural,"",1.357280,6005428.586635,173360.441886,24598235490.854980,fused,shoup,-1
+n12_u32,hybrid_td6_b512,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix4,32,12,4096,512,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,1.500384,0.099375,0.099395,0.000020,0,0,0,0,0,7,natural,natural,"",1.356128,5152195.741744,173213.654699,21103393758.182491,fused,shoup,-1
+n12_u32,hybrid_td12_b512,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix4,32,12,4096,512,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,1.516640,0.098488,0.098509,0.000020,0,0,0,0,0,7,natural,natural,"",1.358240,5198586.198919,172195.285996,21293409070.774086,fused,shoup,-1
+n12_u32,hybrid2d_b512,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,512,1073479681,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,1.508864,0.085316,0.085333,0.000018,0,0,0,0,0,7,natural,natural,"",1.358368,6001248.179701,173409.562631,24581112544.053970,fused,shoup,-1
+n12_u32,hybrid_td6_b512,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix4,32,12,4096,512,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,1.506304,0.097958,0.097979,0.000021,0,0,0,0,0,7,natural,natural,"",1.357472,5226735.865363,172871.711306,21408710104.528366,fused,shoup,-1
+n12_u32,hybrid_td12_b512,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix4,32,12,4096,512,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,1.502080,0.098343,0.098362,0.000019,0,0,0,0,0,7,natural,natural,"",1.370848,5206272.601358,172316.840826,21324892575.160526,fused,shoup,-1
+n12_u32,hybrid2d_b512,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,12,4096,512,1073479681,30,6,4,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,1.471904,0.085176,0.085190,0.000014,0,0,0,0,0,7,natural,natural,"",1.356096,6011059.904009,175753.174740,24621301366.822910,fused,shoup,-1
+n12_u32,hybrid_td6_b512,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,6,1,2,hermes-xor,inplace,radix4,32,12,4096,512,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,1.473888,0.100223,0.100243,0.000020,0,0,0,0,0,7,natural,natural,"",1.347936,5108609.078109,175219.629064,20924862783.934818,fused,shoup,-1
+n12_u32,hybrid_td12_b512,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid-dataflow,6,named-barrier,6,32,6,1,12,1,2,hermes-xor,inplace,radix4,32,12,4096,512,1073479681,30,0,0,256,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,1.502080,0.100237,0.100258,0.000020,0,0,0,0,0,7,natural,natural,"",1.353984,5107878.496976,173189.385285,20921870323.613625,fused,shoup,-1
+n20_u32_b16,hybrid2d,1,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,10.899104,1.114010,1.114026,0.000016,0,0,0,0,0,7,natural,natural,"",10.133408,14362.533079,722.461093,15060207486.078423,fused,shoup,-1
+n20_u32_b16,resident_9_11,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,30,500,10.888224,1.019273,1.019292,0.000019,0,0,0,0,0,7,natural,natural,"",10.135520,15697.460306,725.853460,16459980138.122681,fused,shoup,-1
+n20_u32_b16,packet_7_13,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","full-scratch","1",2,per-packet,interleaved-rows,0,0,30,500,10.884416,1.084250,1.084266,0.000016,0,0,0,0,0,7,natural,natural,"",10.130624,14756.743034,724.005176,15473566583.902168,fused,shoup,-1
+n20_u32_b16,lane32,1,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io-10x10","experimental",0.000000,"all 32 lanes issue aligned stage-6 coefficient pairs from a prepacked side table",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io+homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io","256+256","8+8","4+4","1+1","0+0","0+0","6+6","84+76","homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io+homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io","full-scratch","1",8,per-packet,interleaved-rows,0,0,30,500,10.885408,1.173772,1.173791,0.000019,0,0,0,0,0,7,natural,natural,"",10.130208,13631.263510,721.065379,14293415766.397097,fused,shoup,-1
+n20_u32_b16,hybrid2d,2,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,10.892192,1.052754,1.052791,0.000037,0,0,0,0,0,7,natural,natural,"",18.915297,15198.233524,518.466440,15936502915.289307,fused,shoup,-1
+n20_u32_b16,resident_9_11,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,30,500,10.897888,1.014657,1.014677,0.000020,0,0,0,0,0,7,natural,natural,"",10.135616,15768.875271,725.684089,16534864155.962950,fused,shoup,-1
+n20_u32_b16,packet_7_13,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","full-scratch","1",2,per-packet,interleaved-rows,0,0,30,500,10.883776,1.085352,1.085370,0.000018,0,0,0,0,0,7,natural,natural,"",10.130688,14741.761959,723.987949,15457857788.171946,fused,shoup,-1
+n20_u32_b16,lane32,2,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io-10x10","experimental",0.000000,"all 32 lanes issue aligned stage-6 coefficient pairs from a prepacked side table",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io+homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io","256+256","8+8","4+4","1+1","0+0","0+0","6+6","84+76","homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io+homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io","full-scratch","1",8,per-packet,interleaved-rows,0,0,30,500,10.884288,1.175183,1.175205,0.000021,0,0,0,0,0,7,natural,natural,"",10.128736,13614.897397,721.103793,14276254652.527979,fused,shoup,-1
+n20_u32_b16,hybrid2d,3,"Tesla V100-SXM2-16GB",7.0,0,"","","",0.000000,"",hybrid2d,0,named-barrier,0,0,0,0,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,10,2,512,dataflow-radix4,"",0,"",0,0,"","","","","","","","","","","","",0,per-packet,interleaved-rows,0,0,30,500,10.886112,1.052516,1.052535,0.000019,0,0,0,0,0,7,natural,natural,"",10.130304,15201.664215,725.001072,15940100256.041494,fused,shoup,-1
+n20_u32_b16,resident_9_11,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-wave-10x10-resident-radix4","experimental",0.000000,"transform-wave readiness with the generated resident radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"dataflow-radix4+dataflow-radix4","256+256","1+1","0+0","1+1","0+0","0+0","0+0","9+11","dataflow-radix4+dataflow-radix4","full-scratch","1",8,per-packet,interleaved-rows,0,0,30,500,10.894560,1.013584,1.013604,0.000020,0,0,0,0,0,7,natural,natural,"",10.130528,15785.570413,725.996550,16552370281.429188,fused,shoup,-1
+n20_u32_b16,packet_7_13,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10","experimental",0.000000,"independent 128-thread packets fuse four rows through the resident shared radix-4 core",hierarchical-dataflow,0,named-barrier,0,0,0,4,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","128+128","4+4","4+4","1+1","0+0","0+0","0+0","7+13","homogeneous-warp128-packet-shared-radix4-static-io+homogeneous-warp128-packet-shared-radix4-static-io","full-scratch","1",2,per-packet,interleaved-rows,0,0,30,500,10.885600,1.086405,1.086423,0.000018,0,0,0,0,0,7,natural,natural,"",10.130336,14727.477041,723.905233,15442878966.040312,fused,shoup,-1
+n20_u32_b16,lane32,3,"Tesla V100-SXM2-16GB",7.0,0,"v100-sm70","hierarchical-dataflow-homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io-10x10","experimental",0.000000,"all 32 lanes issue aligned stage-6 coefficient pairs from a prepacked side table",hierarchical-dataflow,0,named-barrier,0,0,0,2,0,0,0,hermes-xor,inplace,radix4,32,20,1048576,16,998244353,30,0,0,0,dataflow-radix4,"10+10",2,"10+10",2,1,"homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io+homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io","256+256","8+8","4+4","1+1","0+0","0+0","6+6","84+76","homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io+homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io","full-scratch","1",8,per-packet,interleaved-rows,0,0,30,500,10.888416,1.173535,1.173553,0.000018,0,0,0,0,0,7,natural,natural,"",10.130592,13634.024568,720.962884,14296310945.063356,fused,shoup,-1
diff --git a/results/v06_v07_crossover/summary.csv b/results/v06_v07_crossover/summary.csv
new file mode 100644
index 0000000..9d7f321
--- /dev/null
+++ b/results/v06_v07_crossover/summary.csv
@@ -0,0 +1,6 @@
+case_id,batch,v06_best_ms,v07_best_ms,v07_variant,v07_vs_v06,td6_ms,td12_ms,td_spread_pct,cta_waves,last_wave_fill
+n12_u32,80,0.018872,0.017902,td12,1.0541838900681488,0.017906,0.017902,0.022343872193042458,1,0.5
+n12_u32,160,0.03132,0.027673,td12,1.1317891085173275,0.027689,0.027673,0.05781808983484904,1,1.0
+n12_u32,256,0.048912,0.056918,td6,0.8593415088372746,0.056918,0.056949,0.05443466961666532,2,0.6
+n12_u32,512,0.085256,0.098488,td12,0.8656486069368856,0.099375,0.098488,0.900617334091458,4,0.2
+n20_u32_b16,16,1.014657,1.085352,packet,0.9348644495057823,,,,,
diff --git a/results/v100_hybrid_radix4_comparison.csv b/results/v100_hybrid_radix4_comparison.csv
new file mode 100644
index 0000000..6df419f
--- /dev/null
+++ b/results/v100_hybrid_radix4_comparison.csv
@@ -0,0 +1,19 @@
+group,precision,logN,batch,v06_best,v06_best_ms,v07_pipeline_ms,v07_resident_radix4_ms,radix4_speedup_vs_pipeline,radix4_throughput_vs_v06,winner,correct
+ntt10_u64-batch1,uint64,10,1,v0.6-tile256,0.011057,0.03611,0.006103,5.916762248074718,1.8117319351138785,v0.7-resident-radix4,1
+ntt10_u64-batch16,uint64,10,16,v0.6-tile256,0.012466,0.03106,0.006197,5.0121026303049865,2.0116185250927865,v0.7-resident-radix4,1
+ntt10_u64-batch160,uint64,10,160,v0.6-tile256,0.022813,0.033976,0.009124,3.7238053485313456,2.5003288031565103,v0.7-resident-radix4,1
+ntt10_u64-batch256,uint64,10,256,v0.6-tile256,0.030497,0.040401,0.014801,2.729612863995676,2.0604688872373487,v0.7-resident-radix4,1
+ntt10_u64-batch512,uint64,10,512,v0.6-tile256,0.052978,0.085606,0.025723,3.327994401897135,2.0595575943707964,v0.7-resident-radix4,1
+ntt10_u64-batch80,uint64,10,80,v0.6-tile256,0.017175,0.031238,0.007053,4.429037289096838,2.435133985538069,v0.7-resident-radix4,1
+ntt12_u32-batch1,uint32,12,1,v0.6-hybrid2d-radix4,0.005962,0.068157,0.013101,5.202427295626288,0.45507976490344254,v0.6-hybrid2d-radix4,1
+ntt12_u32-batch16,uint32,12,16,v0.6-hybrid2d-radix2,0.008479,0.068176,0.013482,5.056816496068833,0.6289126242397272,v0.6-hybrid2d-radix2,1
+ntt12_u32-batch160,uint32,12,160,v0.6-hybrid2d-radix4,0.027066,0.090034,0.023699,3.799063251613992,1.1420735052111903,v0.7-resident-radix4,1
+ntt12_u32-batch256,uint32,12,256,v0.6-hybrid2d-radix4,0.045158,0.12475,0.050289,2.4806617749408417,0.8979697349320924,v0.6-hybrid2d-radix4,1
+ntt12_u32-batch512,uint32,12,512,v0.6-hybrid2d-radix4,0.074924,0.224899,0.085965,2.6161693712557437,0.8715640086081545,v0.6-hybrid2d-radix4,1
+ntt12_u32-batch80,uint32,12,80,v0.6-hybrid2d-radix4,0.016087,0.068352,0.015268,4.47681425203039,1.0536416033534188,v0.7-resident-radix4,1
+ntt12_u64-batch1,uint64,12,1,v0.6-hybrid2d-radix4,0.007692,0.096545,0.019569,4.933568398998417,0.3930706730032194,v0.6-hybrid2d-radix4,1
+ntt12_u64-batch16,uint64,12,16,v0.6-hybrid2d-radix4,0.009107,0.097083,0.019683,4.932327389117513,0.46268353401412393,v0.6-hybrid2d-radix4,1
+ntt12_u64-batch160,uint64,12,160,v0.6-hybrid2d-radix2,0.046918,0.137511,0.049011,2.8057170839199363,0.9572953010548653,v0.6-hybrid2d-radix2,1
+ntt12_u64-batch256,uint64,12,256,v0.6-hybrid2d-radix4,0.068846,0.256842,0.119343,2.1521329277795935,0.5768750576070654,v0.6-hybrid2d-radix4,1
+ntt12_u64-batch512,uint64,12,512,v0.6-hybrid2d-radix4,0.125809,0.512705,0.177195,2.8934507181353877,0.7100031039250544,v0.6-hybrid2d-radix4,1
+ntt12_u64-batch80,uint64,12,80,v0.6-hybrid2d-radix4,0.024224,0.101263,0.02356,4.298089983022072,1.028183361629881,v0.7-resident-radix4,1
diff --git a/results/v100_hybrid_radix4_comparison.md b/results/v100_hybrid_radix4_comparison.md
new file mode 100644
index 0000000..3b2f596
--- /dev/null
+++ b/results/v100_hybrid_radix4_comparison.md
@@ -0,0 +1,34 @@
+# V100 HybridDataflow Resident Radix-4 Comparison
+
+All rows use 30 warmups, 500 timed iterations, three randomized process trials, and correctness checks.
+The v0.6 column is the measured minimum of the legal mature cores in that group.
+
+| Numeric | logN | Batch | v0.6 best | v0.6 ms | v0.7 pipeline ms | v0.7 resident R4 ms | R4/pipeline | R4/v0.6 throughput | Winner |
+|:--|--:|--:|:--|--:|--:|--:|--:|--:|:--|
+| uint64 | 10 | 1 | v0.6-tile256 | 0.011057 | 0.036110 | 0.006103 | 5.917x | 1.812x | v0.7-resident-radix4 |
+| uint64 | 10 | 16 | v0.6-tile256 | 0.012466 | 0.031060 | 0.006197 | 5.012x | 2.012x | v0.7-resident-radix4 |
+| uint64 | 10 | 160 | v0.6-tile256 | 0.022813 | 0.033976 | 0.009124 | 3.724x | 2.500x | v0.7-resident-radix4 |
+| uint64 | 10 | 256 | v0.6-tile256 | 0.030497 | 0.040401 | 0.014801 | 2.730x | 2.060x | v0.7-resident-radix4 |
+| uint64 | 10 | 512 | v0.6-tile256 | 0.052978 | 0.085606 | 0.025723 | 3.328x | 2.060x | v0.7-resident-radix4 |
+| uint64 | 10 | 80 | v0.6-tile256 | 0.017175 | 0.031238 | 0.007053 | 4.429x | 2.435x | v0.7-resident-radix4 |
+| uint32 | 12 | 1 | v0.6-hybrid2d-radix4 | 0.005962 | 0.068157 | 0.013101 | 5.202x | 0.455x | v0.6-hybrid2d-radix4 |
+| uint32 | 12 | 16 | v0.6-hybrid2d-radix2 | 0.008479 | 0.068176 | 0.013482 | 5.057x | 0.629x | v0.6-hybrid2d-radix2 |
+| uint32 | 12 | 160 | v0.6-hybrid2d-radix4 | 0.027066 | 0.090034 | 0.023699 | 3.799x | 1.142x | v0.7-resident-radix4 |
+| uint32 | 12 | 256 | v0.6-hybrid2d-radix4 | 0.045158 | 0.124750 | 0.050289 | 2.481x | 0.898x | v0.6-hybrid2d-radix4 |
+| uint32 | 12 | 512 | v0.6-hybrid2d-radix4 | 0.074924 | 0.224899 | 0.085965 | 2.616x | 0.872x | v0.6-hybrid2d-radix4 |
+| uint32 | 12 | 80 | v0.6-hybrid2d-radix4 | 0.016087 | 0.068352 | 0.015268 | 4.477x | 1.054x | v0.7-resident-radix4 |
+| uint64 | 12 | 1 | v0.6-hybrid2d-radix4 | 0.007692 | 0.096545 | 0.019569 | 4.934x | 0.393x | v0.6-hybrid2d-radix4 |
+| uint64 | 12 | 16 | v0.6-hybrid2d-radix4 | 0.009107 | 0.097083 | 0.019683 | 4.932x | 0.463x | v0.6-hybrid2d-radix4 |
+| uint64 | 12 | 160 | v0.6-hybrid2d-radix2 | 0.046918 | 0.137511 | 0.049011 | 2.806x | 0.957x | v0.6-hybrid2d-radix2 |
+| uint64 | 12 | 256 | v0.6-hybrid2d-radix4 | 0.068846 | 0.256842 | 0.119343 | 2.152x | 0.577x | v0.6-hybrid2d-radix4 |
+| uint64 | 12 | 512 | v0.6-hybrid2d-radix4 | 0.125809 | 0.512705 | 0.177195 | 2.893x | 0.710x | v0.6-hybrid2d-radix4 |
+| uint64 | 12 | 80 | v0.6-hybrid2d-radix4 | 0.024224 | 0.101263 | 0.023560 | 4.298x | 1.028x | v0.7-resident-radix4 |
+
+## Aggregate
+
+| Numeric | Shapes | R4/pipeline | R4/v0.6 throughput | R4 wins | Parity | v0.6 wins |
+|:--|--:|--:|--:|--:|--:|--:|
+| overall | 18 | 3.769x | 1.035x | 8 | 1 | 9 |
+| uint32/logN12 | 6 | 3.777x | 0.804x | 2 | 0 | 4 |
+| uint64/logN10 | 6 | 4.055x | 2.133x | 6 | 0 | 0 |
+| uint64/logN12 | 6 | 3.497x | 0.647x | 0 | 1 | 5 |
diff --git a/results/v100_hybrid_radix4_metrics.json b/results/v100_hybrid_radix4_metrics.json
new file mode 100644
index 0000000..5264bae
--- /dev/null
+++ b/results/v100_hybrid_radix4_metrics.json
@@ -0,0 +1,38 @@
+[
+  {
+    "numeric": "overall",
+    "shapes": 18,
+    "radix4_speedup_vs_pipeline": 3.769189670814371,
+    "radix4_throughput_vs_v06": 1.0351075455950138,
+    "radix4_wins": 8,
+    "parity": 1,
+    "v06_wins": 9
+  },
+  {
+    "numeric": "uint32/logN12",
+    "shapes": 6,
+    "radix4_speedup_vs_pipeline": 3.7771164177740015,
+    "radix4_throughput_vs_v06": 0.8037191173493984,
+    "radix4_wins": 2,
+    "parity": 0,
+    "v06_wins": 4
+  },
+  {
+    "numeric": "uint64/logN10",
+    "shapes": 6,
+    "radix4_speedup_vs_pipeline": 4.0545936652806445,
+    "radix4_throughput_vs_v06": 2.132962691180121,
+    "radix4_wins": 6,
+    "parity": 0,
+    "v06_wins": 0
+  },
+  {
+    "numeric": "uint64/logN12",
+    "shapes": 6,
+    "radix4_speedup_vs_pipeline": 3.4965220275119537,
+    "radix4_throughput_vs_v06": 0.6469472419410367,
+    "radix4_wins": 0,
+    "parity": 1,
+    "v06_wins": 5
+  }
+]
diff --git a/results/v100_hybrid_radix4_raw.csv b/results/v100_hybrid_radix4_raw.csv
new file mode 100644
index 0000000..1c04b6a
--- /dev/null
+++ b/results/v100_hybrid_radix4_raw.csv
@@ -0,0 +1,199 @@
+case_id,group,trial,implementation,reference,runner,device,operator,precision,direction,normalization,placement,output_order,logN,N,batch,modulus,modulus_bits,warmup,repeat,backend,kernel_ms,throughput_s,correct
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diff --git a/results/v100_hybrid_radix4_summary.csv b/results/v100_hybrid_radix4_summary.csv
new file mode 100644
index 0000000..0cfd84e
--- /dev/null
+++ b/results/v100_hybrid_radix4_summary.csv
@@ -0,0 +1,67 @@
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+ntt10_u64-batch16,v0.6-tile256,1,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,16,1152921504606584833,60,30,500,3,0.012466,0.012364,0.014399,0.163244,0.163244,unstable,below-timing-floor,1,1.000000
+ntt10_u64-batch16,v0.7-pipeline-radix2,0,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,16,1152921504606584833,60,30,500,3,0.031060,0.031052,0.031236,0.005924,0.005924,stable,stable,1,0.401352
+ntt10_u64-batch16,v0.7-resident-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,16,1152921504606584833,60,30,500,3,0.006197,0.006195,0.006199,0.000645,0.000645,stable,below-timing-floor,1,2.011619
+ntt10_u64-batch160,v0.6-tile256,1,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,160,1152921504606584833,60,30,500,3,0.022813,0.022813,0.022815,0.000088,0.000088,stable,stable,1,1.000000
+ntt10_u64-batch160,v0.7-pipeline-radix2,0,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,160,1152921504606584833,60,30,500,3,0.033976,0.033962,0.039776,0.171121,0.171121,unstable,unstable,1,0.671445
+ntt10_u64-batch160,v0.7-resident-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,160,1152921504606584833,60,30,500,3,0.009124,0.009110,0.009130,0.002192,0.002192,stable,below-timing-floor,1,2.500329
+ntt10_u64-batch256,v0.6-tile256,1,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,256,1152921504606584833,60,30,500,3,0.030497,0.030491,0.035598,0.167459,0.167459,unstable,unstable,1,1.000000
+ntt10_u64-batch256,v0.7-pipeline-radix2,0,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,256,1152921504606584833,60,30,500,3,0.040401,0.040401,0.040747,0.008564,0.008564,stable,stable,1,0.754858
+ntt10_u64-batch256,v0.7-resident-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,256,1152921504606584833,60,30,500,3,0.014801,0.014791,0.016435,0.111074,0.111074,unstable,below-timing-floor,1,2.060469
+ntt10_u64-batch512,v0.6-tile256,1,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,512,1152921504606584833,60,30,500,3,0.052978,0.052951,0.053002,0.000963,0.000963,stable,stable,1,1.000000
+ntt10_u64-batch512,v0.7-pipeline-radix2,0,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,512,1152921504606584833,60,30,500,3,0.085606,0.085150,0.097585,0.145259,0.145259,unstable,unstable,1,0.618858
+ntt10_u64-batch512,v0.7-resident-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,512,1152921504606584833,60,30,500,3,0.025723,0.025704,0.025756,0.002022,0.002022,stable,stable,1,2.059558
+ntt10_u64-batch80,v0.6-tile256,1,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,80,1152921504606584833,60,30,500,3,0.017175,0.017154,0.017220,0.003843,0.003843,stable,below-timing-floor,1,1.000000
+ntt10_u64-batch80,v0.7-pipeline-radix2,0,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,80,1152921504606584833,60,30,500,3,0.031238,0.031234,0.031240,0.000192,0.000192,stable,stable,1,0.549811
+ntt10_u64-batch80,v0.7-resident-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,10,1024,80,1152921504606584833,60,30,500,3,0.007053,0.007051,0.007057,0.000851,0.000851,stable,below-timing-floor,1,2.435134
+ntt12_u32-batch1,v0.6-hybrid2d-radix2,1,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,1,1073479681,30,30,500,3,0.006861,0.006859,0.006873,0.002041,0.002041,stable,below-timing-floor,1,1.000000
+ntt12_u32-batch1,v0.6-hybrid2d-radix4,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,1,1073479681,30,30,500,3,0.005962,0.005956,0.005978,0.003690,0.003690,stable,below-timing-floor,1,1.150788
+ntt12_u32-batch1,v0.7-pipeline-radix2,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,1,1073479681,30,30,500,3,0.068157,0.068139,0.068159,0.000293,0.000293,stable,stable,1,0.100665
+ntt12_u32-batch1,v0.7-resident-radix4,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,1,1073479681,30,30,500,3,0.013101,0.013101,0.013103,0.000153,0.000153,stable,below-timing-floor,1,0.523700
+ntt12_u32-batch16,v0.6-hybrid2d-radix2,1,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,16,1073479681,30,30,500,3,0.008479,0.008475,0.008489,0.001651,0.001651,stable,below-timing-floor,1,1.000000
+ntt12_u32-batch16,v0.6-hybrid2d-radix4,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,16,1073479681,30,30,500,3,0.008897,0.007641,0.008911,0.142745,0.142745,unstable,below-timing-floor,1,0.953018
+ntt12_u32-batch16,v0.7-pipeline-radix2,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,16,1073479681,30,30,500,3,0.068176,0.068172,0.068182,0.000147,0.000147,stable,stable,1,0.124369
+ntt12_u32-batch16,v0.7-resident-radix4,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,16,1073479681,30,30,500,3,0.013482,0.013478,0.015747,0.168298,0.168298,unstable,below-timing-floor,1,0.628913
+ntt12_u32-batch160,v0.6-hybrid2d-radix2,1,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,160,1073479681,30,30,500,3,0.030843,0.030843,0.030849,0.000195,0.000195,stable,stable,1,1.000000
+ntt12_u32-batch160,v0.6-hybrid2d-radix4,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,160,1073479681,30,30,500,3,0.027066,0.027052,0.027068,0.000591,0.000591,stable,stable,1,1.139548
+ntt12_u32-batch160,v0.7-pipeline-radix2,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,160,1073479681,30,30,500,3,0.090034,0.076937,0.090036,0.145489,0.145489,unstable,unstable,1,0.342571
+ntt12_u32-batch160,v0.7-resident-radix4,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,160,1073479681,30,30,500,3,0.023699,0.023687,0.023710,0.000971,0.000971,stable,stable,1,1.301447
+ntt12_u32-batch256,v0.6-hybrid2d-radix2,1,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,256,1073479681,30,30,500,3,0.048214,0.048196,0.055167,0.144585,0.144585,unstable,unstable,1,1.000000
+ntt12_u32-batch256,v0.6-hybrid2d-radix4,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,256,1073479681,30,30,500,3,0.045158,0.043002,0.049070,0.134373,0.134373,unstable,unstable,1,1.067674
+ntt12_u32-batch256,v0.7-pipeline-radix2,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,256,1073479681,30,30,500,3,0.124750,0.124709,0.143450,0.150228,0.150228,unstable,unstable,1,0.386485
+ntt12_u32-batch256,v0.7-resident-radix4,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,256,1073479681,30,30,500,3,0.050289,0.050006,0.052591,0.051403,0.051403,unstable,unstable,1,0.958738
+ntt12_u32-batch512,v0.6-hybrid2d-radix2,1,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,512,1073479681,30,30,500,3,0.085262,0.085242,0.098038,0.150079,0.150079,unstable,unstable,1,1.000000
+ntt12_u32-batch512,v0.6-hybrid2d-radix4,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,512,1073479681,30,30,500,3,0.074924,0.074902,0.085217,0.137673,0.137673,unstable,unstable,1,1.137980
+ntt12_u32-batch512,v0.7-pipeline-radix2,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,512,1073479681,30,30,500,3,0.224899,0.224711,0.227508,0.012437,0.012437,stable,stable,1,0.379112
+ntt12_u32-batch512,v0.7-resident-radix4,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,512,1073479681,30,30,500,3,0.085965,0.085901,0.099580,0.159123,0.159123,unstable,unstable,1,0.991822
+ntt12_u32-batch80,v0.6-hybrid2d-radix2,1,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,80,1073479681,30,30,500,3,0.017930,0.017922,0.020967,0.169827,0.169827,unstable,below-timing-floor,1,1.000000
+ntt12_u32-batch80,v0.6-hybrid2d-radix4,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,80,1073479681,30,30,500,3,0.016087,0.016073,0.016112,0.002424,0.002424,stable,below-timing-floor,1,1.114565
+ntt12_u32-batch80,v0.7-pipeline-radix2,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,80,1073479681,30,30,500,3,0.068352,0.068352,0.068360,0.000117,0.000117,stable,stable,1,0.262319
+ntt12_u32-batch80,v0.7-resident-radix4,0,ntt,ntt,uint32,forward,none,out-of-place,natural,12,4096,80,1073479681,30,30,500,3,0.015268,0.015256,0.017811,0.167343,0.167343,unstable,below-timing-floor,1,1.174352
+ntt12_u64-batch1,v0.6-hybrid2d-radix2,1,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,1,1152921504606584833,60,30,500,3,0.008143,0.007684,0.008516,0.102174,0.102174,unstable,below-timing-floor,1,1.000000
+ntt12_u64-batch1,v0.6-hybrid2d-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,1,1152921504606584833,60,30,500,3,0.007692,0.007684,0.007707,0.002990,0.002990,stable,below-timing-floor,1,1.058632
+ntt12_u64-batch1,v0.7-pipeline-radix2,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,1,1152921504606584833,60,30,500,3,0.096545,0.096496,0.096553,0.000590,0.000590,stable,stable,1,0.084344
+ntt12_u64-batch1,v0.7-resident-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,1,1152921504606584833,60,30,500,3,0.019569,0.019503,0.022870,0.172058,0.172058,unstable,below-timing-floor,1,0.416117
+ntt12_u64-batch16,v0.6-hybrid2d-radix2,1,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,16,1152921504606584833,60,30,500,3,0.009511,0.009497,0.009515,0.001893,0.001893,stable,below-timing-floor,1,1.000000
+ntt12_u64-batch16,v0.6-hybrid2d-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,16,1152921504606584833,60,30,500,3,0.009107,0.009105,0.010568,0.160646,0.160646,unstable,below-timing-floor,1,1.044361
+ntt12_u64-batch16,v0.7-pipeline-radix2,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,16,1152921504606584833,60,30,500,3,0.097083,0.097065,0.097102,0.000381,0.000381,stable,stable,1,0.097968
+ntt12_u64-batch16,v0.7-resident-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,16,1152921504606584833,60,30,500,3,0.019683,0.019677,0.023036,0.170655,0.170655,unstable,below-timing-floor,1,0.483209
+ntt12_u64-batch160,v0.6-hybrid2d-radix2,1,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,160,1152921504606584833,60,30,500,3,0.046918,0.046821,0.047053,0.004945,0.004945,stable,stable,1,1.000000
+ntt12_u64-batch160,v0.6-hybrid2d-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,160,1152921504606584833,60,30,500,3,0.047061,0.046815,0.052077,0.111812,0.111812,unstable,unstable,1,0.996961
+ntt12_u64-batch160,v0.7-pipeline-radix2,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,160,1152921504606584833,60,30,500,3,0.137511,0.136790,0.137601,0.005898,0.005898,stable,stable,1,0.341195
+ntt12_u64-batch160,v0.7-resident-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,160,1152921504606584833,60,30,500,3,0.049011,0.048878,0.054725,0.119300,0.119300,unstable,unstable,1,0.957295
+ntt12_u64-batch256,v0.6-hybrid2d-radix2,1,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,256,1152921504606584833,60,30,500,3,0.069079,0.069073,0.069087,0.000203,0.000203,stable,stable,1,1.000000
+ntt12_u64-batch256,v0.6-hybrid2d-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,256,1152921504606584833,60,30,500,3,0.068846,0.068835,0.068856,0.000305,0.000305,stable,stable,1,1.003384
+ntt12_u64-batch256,v0.7-pipeline-radix2,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,256,1152921504606584833,60,30,500,3,0.256842,0.256723,0.256881,0.000615,0.000615,stable,stable,1,0.268955
+ntt12_u64-batch256,v0.7-resident-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,256,1152921504606584833,60,30,500,3,0.119343,0.119327,0.119665,0.002832,0.002832,stable,stable,1,0.578827
+ntt12_u64-batch512,v0.6-hybrid2d-radix2,1,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,512,1152921504606584833,60,30,500,3,0.126892,0.126577,0.132907,0.049885,0.049885,unstable,unstable,1,1.000000
+ntt12_u64-batch512,v0.6-hybrid2d-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,512,1152921504606584833,60,30,500,3,0.125809,0.125776,0.140681,0.118473,0.118473,unstable,unstable,1,1.008608
+ntt12_u64-batch512,v0.7-pipeline-radix2,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,512,1152921504606584833,60,30,500,3,0.512705,0.512645,0.512985,0.000663,0.000663,stable,stable,1,0.247495
+ntt12_u64-batch512,v0.7-resident-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,512,1152921504606584833,60,30,500,3,0.177195,0.170301,0.182440,0.068506,0.068506,unstable,unstable,1,0.716115
+ntt12_u64-batch80,v0.6-hybrid2d-radix2,1,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,80,1152921504606584833,60,30,500,3,0.025397,0.025309,0.028725,0.134504,0.134504,unstable,unstable,1,1.000000
+ntt12_u64-batch80,v0.6-hybrid2d-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,80,1152921504606584833,60,30,500,3,0.024224,0.024205,0.027386,0.131316,0.131316,unstable,unstable,1,1.048423
+ntt12_u64-batch80,v0.7-pipeline-radix2,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,80,1152921504606584833,60,30,500,3,0.101263,0.101190,0.101265,0.000741,0.000741,stable,stable,1,0.250802
+ntt12_u64-batch80,v0.7-resident-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,12,4096,80,1152921504606584833,60,30,500,3,0.023560,0.023552,0.024222,0.028438,0.028438,stable,stable,1,1.077971
diff --git a/results/v100_three_way_v07_r4_final.md b/results/v100_three_way_v07_r4_final.md
new file mode 100644
index 0000000..01f8d76
--- /dev/null
+++ b/results/v100_three_way_v07_r4_final.md
@@ -0,0 +1,54 @@
+# V100 Three-Way Library Comparison
+
+All local rows use 1000 warmups, 100 repetitions, five randomized process trials, and correctness checks.
+GPU-NTT rows are imported from the archived matching-protocol run on the same V100; they were not interleaved with this refresh.
+Ratios above one mean the searched cuButterfly/cuNTT configuration has higher throughput.
+
+| Operator | Numeric | logN | Batch | High-performance library | Library ms | Base ms | Searched ms | Search/base | Search/library | Result | Stability |
+|:--|:--|--:|--:|:--|--:|--:|--:|--:|--:|:--|:--|
+| fft | fp32 | 8 | 16,384 | cuFFT | 0.083794 | 0.112138 | 0.084306 | 1.330x | 0.994x | parity | stable / stable-with-outlier / stable |
+| fft | fp32 | 14 | 256 | cuFFT | 0.124426 | 0.722483 | 0.122358 | 5.905x | 1.017x | parity | stable / stable / stable |
+| fft | fp32 | 18 | 16 | cuFFT | 0.213156 | 0.510863 | 0.196731 | 2.597x | 1.083x | faster | stable / stable / stable |
+| fft | fp32 | 20 | 4 | cuFFT | 0.213975 | 0.768051 | 0.217283 | 3.535x | 0.985x | parity | stable / stable / stable |
+| fwht | fp32 | 8 | 65,536 | Dao-AILab-FHT | 0.165396 | 0.187965 | 0.165151 | 1.138x | 1.001x | parity | stable / stable / stable |
+| fwht | fp32 | 15 | 256 | Dao-AILab-FHT | 0.117432 | 0.703703 | 0.108636 | 6.478x | 1.081x | faster | stable / stable / stable-with-outlier |
+| fwht | fp32 | 15 | 512 | Dao-AILab-FHT | 0.210289 | 1.387151 | 0.195328 | 7.102x | 1.077x | faster | stable / stable / stable |
+| ntt | uint64 | 16 | 4 | GPU-NTT-Merge-natural | 0.032881 | 0.031570 | 0.029420 | 1.073x | 1.118x | faster | stable-with-outlier / stable / stable |
+| ntt | uint64 | 16 | 64 | GPU-NTT-Merge-natural | 0.386632 | 0.301302 | 0.274883 | 1.096x | 1.407x | faster | stable / stable / stable |
+| ntt | uint64 | 16 | 256 | GPU-NTT-Merge-natural | 1.522080 | 1.163162 | 1.054403 | 1.103x | 1.444x | faster | stable / stable / stable |
+
+## Aggregate
+
+| Operator | Shapes | Search/base geomean | Search/library geomean | Faster | Parity | Slower |
+|:--|--:|--:|--:|--:|--:|--:|
+| fft | 4 | 2.914x | 1.019x | 1 | 3 | 0 |
+| fwht | 3 | 3.741x | 1.052x | 2 | 1 | 0 |
+| ntt | 3 | 1.091x | 1.314x | 3 | 0 | 0 |
+
+## Extended Internal Coverage
+
+These full-protocol adaptive shapes quantify search gain where no exact external-library row is joined.
+They are not external superiority claims.
+
+| Operator | Numeric | Accumulation | Shapes | Search/base geomean | Median | Maximum |
+|:--|:--|:--|--:|--:|--:|--:|
+| fft | bf16 | fp32 | 4 | 1.000x | 1.000x | 1.000x |
+| fft | bf16 | native | 9 | 1.025x | 1.000x | 1.123x |
+| fft | fp16 | fp32 | 7 | 1.085x | 1.116x | 1.136x |
+| fft | fp16 | native | 8 | 1.124x | 1.133x | 1.180x |
+| fft | fp32 | native | 8 | 1.097x | 1.091x | 1.150x |
+| fft | fp64 | native | 5 | 1.110x | 1.131x | 1.146x |
+| fwht | bf16 | fp32 | 6 | 1.083x | 1.059x | 1.285x |
+| fwht | bf16 | native | 7 | 1.052x | 1.044x | 1.121x |
+| fwht | fp16 | fp32 | 4 | 1.148x | 1.138x | 1.208x |
+| fwht | fp16 | native | 5 | 1.080x | 1.090x | 1.113x |
+| fwht | fp32 | native | 7 | 1.089x | 1.089x | 1.143x |
+| fwht | fp64 | native | 4 | 1.106x | 1.108x | 1.194x |
+| ntt | uint64 | native | 2 | 1.088x | 1.088x | 1.089x |
+| structured-2x2 | bf16 | fp32 | 5 | 1.135x | 1.123x | 1.217x |
+| structured-2x2 | bf16 | native | 2 | 1.000x | 1.000x | 1.000x |
+| structured-2x2 | fp16 | fp32 | 2 | 1.137x | 1.140x | 1.229x |
+| structured-2x2 | fp16 | native | 3 | 1.161x | 1.139x | 1.212x |
+| structured-2x2 | fp32 | native | 2 | 1.037x | 1.037x | 1.047x |
+| structured-2x2 | fp64 | native | 7 | 1.097x | 1.057x | 1.292x |
+| subset-zeta | uint32 | native | 2 | 1.139x | 1.139x | 1.168x |
diff --git a/results/v100_three_way_v07_r4_final_comparison.csv b/results/v100_three_way_v07_r4_final_comparison.csv
new file mode 100644
index 0000000..4293c97
--- /dev/null
+++ b/results/v100_three_way_v07_r4_final_comparison.csv
@@ -0,0 +1,11 @@
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diff --git a/results/v100_three_way_v07_r4_final_internal.csv b/results/v100_three_way_v07_r4_final_internal.csv
new file mode 100644
index 0000000..77c3c5c
--- /dev/null
+++ b/results/v100_three_way_v07_r4_final_internal.csv
@@ -0,0 +1,100 @@
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diff --git a/results/v100_three_way_v07_r4_final_metrics.json b/results/v100_three_way_v07_r4_final_metrics.json
new file mode 100644
index 0000000..6058c3e
--- /dev/null
+++ b/results/v100_three_way_v07_r4_final_metrics.json
@@ -0,0 +1,31 @@
+{
+  "shapes": 10,
+  "by_operator": {
+    "fft": {
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+      "geomean_searched_vs_library": 1.01905779240333,
+      "geomean_searched_vs_base": 2.9138781456709193,
+      "faster": 1,
+      "parity": 3,
+      "slower": 0
+    },
+    "fwht": {
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+      "geomean_searched_vs_library": 1.052372552970165,
+      "geomean_searched_vs_base": 3.741021617802193,
+      "faster": 2,
+      "parity": 1,
+      "slower": 0
+    },
+    "ntt": {
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+      "geomean_searched_vs_library": 1.3140978450179512,
+      "geomean_searched_vs_base": 1.090703080049035,
+      "faster": 3,
+      "parity": 0,
+      "slower": 0
+    }
+  },
+  "overall_geomean_searched_vs_library": 1.110500326142667,
+  "overall_geomean_searched_vs_base": 2.3388242152331453
+}
diff --git a/results/v100_three_way_v07_r4_final_raw.csv b/results/v100_three_way_v07_r4_final_raw.csv
new file mode 100644
index 0000000..4afeed3
--- /dev/null
+++ b/results/v100_three_way_v07_r4_final_raw.csv
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diff --git a/results/v100_three_way_v07_r4_final_summary.csv b/results/v100_three_way_v07_r4_final_summary.csv
new file mode 100644
index 0000000..8d85a9d
--- /dev/null
+++ b/results/v100_three_way_v07_r4_final_summary.csv
@@ -0,0 +1,28 @@
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+ntt16-batch64,cuNTT-searched-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,16,65536,64,576460756061519873,60,1000,100,5,0.274883,0.273592,0.275702,0.007676,0.007490,stable,stable,1,1.096110
diff --git a/results/v100_three_way_v07_refresh.md b/results/v100_three_way_v07_refresh.md
new file mode 100644
index 0000000..d156695
--- /dev/null
+++ b/results/v100_three_way_v07_refresh.md
@@ -0,0 +1,54 @@
+# V100 Three-Way Library Comparison
+
+All local rows use 1000 warmups, 100 repetitions, five randomized process trials, and correctness checks.
+GPU-NTT rows are imported from the archived matching-protocol run on the same V100; they were not interleaved with this refresh.
+Ratios above one mean the searched cuButterfly/cuNTT configuration has higher throughput.
+
+| Operator | Numeric | logN | Batch | High-performance library | Library ms | Base ms | Searched ms | Search/base | Search/library | Result | Stability |
+|:--|:--|--:|--:|:--|--:|--:|--:|--:|--:|:--|:--|
+| fft | fp32 | 8 | 16,384 | cuFFT | 0.083814 | 0.112159 | 0.084244 | 1.331x | 0.995x | parity | stable / stable / stable |
+| fft | fp32 | 14 | 256 | cuFFT | 0.124518 | 0.722432 | 0.122470 | 5.899x | 1.017x | parity | stable-with-outlier / stable / stable |
+| fft | fp32 | 18 | 16 | cuFFT | 0.213402 | 0.510546 | 0.196721 | 2.595x | 1.085x | faster | stable / stable / stable |
+| fft | fp32 | 20 | 4 | cuFFT | 0.214200 | 0.767498 | 0.217283 | 3.532x | 0.986x | parity | stable / stable / stable |
+| fwht | fp32 | 8 | 65,536 | Dao-AILab-FHT | 0.165376 | 0.188211 | 0.165151 | 1.140x | 1.001x | parity | stable / stable / stable |
+| fwht | fp32 | 15 | 256 | Dao-AILab-FHT | 0.117985 | 0.703836 | 0.133100 | 5.288x | 0.886x | slower | unstable / stable / stable |
+| fwht | fp32 | 15 | 512 | Dao-AILab-FHT | 0.210401 | 1.387203 | 0.242688 | 5.716x | 0.867x | slower | stable / stable / stable |
+| ntt | uint64 | 16 | 4 | GPU-NTT-Merge-natural | 0.032881 | 0.031498 | 0.029409 | 1.071x | 1.118x | faster | stable-with-outlier / stable / stable |
+| ntt | uint64 | 16 | 64 | GPU-NTT-Merge-natural | 0.386632 | 0.299162 | 0.275374 | 1.086x | 1.404x | faster | stable / stable / stable |
+| ntt | uint64 | 16 | 256 | GPU-NTT-Merge-natural | 1.522080 | 1.163397 | 1.058652 | 1.099x | 1.438x | faster | stable / stable / stable |
+
+## Aggregate
+
+| Operator | Shapes | Search/base geomean | Search/library geomean | Faster | Parity | Slower |
+|:--|--:|--:|--:|--:|--:|--:|
+| fft | 4 | 2.913x | 1.020x | 1 | 3 | 0 |
+| fwht | 3 | 3.254x | 0.916x | 0 | 1 | 2 |
+| ntt | 3 | 1.085x | 1.312x | 3 | 0 | 0 |
+
+## Extended Internal Coverage
+
+These full-protocol adaptive shapes quantify search gain where no exact external-library row is joined.
+They are not external superiority claims.
+
+| Operator | Numeric | Accumulation | Shapes | Search/base geomean | Median | Maximum |
+|:--|:--|:--|--:|--:|--:|--:|
+| fft | bf16 | fp32 | 4 | 1.000x | 1.000x | 1.000x |
+| fft | bf16 | native | 9 | 1.025x | 1.000x | 1.123x |
+| fft | fp16 | fp32 | 7 | 1.085x | 1.116x | 1.136x |
+| fft | fp16 | native | 8 | 1.124x | 1.133x | 1.180x |
+| fft | fp32 | native | 8 | 1.097x | 1.091x | 1.150x |
+| fft | fp64 | native | 5 | 1.110x | 1.131x | 1.146x |
+| fwht | bf16 | fp32 | 6 | 1.083x | 1.059x | 1.285x |
+| fwht | bf16 | native | 7 | 1.052x | 1.044x | 1.121x |
+| fwht | fp16 | fp32 | 4 | 1.148x | 1.138x | 1.208x |
+| fwht | fp16 | native | 5 | 1.080x | 1.090x | 1.113x |
+| fwht | fp32 | native | 7 | 1.089x | 1.089x | 1.143x |
+| fwht | fp64 | native | 4 | 1.106x | 1.108x | 1.194x |
+| ntt | uint64 | native | 2 | 1.088x | 1.088x | 1.089x |
+| structured-2x2 | bf16 | fp32 | 5 | 1.135x | 1.123x | 1.217x |
+| structured-2x2 | bf16 | native | 2 | 1.000x | 1.000x | 1.000x |
+| structured-2x2 | fp16 | fp32 | 2 | 1.137x | 1.140x | 1.229x |
+| structured-2x2 | fp16 | native | 3 | 1.161x | 1.139x | 1.212x |
+| structured-2x2 | fp32 | native | 2 | 1.037x | 1.037x | 1.047x |
+| structured-2x2 | fp64 | native | 7 | 1.097x | 1.057x | 1.292x |
+| subset-zeta | uint32 | native | 2 | 1.139x | 1.139x | 1.168x |
diff --git a/results/v100_three_way_v07_refresh_comparison.csv b/results/v100_three_way_v07_refresh_comparison.csv
new file mode 100644
index 0000000..5855d89
--- /dev/null
+++ b/results/v100_three_way_v07_refresh_comparison.csv
@@ -0,0 +1,11 @@
+group,operator,precision,logN,N,batch,output_order,library,library_ms,base,base_ms,searched,searched_ms,searched_speedup_vs_base,searched_throughput_vs_library,searched_class_vs_library,library_stability,base_stability,searched_stability,library_evidence_source
+fft8-batch16384,fft,fp32,8,256,16384,natural,cuFFT,0.083814,cuButterfly-base-radix2,0.112159,cuButterfly-searched-cuFFTDx,0.084244,1.3313589098333412,0.9948957789278762,parity,stable,stable,stable,current-randomized-full-protocol
+fft14-batch256,fft,fp32,14,16384,256,natural,cuFFT,0.124518,cuButterfly-base-radix2,0.722432,cuButterfly-searched-cuFFTDx-direct,0.12247,5.898848697640238,1.0167224626439129,parity,stable-with-outlier,stable,stable,current-randomized-full-protocol
+fft18-batch16,fft,fp32,18,262144,16,natural,cuFFT,0.213402,cuButterfly-base-radix2,0.510546,cuButterfly-searched-auto,0.196721,2.5952796091927146,1.0847952175924278,faster,stable,stable,stable,current-randomized-full-protocol
+fft20-batch4,fft,fp32,20,1048576,4,natural,cuFFT,0.2142,cuButterfly-base-radix2,0.767498,cuButterfly-searched-auto,0.217283,3.5322505672325955,0.9858111311055168,parity,stable,stable,stable,current-randomized-full-protocol
+fwht8-batch65536,fwht,fp32,8,256,65536,natural,Dao-AILab-FHT,0.165376,cuButterfly-base-radix2,0.188211,cuButterfly-searched-warp-register,0.165151,1.1396297933406399,1.0013623895707564,parity,stable,stable,stable,current-randomized-full-protocol
+fwht15-batch256,fwht,fp32,15,32768,256,natural,Dao-AILab-FHT,0.117985,cuButterfly-base-radix2,0.703836,cuButterfly-searched-warp-register,0.1331,5.288024042073629,0.8864387678437265,slower,unstable,stable,stable,current-randomized-full-protocol
+fwht15-batch512,fwht,fp32,15,32768,512,natural,Dao-AILab-FHT,0.210401,cuButterfly-base-radix2,1.387203,cuButterfly-searched-warp-register,0.242688,5.715993374208861,0.8669608715717301,slower,stable,stable,stable,current-randomized-full-protocol
+ntt16-batch4,ntt,uint64,16,65536,4,natural,GPU-NTT-Merge-natural,0.032881,cuNTT-base-radix2,0.031498,cuNTT-searched-radix4,0.029409,1.0710326770716447,1.11805909755517,faster,stable-with-outlier,stable,stable,archived-matching-protocol
+ntt16-batch64,ntt,uint64,16,65536,64,natural,GPU-NTT-Merge-natural,0.386632,cuNTT-base-radix2,0.299162,cuNTT-searched-radix4,0.275374,1.0863843354855578,1.404025071357499,faster,stable,stable,stable,archived-matching-protocol
+ntt16-batch256,ntt,uint64,16,65536,256,natural,GPU-NTT-Merge-natural,1.52208,cuNTT-base-radix2,1.163397,cuNTT-searched-radix4,1.058652,1.0989418619149636,1.4377529159723876,faster,stable,stable,stable,archived-matching-protocol
diff --git a/results/v100_three_way_v07_refresh_internal.csv b/results/v100_three_way_v07_refresh_internal.csv
new file mode 100644
index 0000000..77c3c5c
--- /dev/null
+++ b/results/v100_three_way_v07_refresh_internal.csv
@@ -0,0 +1,100 @@
+operator,precision,accumulation,logN,batch,base_mapping,base_ms,searched_mapping,searched_ms,searched_speedup_vs_base
+fft,bf16,fp32,8,1,temporal-r2-t128,0.004792,temporal-r2-t128,0.004792,1.0
+fft,bf16,fp32,8,1281,temporal-r2-t128,0.018012,temporal-r2-t128,0.018012,1.0
+fft,bf16,fp32,15,6,online-r2-t256,0.035768,online-r2-t256,0.035768,1.0
+fft,bf16,fp32,15,7,online-r2-t256,0.04009,online-r2-t256,0.04009,1.0
+fft,bf16,native,8,801,temporal-r2-t128,0.018053,temporal-r2-t128,0.018053,1.0
+fft,bf16,native,8,1280,temporal-r2-t128,0.024873,temporal-r2-t128,0.024873,1.0
+fft,bf16,native,8,1281,temporal-r2-t128,0.025682,temporal-r2-t128,0.025682,1.0
+fft,bf16,native,15,1,online-r2-t256,0.014828,online-r2-t256,0.014828,1.0
+fft,bf16,native,15,5,online-r2-t256,0.03839,online-r2-t256,0.03839,1.0
+fft,bf16,native,15,8,online-r2-t256,0.056433,online-r2-t256,0.056433,1.0
+fft,bf16,native,15,9,online-r2-t256,0.062413,online-r2-t256,0.062413,1.0
+fft,bf16,native,20,1,online-r2-t256,0.240148,online-r4-t256,0.213811,1.1231788822838862
+fft,bf16,native,20,2,online-r2-t256,0.444078,online-r4-t256,0.39765,1.1167559411542813
+fft,fp16,fp32,8,1,temporal-r2-t128,0.003932,temporal-r4-t128,0.003492,1.1260022909507446
+fft,fp16,fp32,8,799,temporal-r2-t128,0.006369,temporal-r4-t128,0.006216,1.0246138996138996
+fft,fp16,fp32,8,800,temporal-r2-t128,0.006369,temporal-r4-t128,0.006216,1.0246138996138996
+fft,fp16,fp32,15,1,online-r2-t256,0.01193,online-r4-t256,0.011336,1.0523994354269584
+fft,fp16,fp32,15,7,online-r2-t256,0.034099,hier-r4-t256,0.030484,1.118586799632594
+fft,fp16,fp32,20,1,online-r2-t256,0.146248,online-r4-t256,0.128686,1.1364717218656264
+fft,fp16,fp32,20,2,online-r2-t256,0.268216,online-r4-t256,0.240241,1.1164455692408872
+fft,fp16,native,8,799,temporal-r2-t128,0.005437,temporal-r4-t128,0.00471,1.1543524416135882
+fft,fp16,native,8,800,temporal-r2-t128,0.005448,temporal-r4-t128,0.00471,1.156687898089172
+fft,fp16,native,8,801,temporal-r2-t128,0.005448,temporal-r4-t128,0.004721,1.153992798135988
+fft,fp16,native,8,1280,temporal-r2-t128,0.006656,temporal-r4-t128,0.005642,1.1797235023041472
+fft,fp16,native,15,1,online-r2-t256,0.011254,online-r4-t256,0.010117,1.112385094395572
+fft,fp16,native,15,4,online-r2-t256,0.021309,online-r4-t256,0.020152,1.057413656212783
+fft,fp16,native,15,5,online-r2-t256,0.024893,online-r4-t256,0.022927,1.0857504252627905
+fft,fp16,native,15,6,online-r2-t256,0.029051,online-r4-t256,0.026491,1.096636593560077
+fft,fp32,native,8,1279,temporal-r2-t128,0.010803,temporal-r4-t128,0.0094,1.149255319148936
+fft,fp32,native,8,1280,temporal-r2-t128,0.010803,temporal-r4-t128,0.00939,1.150479233226837
+fft,fp32,native,8,1281,temporal-r2-t128,0.011131,temporal-r4-t128,0.009687,1.149065758232683
+fft,fp32,native,15,6,online-r2-t256,0.030863,online-r4-t256,0.029399,1.049797612163679
+fft,fp32,native,15,7,online-r2-t256,0.034683,online-r4-t256,0.032686,1.0610964939117664
+fft,fp32,native,15,8,online-r2-t256,0.039219,online-r4-t256,0.037335,1.0504620329449577
+fft,fp32,native,15,9,online-r2-t256,0.043653,online-r4-t256,0.041564,1.050259840246367
+fft,fp32,native,20,1,online-r2-t256,0.185272,online-r4-t256,0.165386,1.1202399235727327
+fft,fp64,native,8,1,temporal-r2-t128,0.004209,temporal-r4-t128,0.003768,1.1170382165605095
+fft,fp64,native,8,719,temporal-r2-t128,0.010742,temporal-r4-t128,0.00937,1.1464247598719317
+fft,fp64,native,8,720,temporal-r2-t128,0.010711,temporal-r4-t128,0.009431,1.1357226169017072
+fft,fp64,native,8,959,temporal-r2-t128,0.017377,temporal-r4-t128,0.016968,1.024104196133899
+fft,fp64,native,20,2,online-r2-t256,0.588216,online-r4-t256,0.520192,1.1307671013779528
+fwht,bf16,fp32,8,1,temporal-r2-t128,0.003113,temporal-r4-t128,0.002939,1.0592038108200066
+fwht,bf16,fp32,8,959,temporal-r2-t128,0.007035,temporal-r4-t128,0.006748,1.0425311203319503
+fwht,bf16,fp32,8,1280,temporal-r2-t128,0.00852,temporal-r4-t128,0.008049,1.0585165859112933
+fwht,bf16,fp32,8,1281,temporal-r2-t128,0.008694,temporal-r4-t128,0.0081,1.0733333333333335
+fwht,bf16,fp32,15,1,online-r2-t256,0.009114,online-r2-t256,0.009114,1.0
+fwht,bf16,fp32,20,1,online-r2-t256,0.107663,hier-r4-t256,0.083804,1.2847000143191254
+fwht,bf16,native,8,1,temporal-r2-t128,0.003103,temporal-r4-t128,0.002929,1.0594059405940592
+fwht,bf16,native,8,959,temporal-r2-t128,0.007035,temporal-r4-t128,0.006738,1.0440783615316116
+fwht,bf16,native,8,960,temporal-r2-t128,0.007035,temporal-r4-t128,0.006738,1.0440783615316116
+fwht,bf16,native,8,1281,temporal-r2-t128,0.008724,temporal-r4-t128,0.00809,1.0783683559950556
+fwht,bf16,native,15,1,online-r2-t256,0.009114,online-r2-t256,0.009114,1.0
+fwht,bf16,native,15,9,online-r2-t256,0.030761,hier-r4-t256,0.030136,1.020739315104858
+fwht,bf16,native,20,2,online-r2-t256,0.198185,hier-r4-t256,0.176722,1.1214506399882302
+fwht,fp16,fp32,8,960,temporal-r2-t128,0.004844,temporal-r4-t128,0.004332,1.1181902123730378
+fwht,fp16,fp32,15,8,online-r2-t256,0.026737,hier-r4-t256,0.024105,1.1091889649450322
+fwht,fp16,fp32,15,9,online-r2-t256,0.029276,hier-r4-t256,0.025272,1.1584362139917697
+fwht,fp16,fp32,20,2,online-r2-t256,0.173701,hier-r4-t256,0.143759,1.208279133828143
+fwht,fp16,native,8,1,temporal-r2-t128,0.002724,temporal-r4-t128,0.002499,1.0900360144057624
+fwht,fp16,native,8,959,temporal-r2-t128,0.004536,temporal-r4-t128,0.004086,1.1101321585903083
+fwht,fp16,native,8,960,temporal-r2-t128,0.004536,temporal-r4-t128,0.004076,1.112855740922473
+fwht,fp16,native,15,1,online-r2-t256,0.008294,online-r4-t256,0.007823,1.0602070816822189
+fwht,fp16,native,15,6,online-r2-t256,0.021125,online-r4-t256,0.020562,1.0273806049995138
+fwht,fp32,native,8,1,temporal-r2-t128,0.002744,temporal-r4-t128,0.002519,1.0893211591901548
+fwht,fp32,native,8,959,temporal-r2-t128,0.004813,temporal-r4-t128,0.004229,1.1380941120832346
+fwht,fp32,native,8,960,temporal-r2-t128,0.004813,temporal-r4-t128,0.004229,1.1380941120832346
+fwht,fp32,native,8,1281,temporal-r2-t128,0.005499,temporal-r4-t128,0.004813,1.1425306461666322
+fwht,fp32,native,15,1,online-r2-t256,0.008223,online-r4-t256,0.007711,1.0663986512773957
+fwht,fp32,native,20,1,online-r2-t256,0.093194,online-r4-t256,0.090143,1.0338462221137525
+fwht,fp32,native,20,2,online-r2-t256,0.170598,online-r4-t256,0.167291,1.0197679492620644
+fwht,fp64,native,8,1279,temporal-r2-t128,0.007629,temporal-r4-t128,0.006431,1.1862851811537864
+fwht,fp64,native,8,1281,temporal-r2-t128,0.0077,temporal-r4-t128,0.006451,1.193613393272361
+fwht,fp64,native,15,6,online-r2-t256,0.021432,online-r4-t256,0.02091,1.024964131994261
+fwht,fp64,native,15,7,online-r2-t256,0.023931,online-r4-t256,0.023245,1.0295117229511723
+ntt,uint64,native,15,320,ntt-hybrid-r2-t256,0.681789,ntt-hybrid-r4-t256,0.625838,1.0894017301602013
+ntt,uint64,native,15,321,ntt-hybrid-r2-t256,0.683633,ntt-hybrid-r4-t256,0.628941,1.0869588721358603
+structured-2x2,bf16,fp32,8,1,temporal-r2-t128,0.00343,temporal-r4-t128,0.003215,1.0668740279937792
+structured-2x2,bf16,fp32,8,961,temporal-r2-t128,0.008243,temporal-r4-t128,0.007342,1.1227186052846636
+structured-2x2,bf16,fp32,8,1280,temporal-r2-t128,0.009728,temporal-r4-t128,0.008673,1.121641877089819
+structured-2x2,bf16,fp32,15,9,online-r2-t256,0.03626,hier-r4-t256,0.031539,1.149687688258981
+structured-2x2,bf16,fp32,20,2,online-r2-t256,0.220652,hier-r4-t256,0.18132,1.216920361791308
+structured-2x2,bf16,native,8,959,temporal-r2-t128,0.01366,temporal-r2-t128,0.01366,1.0
+structured-2x2,bf16,native,15,9,online-r2-t256,0.045578,online-r2-t256,0.045578,1.0
+structured-2x2,fp16,fp32,8,960,temporal-r2-t128,0.005929,temporal-r4-t128,0.004823,1.2293178519593615
+structured-2x2,fp16,fp32,15,1,online-r2-t256,0.009523,online-r4-t256,0.009062,1.0508717722357095
+structured-2x2,fp16,native,8,1,temporal-r2-t128,0.003123,temporal-r4-t128,0.002755,1.1335753176043557
+structured-2x2,fp16,native,15,7,online-r2-t256,0.026778,hier-r4-t256,0.023511,1.13895623325252
+structured-2x2,fp16,native,15,8,online-r2-t256,0.029256,hier-r4-t256,0.024136,1.2121312562147828
+structured-2x2,fp32,native,20,1,online-r2-t256,0.100352,online-r4-t256,0.095857,1.046892767351367
+structured-2x2,fp32,native,20,2,online-r2-t256,0.178954,online-r4-t256,0.17408,1.0279986213235293
+structured-2x2,fp64,native,8,801,temporal-r2-t128,0.007711,temporal-r4-t128,0.00597,1.2916247906197655
+structured-2x2,fp64,native,15,4,online-r2-t256,0.019692,online-r4-t256,0.018657,1.055475156777617
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diff --git a/results/v100_three_way_v07_refresh_metrics.json b/results/v100_three_way_v07_refresh_metrics.json
new file mode 100644
index 0000000..e5c6d56
--- /dev/null
+++ b/results/v100_three_way_v07_refresh_metrics.json
@@ -0,0 +1,31 @@
+{
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+  "by_operator": {
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+      "geomean_searched_vs_base": 3.2537409816773133,
+      "faster": 0,
+      "parity": 1,
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+      "geomean_searched_vs_base": 1.0853929036677707,
+      "faster": 3,
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+  },
+  "overall_geomean_searched_vs_library": 1.0650953484640957,
+  "overall_geomean_searched_vs_base": 2.2393438943075563
+}
diff --git a/results/v100_three_way_v07_refresh_raw.csv b/results/v100_three_way_v07_refresh_raw.csv
new file mode 100644
index 0000000..4c46357
--- /dev/null
+++ b/results/v100_three_way_v07_refresh_raw.csv
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diff --git a/results/v100_three_way_v07_refresh_summary.csv b/results/v100_three_way_v07_refresh_summary.csv
new file mode 100644
index 0000000..d97adb6
--- /dev/null
+++ b/results/v100_three_way_v07_refresh_summary.csv
@@ -0,0 +1,28 @@
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+fft8-batch16384,cuButterfly-searched-cuFFTDx,0,butterfly,fft,fp32,forward,none,in-place,natural,8,256,16384,,,1000,100,5,0.084244,0.084183,0.084285,0.001211,0.000855,stable,stable,1,1.331359
+fft8-batch16384,cuFFT,0,butterfly,fft,fp32,forward,none,in-place,natural,8,256,16384,,,1000,100,5,0.083814,0.083763,0.083876,0.001348,0.000251,stable,stable,1,1.338189
+fwht15-batch256,Dao-AILab-FHT,0,dao-fht,fwht,fp32,forward,none,out-of-place,natural,15,32768,256,,,1000,100,5,0.117985,0.117391,0.126802,0.079764,0.056244,unstable,unstable,1,5.965470
+fwht15-batch256,cuButterfly-base-radix2,1,butterfly,fwht,fp32,forward,none,out-of-place,natural,15,32768,256,,,1000,100,5,0.703836,0.703631,0.704266,0.000902,0.000583,stable,stable,1,1.000000
+fwht15-batch256,cuButterfly-searched-warp-register,0,butterfly,fwht,fp32,forward,none,out-of-place,natural,15,32768,256,,,1000,100,5,0.133100,0.133069,0.136735,0.027543,0.007160,stable,stable,1,5.288024
+fwht15-batch512,Dao-AILab-FHT,0,dao-fht,fwht,fp32,forward,none,out-of-place,natural,15,32768,512,,,1000,100,5,0.210401,0.210248,0.210637,0.001849,0.000827,stable,stable,1,6.593139
+fwht15-batch512,cuButterfly-base-radix2,1,butterfly,fwht,fp32,forward,none,out-of-place,natural,15,32768,512,,,1000,100,5,1.387203,1.387131,1.387684,0.000399,0.000192,stable,stable,1,1.000000
+fwht15-batch512,cuButterfly-searched-warp-register,0,butterfly,fwht,fp32,forward,none,out-of-place,natural,15,32768,512,,,1000,100,5,0.242688,0.242555,0.243661,0.004557,0.000676,stable,stable,1,5.715993
+fwht8-batch65536,Dao-AILab-FHT,0,dao-fht,fwht,fp32,forward,none,out-of-place,natural,8,256,65536,,,1000,100,5,0.165376,0.165304,0.165427,0.000744,0.000121,stable,stable,1,1.138079
+fwht8-batch65536,cuButterfly-base-radix2,1,butterfly,fwht,fp32,forward,none,out-of-place,natural,8,256,65536,,,1000,100,5,0.188211,0.187955,0.189399,0.007672,0.001525,stable,stable,1,1.000000
+fwht8-batch65536,cuButterfly-searched-warp-register,0,butterfly,fwht,fp32,forward,none,out-of-place,natural,8,256,65536,,,1000,100,5,0.165151,0.165079,0.165151,0.000436,0.000309,stable,stable,1,1.139630
+ntt16-batch256,cuNTT-base-radix2,1,ntt,ntt,uint64,forward,none,out-of-place,natural,16,65536,256,576460756061519873,60,1000,100,5,1.163397,1.158615,1.163633,0.004313,0.000405,stable,stable,1,1.000000
+ntt16-batch256,cuNTT-searched-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,16,65536,256,576460756061519873,60,1000,100,5,1.058652,1.057116,1.061202,0.003860,0.001151,stable,stable,1,1.098942
+ntt16-batch4,cuNTT-base-radix2,1,ntt,ntt,uint64,forward,none,out-of-place,natural,16,65536,4,576460756061519873,60,1000,100,5,0.031498,0.031488,0.031529,0.001302,0.000317,stable,stable,1,1.000000
+ntt16-batch4,cuNTT-searched-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,16,65536,4,576460756061519873,60,1000,100,5,0.029409,0.029399,0.029430,0.001054,0.001054,stable,stable,1,1.071033
+ntt16-batch64,cuNTT-base-radix2,1,ntt,ntt,uint64,forward,none,out-of-place,natural,16,65536,64,576460756061519873,60,1000,100,5,0.299162,0.298813,0.301363,0.008524,0.008149,stable,stable,1,1.000000
+ntt16-batch64,cuNTT-searched-radix4,0,ntt,ntt,uint64,forward,none,out-of-place,natural,16,65536,64,576460756061519873,60,1000,100,5,0.275374,0.273684,0.276736,0.011083,0.002865,stable,stable,1,1.086384
diff --git a/results/v100_v06_v07_comparison.csv b/results/v100_v06_v07_comparison.csv
new file mode 100644
index 0000000..a5cd2f3
--- /dev/null
+++ b/results/v100_v06_v07_comparison.csv
@@ -0,0 +1,19 @@
+group,precision,logN,batch,v06_ms,v06_search_ms,v07_ms,v07_search_ms,v06_search_speedup,v07_search_speedup,v07_search_vs_v06_search,fastest,stability,correct
+ntt10_u64-batch1,uint64,10,1,0.026718,0.011024,0.041708,0.030841,2.423621190130624,1.3523556304918778,0.35744625660646545,v06_search,unstable/stable/unstable/unstable,1
+ntt10_u64-batch16,uint64,10,16,0.026931,0.012374,0.043454,0.036325,2.176418296427994,1.1962560220233998,0.3406469373709566,v06_search,stable/unstable/unstable/stable,1
+ntt10_u64-batch160,uint64,10,160,0.044626,0.023112,0.045902,0.039707,1.9308584285219799,1.1560178306092124,0.5820636159871055,v06_search,unstable/unstable/unstable/unstable,1
+ntt10_u64-batch256,uint64,10,256,0.05648,0.030566,0.062341,0.041882,1.8478047503762352,1.4884914760517645,0.7298123298791843,v06_search,unstable/unstable/unstable/unstable,1
+ntt10_u64-batch512,uint64,10,512,0.091507,0.052978,0.119906,0.097669,1.7272641473819323,1.2276771544707121,0.5424239011354677,v06_search,unstable/unstable/unstable/unstable,1
+ntt10_u64-batch80,uint64,10,80,0.041165,0.017228,0.042052,0.031224,2.389424193173903,1.3467845247245709,0.5517550602100948,v06_search,unstable/unstable/unstable/unstable,1
+ntt12_u32-batch1,uint32,12,1,0.006869,0.005978,0.065548,0.068137,1.1490465038474407,0.9620030233206627,0.08773500447627573,v06_search,unstable/stable/stable/stable,1
+ntt12_u32-batch16,uint32,12,16,0.008491,0.007643,0.065925,0.068178,1.1109511971738848,0.9669541494323681,0.11210361113555692,v06_search,stable/stable/stable/stable,1
+ntt12_u32-batch160,uint32,12,160,0.030839,0.031238,0.077525,0.076937,0.9872270952045585,1.0076426166863797,0.4060205102876379,v06,stable/unstable/stable/stable,1
+ntt12_u32-batch256,uint32,12,256,0.054782,0.043022,0.167471,0.124766,1.2733485193621867,1.3422807495631823,0.344821505858968,v06_search,unstable/stable/stable/stable,1
+ntt12_u32-batch512,uint32,12,512,0.085275,0.074883,0.269853,0.224819,1.1387764913264693,1.200312251188734,0.33308127871754617,v06_search,stable/stable/stable/stable,1
+ntt12_u32-batch80,uint32,12,80,0.017928,0.016089,0.066142,0.06835,1.114301696811486,0.9676956839795173,0.2353913679590344,v06_search,stable/unstable/stable/stable,1
+ntt12_u64-batch1,uint64,12,1,0.007678,0.007776,0.113754,0.096551,0.9873971193415638,1.1781752648859152,0.08053774689024454,v06,unstable/unstable/stable/stable,1
+ntt12_u64-batch16,uint64,12,16,0.009497,0.009099,0.113904,0.097059,1.043741070447302,1.1735542299014001,0.09374710227799585,v06_search,stable/stable/stable/stable,1
+ntt12_u64-batch160,uint64,12,160,0.04692,0.052124,0.233841,0.136632,0.9001611541708235,1.711465835236255,0.3814918906259148,v06,stable/unstable/stable/unstable,1
+ntt12_u64-batch256,uint64,12,256,0.0691,0.068887,0.456339,0.256881,1.0030920202650717,1.776460695808565,0.26816697225563585,v06_search,stable/unstable/stable/stable,1
+ntt12_u64-batch512,uint64,12,512,0.126587,0.126212,0.802269,0.512788,1.0029711913288752,1.564523740805167,0.24612900457889028,v06_search,stable/unstable/stable/stable,1
+ntt12_u64-batch80,uint64,12,80,0.025407,0.024222,0.114659,0.101284,1.048922467178598,1.132054421231389,0.23914932269657596,v06_search,stable/stable/stable/stable,1
diff --git a/results/v100_v06_v07_comparison.md b/results/v100_v06_v07_comparison.md
new file mode 100644
index 0000000..614820d
--- /dev/null
+++ b/results/v100_v06_v07_comparison.md
@@ -0,0 +1,42 @@
+# V100 v0.6/v0.7 NTT Comparison
+
+All paths implement the same forward, natural-order NTT contract. Each point uses 30 warmups,
+500 timed repetitions, three randomized process trials, CUDA-event kernel time, and correctness checks.
+Ratios above one favor the searched configuration named in the numerator.
+
+`v0.7-base` is the first generated HybridDataflow point (`Ur=1,Td=4`); `v0.7-search` uses
+the generated V100 static table. HybridDataflow is currently an on-chip whole-transform backend
+for `logN=10/12`, so this table does not directly join the archived GPU-NTT `logN=16/20` rows.
+At `logN=10`, the v0.6 pair is generic baseline/Tile256; at `logN=12`, it is Hybrid2D radix-2/radix-4.
+
+| Numeric | logN | Batch | v0.6 ms | v0.6 search ms | v0.7 ms | v0.7 search ms | v0.6 search/base | v0.7 search/base | v0.7 search / v0.6 search throughput | Fastest | Stability |
+|:--|--:|--:|--:|--:|--:|--:|--:|--:|--:|:--|:--|
+| uint64 | 10 | 1 | 0.026718 | 0.011024 | 0.041708 | 0.030841 | 2.424x | 1.352x | 0.357x | v06_search | unstable/stable/unstable/unstable |
+| uint64 | 10 | 16 | 0.026931 | 0.012374 | 0.043454 | 0.036325 | 2.176x | 1.196x | 0.341x | v06_search | stable/unstable/unstable/stable |
+| uint64 | 10 | 160 | 0.044626 | 0.023112 | 0.045902 | 0.039707 | 1.931x | 1.156x | 0.582x | v06_search | unstable/unstable/unstable/unstable |
+| uint64 | 10 | 256 | 0.056480 | 0.030566 | 0.062341 | 0.041882 | 1.848x | 1.488x | 0.730x | v06_search | unstable/unstable/unstable/unstable |
+| uint64 | 10 | 512 | 0.091507 | 0.052978 | 0.119906 | 0.097669 | 1.727x | 1.228x | 0.542x | v06_search | unstable/unstable/unstable/unstable |
+| uint64 | 10 | 80 | 0.041165 | 0.017228 | 0.042052 | 0.031224 | 2.389x | 1.347x | 0.552x | v06_search | unstable/unstable/unstable/unstable |
+| uint32 | 12 | 1 | 0.006869 | 0.005978 | 0.065548 | 0.068137 | 1.149x | 0.962x | 0.088x | v06_search | unstable/stable/stable/stable |
+| uint32 | 12 | 16 | 0.008491 | 0.007643 | 0.065925 | 0.068178 | 1.111x | 0.967x | 0.112x | v06_search | stable/stable/stable/stable |
+| uint32 | 12 | 160 | 0.030839 | 0.031238 | 0.077525 | 0.076937 | 0.987x | 1.008x | 0.406x | v06 | stable/unstable/stable/stable |
+| uint32 | 12 | 256 | 0.054782 | 0.043022 | 0.167471 | 0.124766 | 1.273x | 1.342x | 0.345x | v06_search | unstable/stable/stable/stable |
+| uint32 | 12 | 512 | 0.085275 | 0.074883 | 0.269853 | 0.224819 | 1.139x | 1.200x | 0.333x | v06_search | stable/stable/stable/stable |
+| uint32 | 12 | 80 | 0.017928 | 0.016089 | 0.066142 | 0.068350 | 1.114x | 0.968x | 0.235x | v06_search | stable/unstable/stable/stable |
+| uint64 | 12 | 1 | 0.007678 | 0.007776 | 0.113754 | 0.096551 | 0.987x | 1.178x | 0.081x | v06 | unstable/unstable/stable/stable |
+| uint64 | 12 | 16 | 0.009497 | 0.009099 | 0.113904 | 0.097059 | 1.044x | 1.174x | 0.094x | v06_search | stable/stable/stable/stable |
+| uint64 | 12 | 160 | 0.046920 | 0.052124 | 0.233841 | 0.136632 | 0.900x | 1.711x | 0.381x | v06 | stable/unstable/stable/unstable |
+| uint64 | 12 | 256 | 0.069100 | 0.068887 | 0.456339 | 0.256881 | 1.003x | 1.776x | 0.268x | v06_search | stable/unstable/stable/stable |
+| uint64 | 12 | 512 | 0.126587 | 0.126212 | 0.802269 | 0.512788 | 1.003x | 1.565x | 0.246x | v06_search | stable/unstable/stable/stable |
+| uint64 | 12 | 80 | 0.025407 | 0.024222 | 0.114659 | 0.101284 | 1.049x | 1.132x | 0.239x | v06_search | stable/stable/stable/stable |
+
+## Aggregate
+
+| Numeric | Shapes | v0.6 search/base | v0.7 search/base | v0.7 search / v0.6 search | v0.7 wins | Parity | v0.6 wins |
+|:--|--:|--:|--:|--:|--:|--:|--:|
+| overall | 18 | 1.323x | 1.243x | 0.274x | 0 | 0 | 18 |
+| uint32 | 6 | 1.126x | 1.065x | 0.218x | 0 | 0 | 6 |
+| uint64 | 12 | 1.435x | 1.342x | 0.307x | 0 | 0 | 12 |
+| uint32/logN12 | 6 | 1.126x | 1.065x | 0.218x | 0 | 0 | 6 |
+| uint64/logN10 | 6 | 2.066x | 1.290x | 0.499x | 0 | 0 | 6 |
+| uint64/logN12 | 6 | 0.996x | 1.397x | 0.189x | 0 | 0 | 6 |
diff --git a/results/v100_v06_v07_metrics.json b/results/v100_v06_v07_metrics.json
new file mode 100644
index 0000000..a56c701
--- /dev/null
+++ b/results/v100_v06_v07_metrics.json
@@ -0,0 +1,62 @@
+[
+  {
+    "numeric": "overall",
+    "shapes": 18,
+    "v06_search_geomean": 1.3233053754753628,
+    "v07_search_geomean": 1.2428695462308255,
+    "v07_search_vs_v06_search_geomean": 0.2740430228795179,
+    "v07_search_wins": 0,
+    "parity": 0,
+    "v06_search_wins": 18
+  },
+  {
+    "numeric": "uint32",
+    "shapes": 6,
+    "v06_search_geomean": 1.1258305716824142,
+    "v07_search_geomean": 1.0652728903496484,
+    "v07_search_vs_v06_search_geomean": 0.21821231814794562,
+    "v07_search_wins": 0,
+    "parity": 0,
+    "v06_search_wins": 6
+  },
+  {
+    "numeric": "uint64",
+    "shapes": 12,
+    "v06_search_geomean": 1.434675216809763,
+    "v07_search_geomean": 1.3424801799015391,
+    "v07_search_vs_v06_search_geomean": 0.3071061352189202,
+    "v07_search_wins": 0,
+    "parity": 0,
+    "v06_search_wins": 12
+  },
+  {
+    "numeric": "uint32/logN12",
+    "shapes": 6,
+    "v06_search_geomean": 1.1258305716824142,
+    "v07_search_geomean": 1.0652728903496484,
+    "v07_search_vs_v06_search_geomean": 0.21821231814794562,
+    "v07_search_wins": 0,
+    "parity": 0,
+    "v06_search_wins": 6
+  },
+  {
+    "numeric": "uint64/logN10",
+    "shapes": 6,
+    "v06_search_geomean": 2.065590714565516,
+    "v07_search_geomean": 1.2897376299084897,
+    "v07_search_vs_v06_search_geomean": 0.49922578166200343,
+    "v07_search_wins": 0,
+    "parity": 0,
+    "v06_search_wins": 6
+  },
+  {
+    "numeric": "uint64/logN12",
+    "shapes": 6,
+    "v06_search_geomean": 0.9964669976554814,
+    "v07_search_geomean": 1.3973795845255315,
+    "v07_search_vs_v06_search_geomean": 0.18892088861098985,
+    "v07_search_wins": 0,
+    "parity": 0,
+    "v06_search_wins": 6
+  }
+]
diff --git a/results/v100_v06_v07_r4_refresh.md b/results/v100_v06_v07_r4_refresh.md
new file mode 100644
index 0000000..f694a7f
--- /dev/null
+++ b/results/v100_v06_v07_r4_refresh.md
@@ -0,0 +1,42 @@
+# V100 v0.6/v0.7 NTT Comparison
+
+All paths implement the same forward, natural-order NTT contract. Each point uses 30 warmups,
+500 timed repetitions, three randomized process trials, CUDA-event kernel time, and correctness checks.
+Ratios above one favor the searched configuration named in the numerator.
+
+`v0.7-base` is the first generated HybridDataflow point (`Ur=1,Td=4`); `v0.7-search` uses
+the generated V100 static table. HybridDataflow is currently an on-chip whole-transform backend
+for `logN=10/12`, so this table does not directly join the archived GPU-NTT `logN=16/20` rows.
+At `logN=10`, the v0.6 pair is generic baseline/Tile256; at `logN=12`, it is Hybrid2D radix-2/radix-4.
+
+| Numeric | logN | Batch | v0.6 ms | v0.6 search ms | v0.7 ms | v0.7 search ms | v0.6 search/base | v0.7 search/base | v0.7 search / v0.6 search throughput | Fastest | Stability |
+|:--|--:|--:|--:|--:|--:|--:|--:|--:|--:|:--|:--|
+| uint64 | 10 | 1 | 0.024799 | 0.011026 | 0.041701 | 0.006109 | 2.249x | 6.826x | 1.805x | v07_search | unstable/stable/stable/stable |
+| uint64 | 10 | 16 | 0.026071 | 0.012337 | 0.041796 | 0.006199 | 2.113x | 6.742x | 1.990x | v07_search | stable/unstable/stable/unstable |
+| uint64 | 10 | 160 | 0.044626 | 0.022807 | 0.045912 | 0.009112 | 1.957x | 5.039x | 2.503x | v07_search | stable/stable/stable/stable |
+| uint64 | 10 | 256 | 0.056478 | 0.030491 | 0.062212 | 0.014803 | 1.852x | 4.203x | 2.060x | v07_search | unstable/stable/stable/unstable |
+| uint64 | 10 | 512 | 0.088406 | 0.052974 | 0.115397 | 0.025747 | 1.669x | 4.482x | 2.057x | v07_search | unstable/stable/stable/unstable |
+| uint64 | 10 | 80 | 0.035334 | 0.017152 | 0.042039 | 0.007049 | 2.060x | 5.964x | 2.433x | v07_search | stable/stable/stable/stable |
+| uint32 | 12 | 1 | 0.006867 | 0.005982 | 0.076644 | 0.013097 | 1.148x | 5.852x | 0.457x | v06_search | stable/unstable/unstable/stable |
+| uint32 | 12 | 16 | 0.008468 | 0.007645 | 0.065939 | 0.013482 | 1.108x | 4.891x | 0.567x | v06_search | stable/stable/unstable/stable |
+| uint32 | 12 | 160 | 0.030843 | 0.027054 | 0.077517 | 0.023716 | 1.140x | 3.269x | 1.141x | v07_search | unstable/stable/stable/stable |
+| uint32 | 12 | 256 | 0.048208 | 0.042994 | 0.167541 | 0.049975 | 1.121x | 3.352x | 0.860x | v06_search | stable/stable/unstable/stable |
+| uint32 | 12 | 512 | 0.085262 | 0.074904 | 0.269652 | 0.086041 | 1.138x | 3.134x | 0.871x | v06_search | stable/unstable/unstable/stable |
+| uint32 | 12 | 80 | 0.017932 | 0.016079 | 0.066132 | 0.015256 | 1.115x | 4.335x | 1.054x | v07_search | stable/stable/stable/stable |
+| uint64 | 12 | 1 | 0.007676 | 0.007686 | 0.113795 | 0.019556 | 0.999x | 5.819x | 0.393x | v06 | stable/stable/unstable/stable |
+| uint64 | 12 | 16 | 0.009492 | 0.009097 | 0.113902 | 0.019663 | 1.043x | 5.793x | 0.463x | v06_search | stable/stable/stable/stable |
+| uint64 | 12 | 160 | 0.048859 | 0.046750 | 0.233808 | 0.048869 | 1.045x | 4.784x | 0.957x | v06_search | unstable/stable/stable/stable |
+| uint64 | 12 | 256 | 0.069085 | 0.068852 | 0.456323 | 0.119271 | 1.003x | 3.826x | 0.577x | v06_search | stable/stable/stable/stable |
+| uint64 | 12 | 512 | 0.126538 | 0.125776 | 0.802271 | 0.170031 | 1.006x | 4.718x | 0.740x | v06_search | stable/stable/stable/stable |
+| uint64 | 12 | 80 | 0.025405 | 0.024199 | 0.114526 | 0.023558 | 1.050x | 4.861x | 1.027x | v07_search | stable/stable/stable/unstable |
+
+## Aggregate
+
+| Numeric | Shapes | v0.6 search/base | v0.7 search/base | v0.7 search / v0.6 search | v0.7 wins | Parity | v0.6 wins |
+|:--|--:|--:|--:|--:|--:|--:|--:|
+| overall | 18 | 1.316x | 4.760x | 1.028x | 8 | 1 | 9 |
+| uint32 | 6 | 1.128x | 4.026x | 0.785x | 2 | 0 | 4 |
+| uint64 | 12 | 1.422x | 5.175x | 1.177x | 6 | 1 | 5 |
+| uint32/logN12 | 6 | 1.128x | 4.026x | 0.785x | 2 | 0 | 4 |
+| uint64/logN10 | 6 | 1.974x | 5.445x | 2.127x | 6 | 0 | 0 |
+| uint64/logN12 | 6 | 1.024x | 4.918x | 0.651x | 0 | 1 | 5 |
diff --git a/results/v100_v06_v07_r4_refresh_comparison.csv b/results/v100_v06_v07_r4_refresh_comparison.csv
new file mode 100644
index 0000000..62668f0
--- /dev/null
+++ b/results/v100_v06_v07_r4_refresh_comparison.csv
@@ -0,0 +1,19 @@
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diff --git a/results/v100_v06_v07_r4_refresh_metrics.json b/results/v100_v06_v07_r4_refresh_metrics.json
new file mode 100644
index 0000000..185076e
--- /dev/null
+++ b/results/v100_v06_v07_r4_refresh_metrics.json
@@ -0,0 +1,62 @@
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diff --git a/results/v100_v06_v07_r4_refresh_raw.csv b/results/v100_v06_v07_r4_refresh_raw.csv
new file mode 100644
index 0000000..09ead97
--- /dev/null
+++ b/results/v100_v06_v07_r4_refresh_raw.csv
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diff --git a/results/v100_v06_v07_r4_refresh_summary.csv b/results/v100_v06_v07_r4_refresh_summary.csv
new file mode 100644
index 0000000..16acf73
--- /dev/null
+++ b/results/v100_v06_v07_r4_refresh_summary.csv
@@ -0,0 +1,73 @@
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diff --git a/results/v100_v06_v07_raw.csv b/results/v100_v06_v07_raw.csv
new file mode 100644
index 0000000..edba35e
--- /dev/null
+++ b/results/v100_v06_v07_raw.csv
@@ -0,0 +1,217 @@
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diff --git a/results/v100_v06_v07_summary.csv b/results/v100_v06_v07_summary.csv
new file mode 100644
index 0000000..71047dc
--- /dev/null
+++ b/results/v100_v06_v07_summary.csv
@@ -0,0 +1,73 @@
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diff --git a/scripts/analyze_appt_core_space_ncu.py b/scripts/analyze_appt_core_space_ncu.py
new file mode 100644
index 0000000..e2971b3
--- /dev/null
+++ b/scripts/analyze_appt_core_space_ncu.py
@@ -0,0 +1,97 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+def number(row, key):
+    value = row.get(key, "")
+    return float(value) if value else 0.0
+
+
+def ratio(row, baseline, key):
+    denominator = number(baseline, key)
+    return number(row, key) / denominator if denominator else 0.0
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Compare APPT physical cores with the v0.6 NTT kernel")
+    parser.add_argument("summary", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+
+    rows = {row["label"]: row for row in csv.DictReader(args.summary.open())}
+    records = []
+    for bits in (32, 64):
+        for batch in (1, 4):
+            v06 = rows[f"v06_u{bits}_b{batch}"]
+            warp = rows[f"warp_u{bits}_b{batch}"]
+            cta = rows[f"cta-radix4_u{bits}_b{batch}"]
+            for core, row in (("warp-radix2", warp), ("cta-radix4", cta)):
+                records.append({
+                    "word_bits": bits,
+                    "batch": batch,
+                    "core": core,
+                    "time_us": number(row, "time_us"),
+                    "time_vs_v06": ratio(row, v06, "time_us"),
+                    "dram_read_vs_v06": ratio(row, v06, "dram_read_mib"),
+                    "dram_write_vs_v06": ratio(row, v06, "dram_write_mib"),
+                    "load_sectors_vs_v06": ratio(row, v06, "global_load_sectors"),
+                    "store_sectors_vs_v06": ratio(row, v06, "global_store_sectors"),
+                    "warp_instructions_vs_v06": ratio(row, v06, "warp_instructions"),
+                    "integer_instructions_vs_v06": ratio(
+                        row, v06, "integer_thread_instructions"),
+                    "active_warps_pct": number(row, "active_warps_pct"),
+                    "barrier_stall_pct": number(row, "barrier_stall_pct"),
+                    "long_scoreboard_stall_pct": number(
+                        row, "long_scoreboard_stall_pct"),
+                    "dram_peak_pct": number(row, "dram_peak_pct"),
+                    "l1_hit_pct": number(row, "l1_hit_pct"),
+                    "l2_hit_pct": number(row, "l2_hit_pct"),
+                    "registers_per_thread": number(row, "registers_per_thread"),
+                    "v06_time_us": number(v06, "time_us"),
+                    "v06_active_warps_pct": number(v06, "active_warps_pct"),
+                    "v06_barrier_stall_pct": number(v06, "barrier_stall_pct"),
+                    "v06_dram_peak_pct": number(v06, "dram_peak_pct"),
+                    "v06_l1_hit_pct": number(v06, "l1_hit_pct"),
+                })
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    with args.csv.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=list(records[0]))
+        writer.writeheader()
+        writer.writerows(records)
+
+    lines = [
+        "# APPT Physical-Core NCU Attribution", "",
+        "Matched V100 base-clock NCU replay. Ratios below use the v0.6 resident 10+10 radix-4 kernel at the same precision and batch.", "",
+        "| bits | batch | core | time us | time/v0.6 | DRAM R/W | load/store sectors | warp/int inst | active warps | barrier stall | DRAM peak | L1 hit |",
+        "|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|",
+    ]
+    for row in records:
+        lines.append(
+            f"| {row['word_bits']} | {row['batch']} | {row['core']} | "
+            f"{row['time_us']:.1f} | {row['time_vs_v06']:.2f}x | "
+            f"{row['dram_read_vs_v06']:.2f}/{row['dram_write_vs_v06']:.2f}x | "
+            f"{row['load_sectors_vs_v06']:.2f}/{row['store_sectors_vs_v06']:.2f}x | "
+            f"{row['warp_instructions_vs_v06']:.2f}/{row['integer_instructions_vs_v06']:.2f}x | "
+            f"{row['active_warps_pct']:.1f}% | {row['barrier_stall_pct']:.1f}% | "
+            f"{row['dram_peak_pct']:.1f}% | {row['l1_hit_pct']:.1f}% |")
+
+    lines += [
+        "", "## Findings", "",
+        "1. The uint64 CTA radix-4 core closes the processing-unit instruction gap: it executes 0.83x/0.93x the v0.6 warp instructions and 0.95x/0.97x the integer thread instructions at batch 1/4. Arithmetic instruction count is no longer the reason for its 1.94x/2.29x runtime gap.",
+        "2. The 7+7+6 online graph materializes two intermediate states, while v0.6 10+10 materializes one. The minimum state traffic therefore grows from two to three read/write passes. Measured DRAM writes grow 1.56x--1.87x, close to or above that 1.5x structural floor.",
+        "3. Online layouts amplify request traffic beyond the extra pass: CTA radix-4 load sectors are 2.10x--3.13x and store sectors 4.25x--4.50x v0.6. High L2 hit rates hide much of this from DRAM, but not from L1/L2 request handling and dependency latency.",
+        "4. CTA radix-4 barrier stalls are 25.7%--46.3%, versus 2.8%--5.1% for v0.6. This combines shared-core synchronization with the current one-thread readiness wait followed by a CTA-wide barrier. Static roles leave the other warps unable to execute ready work.",
+        "5. APPT reaches only 13.0%--31.9% of sustained DRAM throughput, below the matched v0.6 points. The kernel is latency, synchronization, and issue limited; it is not saturating memory bandwidth.",
+        "6. Shared bank conflicts are not the primary regression: CTA radix-4 shared-load conflicts are only about 1.2x--1.3x v0.6 and shared-store conflicts are lower. Removing bank conflicts alone cannot explain a roughly 2x runtime gap.",
+        "", "The stall percentages are scheduler-state samples and are not additive time fractions. They identify bottlenecks but must not be summed into a percentage attribution.",
+    ]
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_appt_grouped_producer_ncu.py b/scripts/analyze_appt_grouped_producer_ncu.py
new file mode 100755
index 0000000..9f53a09
--- /dev/null
+++ b/scripts/analyze_appt_grouped_producer_ncu.py
@@ -0,0 +1,54 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+def value(row, field):
+    return float(row.get(field) or 0.0)
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input", type=Path)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+
+    with args.input.open(newline="") as source:
+        rows = {row["label"]: row for row in csv.DictReader(source)}
+
+    lines = [
+        "# APPT Grouped-Producer NCU Attribution",
+        "",
+        "> **Superseded correctness-negative capture.** The profiled producer state was `[c][b][a]` while the tail expected `[b][c][a]`. Recollect corrected selected points before using these counters.",
+        "",
+        "V100 base-clock kernel replay. Sector and instruction ratios use the matched register-tail radix-4 point as the denominator. The three grouped widths share one grouped-core role mapping at each numeric point; radix-4 retains its own calibrated mapping.",
+        "",
+        "| bits | batch | variant | load/radix4 | store/radix4 | L1 hit | L2 hit | warp-inst/radix4 | active warps | barrier | scoreboard | MIO | regs |",
+        "|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|",
+    ]
+    for bits in (32, 64):
+        for batch in (1, 4, 16):
+            radix4 = rows[f"radix4_u{bits}_b{batch}"]
+            for variant in ("v06", "radix4", "group8", "group16", "group32"):
+                row = rows[f"{variant}_u{bits}_b{batch}"]
+                lines.append(
+                    f"| {bits} | {batch} | `{variant}` | "
+                    f"{value(row, 'global_load_sectors') / value(radix4, 'global_load_sectors'):.3f}x | "
+                    f"{value(row, 'global_store_sectors') / value(radix4, 'global_store_sectors'):.3f}x | "
+                    f"{value(row, 'l1_hit_pct'):.1f}% | {value(row, 'l2_hit_pct'):.1f}% | "
+                    f"{value(row, 'warp_instructions') / value(radix4, 'warp_instructions'):.3f}x | "
+                    f"{value(row, 'active_warps_pct'):.1f}% | "
+                    f"{value(row, 'barrier_stall_pct'):.1f}% | "
+                    f"{value(row, 'long_scoreboard_stall_pct'):.1f}% | "
+                    f"{value(row, 'mio_throttle_stall_pct'):.1f}% | "
+                    f"{value(row, 'registers_per_thread'):.0f} |")
+    lines.extend([
+        "",
+        "Use CUDA-event timing from `results/appt_grouped_producer/analysis.md` for ranking. This report tests whether grouped `a` loads reduce request sectors and restore L1 locality.",
+    ])
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_appt_physical_cores_ncu.py b/scripts/analyze_appt_physical_cores_ncu.py
new file mode 100755
index 0000000..d4d8d54
--- /dev/null
+++ b/scripts/analyze_appt_physical_cores_ncu.py
@@ -0,0 +1,83 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+def number(row, field):
+    value = row.get(field, "")
+    return float(value) if value else 0.0
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input", type=Path)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+
+    with args.input.open(newline="") as source:
+        rows = {row["label"]: row for row in csv.DictReader(source)}
+
+    lines = [
+        "# APPT Physical-Core NCU Attribution",
+        "",
+        "V100 base-clock kernel replay. Load/store ratios are normalized per transform and use v0.6 as the denominator.",
+        "",
+        "| bits | batch | variant | us | throughput/v0.6 | load/v0.6 | store/v0.6 | L1 hit | L2 hit | active warps | barrier | scoreboard | MIO | regs |",
+        "|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|",
+    ]
+    for bits in (32, 64):
+        for batch in (1, 4, 16):
+            baseline = rows[f"v06_u{bits}_b{batch}"]
+            baseline_time = number(baseline, "time_us")
+            baseline_load = number(baseline, "global_load_sectors")
+            baseline_store = number(baseline, "global_store_sectors")
+            for variant in ("v06", "radix4_default", "radix4_matched", "radix8_matched"):
+                row = rows[f"{variant}_u{bits}_b{batch}"]
+                time = number(row, "time_us")
+                lines.append(
+                    f"| {bits} | {batch} | `{variant}` | {time:.1f} | "
+                    f"{baseline_time / time:.3f}x | "
+                    f"{number(row, 'global_load_sectors') / baseline_load:.3f}x | "
+                    f"{number(row, 'global_store_sectors') / baseline_store:.3f}x | "
+                    f"{number(row, 'l1_hit_pct'):.1f}% | {number(row, 'l2_hit_pct'):.1f}% | "
+                    f"{number(row, 'active_warps_pct'):.1f}% | "
+                    f"{number(row, 'barrier_stall_pct'):.1f}% | "
+                    f"{number(row, 'long_scoreboard_stall_pct'):.1f}% | "
+                    f"{number(row, 'mio_throttle_stall_pct'):.1f}% | "
+                    f"{number(row, 'registers_per_thread'):.0f} |")
+
+    lines.extend([
+        "",
+        "## Controlled Deltas",
+        "",
+        "| bits | batch | role rebalance | radix8/radix4 | radix8 load delta | radix8 warp-inst delta | radix8 integer-inst delta | scoreboard delta | MIO delta |",
+        "|---:|---:|---:|---:|---:|---:|---:|---:|---:|",
+    ])
+    for bits in (32, 64):
+        for batch in (1, 4, 16):
+            default = rows[f"radix4_default_u{bits}_b{batch}"]
+            radix4 = rows[f"radix4_matched_u{bits}_b{batch}"]
+            radix8 = rows[f"radix8_matched_u{bits}_b{batch}"]
+            def delta(field):
+                base = number(radix4, field)
+                return number(radix8, field) / base - 1.0 if base else 0.0
+            lines.append(
+                f"| {bits} | {batch} | "
+                f"{number(default, 'time_us') / number(radix4, 'time_us'):.3f}x | "
+                f"{number(radix4, 'time_us') / number(radix8, 'time_us'):.3f}x | "
+                f"{100 * delta('global_load_sectors'):+.2f}% | "
+                f"{100 * delta('warp_instructions'):+.2f}% | "
+                f"{100 * delta('integer_thread_instructions'):+.2f}% | "
+                f"{number(radix8, 'long_scoreboard_stall_pct') - number(radix4, 'long_scoreboard_stall_pct'):+.1f} pp | "
+                f"{number(radix8, 'mio_throttle_stall_pct') - number(radix4, 'mio_throttle_stall_pct'):+.1f} pp |")
+
+    lines.extend([
+        "",
+        "NCU replay time is diagnostic rather than the performance authority for this persistent cooperative pipeline. Use the matched CUDA-event table for final ranking.",
+    ])
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_appt_pipeline_ncu.py b/scripts/analyze_appt_pipeline_ncu.py
new file mode 100644
index 0000000..f08c153
--- /dev/null
+++ b/scripts/analyze_appt_pipeline_ncu.py
@@ -0,0 +1,162 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+IMPLEMENTATIONS = {
+    "barrier": ("barrier_b1", "barrier_b4"),
+    "resident-10+10": ("resident1010_b1", "resident1010_b4"),
+    "APPT Us8 role1": ("appt_us8_td8_b1", "appt_us8_td8_b4"),
+    "APPT Us8 role2": ("appt_us8_rs2_td8_b1", "appt_us8_rs2_td8_b4"),
+}
+
+OPTIONAL_IMPLEMENTATIONS = {
+    "APPT Us7 role2 rep2 group2": (
+        "appt_us7_rs2_rep2_ti2_b1", "appt_us7_rs2_rep2_ti2_b4"),
+    "APPT online folds": ("appt_online_b1", "appt_online_b4"),
+}
+
+
+def value(row, name):
+    return float(row[name])
+
+
+def ratio(row, reference, name):
+    return value(row, name) / value(reference, name)
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Attribute APPT pipeline NCU cost and fixed overhead")
+    parser.add_argument("summary", type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    args = parser.parse_args()
+
+    with args.summary.open(newline="") as stream:
+        indexed = {row["label"]: row for row in csv.DictReader(stream)}
+    missing = [label for labels in IMPLEMENTATIONS.values() for label in labels if label not in indexed]
+    if missing:
+        raise ValueError("missing NCU rows: " + ", ".join(missing))
+
+    implementations = dict(IMPLEMENTATIONS)
+    for name, labels in OPTIONAL_IMPLEMENTATIONS.items():
+        if all(label in indexed for label in labels):
+            implementations[name] = labels
+
+    barrier = indexed["barrier_b1"]
+    records = []
+    for implementation, (b1_label, b4_label) in implementations.items():
+        b1 = indexed[b1_label]
+        b4 = indexed[b4_label]
+        steady_us = (value(b4, "time_us") - value(b1, "time_us")) / 3.0
+        fixed_us = value(b1, "time_us") - steady_us
+        records.append({
+            "implementation": implementation,
+            "batch1_us": value(b1, "time_us"),
+            "batch4_us": value(b4, "time_us"),
+            "fixed_us": fixed_us,
+            "steady_us_per_transform": steady_us,
+            "fixed_share_batch1_pct": 100.0 * fixed_us / value(b1, "time_us"),
+            "fixed_share_batch4_pct": 100.0 * fixed_us / value(b4, "time_us"),
+            "global_load_sector_ratio_b1": ratio(b1, barrier, "global_load_sectors"),
+            "global_store_sector_ratio_b1": ratio(b1, barrier, "global_store_sectors"),
+            "warp_instruction_ratio_b1": ratio(b1, barrier, "warp_instructions"),
+            "integer_instruction_ratio_b1": ratio(b1, barrier, "integer_thread_instructions"),
+            "dram_peak_pct_b1": value(b1, "dram_peak_pct"),
+            "active_warps_pct_b1": value(b1, "active_warps_pct"),
+            "barrier_stall_pct_b1": value(b1, "barrier_stall_pct"),
+            "wait_stall_pct_b1": value(b1, "wait_stall_pct"),
+            "long_scoreboard_stall_pct_b1": value(b1, "long_scoreboard_stall_pct"),
+            "registers_per_thread": value(b1, "registers_per_thread"),
+            "shared_mem_bytes": value(b1, "shared_mem_bytes"),
+            "waves_per_sm": value(b1, "waves_per_sm"),
+        })
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    with args.csv.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=list(records[0]))
+        writer.writeheader()
+        writer.writerows(records)
+
+    lines = [
+        "# APPT Pipeline NCU Attribution", "",
+        "Matched Tesla V100 captures, uint64 `logN=20`. NCU reports one cooperative kernel "
+        "for every implementation; the APPT backend does not use the CUDA Graph API.", "",
+        "## Fixed-Cost Fit", "",
+        "The two-point model is `T(batch)=T_fixed+batch*T_steady`. It includes cooperative "
+        "admission and pipeline fill/drain in the fixed term; it does not misclassify repeated "
+        "in-kernel handoffs as launch cost.", "",
+        "| implementation | batch 1 us | batch 4 us | fixed us | steady us/transform | fixed share b1 | fixed share b4 |",
+        "|:--|---:|---:|---:|---:|---:|---:|",
+    ]
+    for row in records:
+        lines.append(
+            f"| {row['implementation']} | {row['batch1_us']:.1f} | {row['batch4_us']:.1f} | "
+            f"{row['fixed_us']:.1f} | {row['steady_us_per_transform']:.1f} | "
+            f"{row['fixed_share_batch1_pct']:.1f}% | {row['fixed_share_batch4_pct']:.1f}% |"
+        )
+
+    lines += [
+        "", "## Batch-1 Hardware Attribution", "",
+        "Ratios use the v0.6 barrier kernel as 1.0x.", "",
+        "| implementation | load sectors | store sectors | warp inst | integer inst | DRAM peak | active warps | barrier stall | wait stall | long scoreboard | regs | shared B | waves/SM |",
+        "|:--|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|",
+    ]
+    for row in records:
+        lines.append(
+            f"| {row['implementation']} | {row['global_load_sector_ratio_b1']:.2f}x | "
+            f"{row['global_store_sector_ratio_b1']:.2f}x | {row['warp_instruction_ratio_b1']:.2f}x | "
+            f"{row['integer_instruction_ratio_b1']:.2f}x | {row['dram_peak_pct_b1']:.1f}% | "
+            f"{row['active_warps_pct_b1']:.1f}% | {row['barrier_stall_pct_b1']:.1f}% | "
+            f"{row['wait_stall_pct_b1']:.1f}% | {row['long_scoreboard_stall_pct_b1']:.1f}% | "
+            f"{row['registers_per_thread']:.0f} | {row['shared_mem_bytes']:.0f} | "
+            f"{row['waves_per_sm']:.2f} |"
+        )
+
+    appt = next((row for row in records
+                 if row["implementation"] == "APPT online folds"),
+                next((row for row in records
+                      if row["implementation"] == "APPT Us7 role2 rep2 group2"),
+                     next(row for row in records
+                          if row["implementation"] == "APPT Us8 role1")))
+    baseline = next(row for row in records if row["implementation"] == "barrier")
+    resident = next(row for row in records
+                    if row["implementation"] == "resident-10+10")
+    staged = next((row for row in records
+                   if row["implementation"] == "APPT Us7 role2 rep2 group2"),
+                  None)
+    lines += [
+        "", "## Conclusion", "",
+        f"The online kernel has a `{appt['fixed_us']:.1f} us` fixed term and a "
+        f"`{appt['steady_us_per_transform']:.1f} us/transform` fitted steady cost. "
+        f"The mature v0.6 resident core needs `{resident['steady_us_per_transform']:.1f} us/transform`, "
+        f"so the remaining steady-state gap is "
+        f"`{appt['steady_us_per_transform'] / resident['steady_us_per_transform']:.2f}x`; "
+        "launch or graph submission changes cannot remove it.", "",
+    ]
+    if staged is not None:
+        lines += [
+            f"Online cross-fold execution improves the staged APPT steady cost by "
+            f"`{staged['steady_us_per_transform'] / appt['steady_us_per_transform']:.3f}x`, "
+            f"but adds `{appt['fixed_us'] - staged['fixed_us']:.1f} us` of fill/drain cost. "
+            f"This produces `{staged['batch1_us'] / appt['batch1_us']:.3f}x` at batch 1 and "
+            f"`{staged['batch4_us'] / appt['batch4_us']:.3f}x` at batch 4, directly confirming "
+            "that homogeneous load amortizes the online pipeline.", "",
+            f"Relative to staged APPT, online execution reduces warp instructions by "
+            f"`{100.0 * (1.0 - appt['warp_instruction_ratio_b1'] / staged['warp_instruction_ratio_b1']):.1f}%` "
+            f"and integer instructions by "
+            f"`{100.0 * (1.0 - appt['integer_instruction_ratio_b1'] / staged['integer_instruction_ratio_b1']):.1f}%`, "
+            f"while registers fall from `{staged['registers_per_thread']:.0f}` to "
+            f"`{appt['registers_per_thread']:.0f}` per thread. The remaining physical bottleneck is "
+            f"the boundary/output layout: store sectors rise from "
+            f"`{staged['global_store_sector_ratio_b1']:.2f}x` to "
+            f"`{appt['global_store_sector_ratio_b1']:.2f}x`, DRAM utilization falls to "
+            f"`{appt['dram_peak_pct_b1']:.1f}%`, and active warps fall to "
+            f"`{appt['active_warps_pct_b1']:.1f}%`.",
+        ]
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_appt_static_layout_ncu.py b/scripts/analyze_appt_static_layout_ncu.py
new file mode 100755
index 0000000..110c918
--- /dev/null
+++ b/scripts/analyze_appt_static_layout_ncu.py
@@ -0,0 +1,48 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import re
+from pathlib import Path
+
+
+LABEL = re.compile(r"(static|natural)_fw(8|16|32)_u(32|64)_b(\d+)")
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("summary", type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+    rows = {row["label"]: row for row in csv.DictReader(args.summary.open())}
+    records = []
+    for label, row in rows.items():
+        match = LABEL.fullmatch(label)
+        if not match:
+            continue
+        contract, fragment, bits, batch = match.groups()
+        baseline = rows[f"v06_u{bits}_b{batch}"]
+        stores = float(row["global_store_sectors"])
+        base_stores = float(baseline["global_store_sectors"])
+        records.append({
+            "bits": int(bits), "batch": int(batch), "contract": contract,
+            "fragment": int(fragment), "time_us": float(row["time_us"]),
+            "store_ratio": stores / base_stores,
+            "load_ratio": float(row["global_load_sectors"]) /
+                          float(baseline["global_load_sectors"]),
+            "dram_pct": float(row["dram_peak_pct"]),
+            "registers": float(row["registers_per_thread"]),
+            "local_sectors": float(row["local_load_sectors"]) +
+                             float(row["local_store_sectors"]),
+        })
+    lines = ["# APPT Static Layout NCU", "",
+             "V100 base-clock replay; sector ratios use the matched v0.6 10+10 kernel.", "",
+             "| bits | batch | contract | fragment | us | load/v0.6 | store/v0.6 | DRAM peak | regs | local sectors |",
+             "|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|"]
+    for row in sorted(records, key=lambda item: (item["bits"], item["batch"], item["contract"], item["fragment"])):
+        lines.append(f"| {row['bits']} | {row['batch']} | {row['contract']} | {row['fragment']} | {row['time_us']:.1f} | {row['load_ratio']:.3f} | {row['store_ratio']:.3f} | {row['dram_pct']:.1f}% | {row['registers']:.0f} | {row['local_sectors']:.0f} |")
+    args.markdown.parent.mkdir(parents=True, exist_ok=True)
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_appt_tail_cores_ncu.py b/scripts/analyze_appt_tail_cores_ncu.py
new file mode 100755
index 0000000..642b1e3
--- /dev/null
+++ b/scripts/analyze_appt_tail_cores_ncu.py
@@ -0,0 +1,168 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+def number(row, key):
+    value = row.get(key, "")
+    return float(value) if value else 0.0
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Analyze APPT tail-core NCU data")
+    parser.add_argument("summary", type=Path)
+    parser.add_argument("--ablation-baseline", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+
+    rows = {row["label"]: row for row in csv.DictReader(args.summary.open())}
+    records = []
+    cores = ("warp", "cta-radix4", "fused-tail", "split-tail", "register-tail")
+    for bits in (32, 64):
+        for batch in (1, 4):
+            baseline = rows[f"v06_u{bits}_b{batch}"]
+            baseline_time = number(baseline, "time_us")
+            for core in cores:
+                row = rows[f"{core}_u{bits}_b{batch}"]
+                time_us = number(row, "time_us")
+                records.append({
+                    "word_bits": bits,
+                    "batch": batch,
+                    "physical_core": core,
+                    "time_us": time_us,
+                    "throughput_vs_v06": baseline_time / time_us,
+                    "dram_read_mib": number(row, "dram_read_mib"),
+                    "dram_write_mib": number(row, "dram_write_mib"),
+                    "global_load_sectors": number(row, "global_load_sectors"),
+                    "global_store_sectors": number(row, "global_store_sectors"),
+                    "local_load_sectors": number(row, "local_load_sectors"),
+                    "local_store_sectors": number(row, "local_store_sectors"),
+                    "active_warps_pct": number(row, "active_warps_pct"),
+                    "barrier_stall_pct": number(row, "barrier_stall_pct"),
+                    "long_scoreboard_stall_pct": number(row, "long_scoreboard_stall_pct"),
+                    "mio_throttle_stall_pct": number(row, "mio_throttle_stall_pct"),
+                    "dram_peak_pct": number(row, "dram_peak_pct"),
+                    "l1_hit_pct": number(row, "l1_hit_pct"),
+                    "l2_hit_pct": number(row, "l2_hit_pct"),
+                    "shared_load_conflicts": number(row, "shared_load_bank_conflicts"),
+                    "shared_store_conflicts": number(row, "shared_store_bank_conflicts"),
+                    "registers_per_thread": number(row, "registers_per_thread"),
+                    "shared_bytes_per_block": number(row, "shared_mem_bytes"),
+                })
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    with args.csv.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=list(records[0]))
+        writer.writeheader()
+        writer.writerows(records)
+
+    lines = [
+        "# APPT Tail-Core NCU Attribution", "",
+        "Matched V100 base-clock replay; throughput is relative to v0.6 10+10.", "",
+        "| bits | batch | core | time us | throughput/v0.6 | DRAM R/W MiB | global sectors R/W | local sectors R/W | active warps | barrier | scoreboard | MIO throttle | registers | shared B |",
+        "|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|",
+    ]
+    for row in records:
+        lines.append(
+            f"| {row['word_bits']} | {row['batch']} | `{row['physical_core']}` | "
+            f"{row['time_us']:.1f} | {row['throughput_vs_v06']:.3f}x | "
+            f"{row['dram_read_mib']:.1f}/{row['dram_write_mib']:.1f} | "
+            f"{row['global_load_sectors']:.0f}/{row['global_store_sectors']:.0f} | "
+            f"{row['local_load_sectors']:.0f}/{row['local_store_sectors']:.0f} | "
+            f"{row['active_warps_pct']:.1f}% | {row['barrier_stall_pct']:.1f}% | "
+            f"{row['long_scoreboard_stall_pct']:.1f}% | "
+            f"{row['mio_throttle_stall_pct']:.1f}% | "
+            f"{row['registers_per_thread']:.0f} | "
+            f"{row['shared_bytes_per_block']:.0f} |")
+    register = {
+        (row["word_bits"], row["batch"]): row
+        for row in records if row["physical_core"] == "register-tail"
+    }
+    v06 = {
+        (bits, batch): rows[f"v06_u{bits}_b{batch}"]
+        for bits in (32, 64) for batch in (1, 4)
+    }
+    ratios = {}
+    for key, row in register.items():
+        base = v06[key]
+        ratios[key] = {
+            "loads": row["global_load_sectors"] / number(base, "global_load_sectors"),
+            "stores": row["global_store_sectors"] / number(base, "global_store_sectors"),
+            "warp_inst": number(rows[f"register-tail_u{key[0]}_b{key[1]}"], "warp_instructions") /
+                         number(base, "warp_instructions"),
+            "int_inst": number(rows[f"register-tail_u{key[0]}_b{key[1]}"], "integer_thread_instructions") /
+                        number(base, "integer_thread_instructions"),
+            "active": row["active_warps_pct"] / number(base, "active_warps_pct"),
+        }
+    l1_hits = [row["l1_hit_pct"] for row in register.values()]
+    l2_hits = [row["l2_hit_pct"] for row in register.values()]
+    scoreboard = [row["long_scoreboard_stall_pct"] for row in register.values()]
+    barriers = [row["barrier_stall_pct"] for row in register.values()]
+    dram_peak = {
+        bits: [row["dram_peak_pct"] for key, row in register.items()
+               if key[0] == bits]
+        for bits in (32, 64)
+    }
+    ablation_finding = None
+    if args.ablation_baseline:
+        previous = {
+            row["label"]: row
+            for row in csv.DictReader(args.ablation_baseline.open())
+        }
+        time_gains = []
+        sector_changes = []
+        for batch in (1, 4):
+            label = f"register-tail_u32_b{batch}"
+            old = previous[label]
+            new = rows[label]
+            time_gains.append(
+                100.0 * (number(old, "time_us") / number(new, "time_us") - 1.0))
+            for metric in ("global_load_sectors", "global_store_sectors"):
+                sector_changes.append(abs(
+                    100.0 * (number(new, metric) / number(old, metric) - 1.0)))
+        ablation_finding = (
+            "6. The uint32 aggregate-readiness ablation improves NCU replay "
+            f"time by {min(time_gains):.1f}%--{max(time_gains):.1f}% over the "
+            "earlier distributed-flag capture, while global load/store sectors "
+            f"change by at most {max(sector_changes):.2f}%. Readiness polling is "
+            "therefore a latency contributor, but it does not explain the "
+            "excess request traffic. Uint64 retains distributed flags because "
+            "aggregate-counter contention was slower in the timing scan."
+        )
+    lines += [
+        "", "## Findings", "",
+        "1. Register-tail removes the second N-sized state without adding arithmetic work. "
+        f"Its warp-instruction ratio is {min(x['warp_inst'] for x in ratios.values()):.2f}x--"
+        f"{max(x['warp_inst'] for x in ratios.values()):.2f}x v0.6 and its integer-thread ratio is "
+        f"{min(x['int_inst'] for x in ratios.values()):.2f}x--"
+        f"{max(x['int_inst'] for x in ratios.values()):.2f}x.",
+        "2. Zero local load/store sectors confirm that the retained low half does not spill. "
+        f"The {register[(32, 1)]['registers_per_thread']:.0f}/"
+        f"{register[(64, 1)]['registers_per_thread']:.0f}-register uint32/uint64 kernels remain limited by the requested 3/2 CTA shared-memory residency.",
+        "3. The remaining request traffic is much larger than the materialized data volume. "
+        f"Register-tail global-load sectors are {min(x['loads'] for x in ratios.values()):.2f}x--"
+        f"{max(x['loads'] for x in ratios.values()):.2f}x v0.6 and store sectors are "
+        f"{min(x['stores'] for x in ratios.values()):.2f}x--"
+        f"{max(x['stores'] for x in ratios.values()):.2f}x. DRAM writes remain close to the one-state floor at batch 1, "
+        "so this is primarily L1/L2 request and transaction overhead rather than an extra global state.",
+        f"4. Register-tail L1 hit rate is only {min(l1_hits):.1f}%--{max(l1_hits):.1f}%, while its L2 hit rate is "
+        f"{min(l2_hits):.1f}%--{max(l2_hits):.1f}%. Together with "
+        f"{min(scoreboard):.1f}%--{max(scoreboard):.1f}% long-scoreboard stall, this identifies repeated L2-served dependency/coefficient/state loads as the critical path.",
+        "5. Active-warps samples reach only "
+        f"{min(x['active'] for x in ratios.values()):.2f}x--"
+        f"{max(x['active'] for x in ratios.values()):.2f}x v0.6. Barrier stall remains "
+        f"{min(barriers):.1f}%--{max(barriers):.1f}%, "
+        "so the fused tail is not work-conserving even though its logical graph is dependency closed.",
+        ablation_finding or
+        "6. Readiness polling is consistent with the latency counters, but this capture alone does not isolate its contribution. Use --ablation-baseline with a matched distributed-flag capture to quantify it.",
+        f"7. Achieved DRAM throughput is {min(dram_peak[32]):.1f}%--{max(dram_peak[32]):.1f}% of peak for uint32 and "
+        f"{min(dram_peak[64]):.1f}%--{max(dram_peak[64]):.1f}% for uint64. The kernel is latency/request limited, not bandwidth saturated.",
+        "", "Stall percentages are scheduler-state samples and must not be summed as time fractions.",
+    ]
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_appt_writer_final_ncu.py b/scripts/analyze_appt_writer_final_ncu.py
new file mode 100755
index 0000000..e8a4c52
--- /dev/null
+++ b/scripts/analyze_appt_writer_final_ncu.py
@@ -0,0 +1,69 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+def number(row, field):
+    return float(row.get(field) or 0.0)
+
+
+def ratio(row, baseline, field):
+    denominator = number(baseline, field)
+    return number(row, field) / denominator if denominator else 0.0
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input", type=Path)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+
+    with args.input.open(newline="") as source:
+        rows = {row["label"]: row for row in csv.DictReader(source)}
+
+    lines = [
+        "# APPT Writer-Final NCU Attribution",
+        "",
+        "V100 base-clock kernel replay. Ratios use the corrected grouped producer with its independently selected mapping.",
+        "",
+        "| bits | batch | variant | time us | load/grouped | store/grouped | DRAM read MiB | DRAM write MiB | L2 hit | warp-inst/grouped | integer/grouped | active warps | barrier | scoreboard | MIO | regs | waves/SM |",
+        "|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|",
+    ]
+    for bits in (32, 64):
+        for batch in (1, 4, 16):
+            grouped = rows[f"grouped_u{bits}_b{batch}"]
+            for variant in ("v06", "grouped", "writer_final"):
+                row = rows[f"{variant}_u{bits}_b{batch}"]
+                lines.append(
+                    f"| {bits} | {batch} | `{variant}` | "
+                    f"{number(row, 'time_us'):.1f} | "
+                    f"{ratio(row, grouped, 'global_load_sectors'):.3f}x | "
+                    f"{ratio(row, grouped, 'global_store_sectors'):.3f}x | "
+                    f"{number(row, 'dram_read_mib'):.1f} | "
+                    f"{number(row, 'dram_write_mib'):.1f} | "
+                    f"{number(row, 'l2_hit_pct'):.1f}% | "
+                    f"{ratio(row, grouped, 'warp_instructions'):.3f}x | "
+                    f"{ratio(row, grouped, 'integer_thread_instructions'):.3f}x | "
+                    f"{number(row, 'active_warps_pct'):.1f}% | "
+                    f"{number(row, 'barrier_stall_pct'):.1f}% | "
+                    f"{number(row, 'long_scoreboard_stall_pct'):.1f}% | "
+                    f"{number(row, 'mio_throttle_stall_pct'):.1f}% | "
+                    f"{number(row, 'registers_per_thread'):.0f} | "
+                    f"{number(row, 'waves_per_sm'):.2f} |")
+    lines.extend([
+        "",
+        "Writer-final reduces global-load sectors versus corrected grouped by 21.6%--23.4% for uint32 and 16.4%--17.3% for uint64. Warp and integer instruction counts change by at most 1.8%; uint64 remains at the same two-CTA/SM shared-memory limit and essentially the same 127/128 registers per thread. The numeric crossover is therefore not caused by extra butterfly work, register spill, or lower theoretical CTA residency.",
+        "",
+        "The saved sectors do not translate uniformly into DRAM traffic. Uint32 DRAM reads fall by 6.6%--7.6% despite a 3.2--5.4 point L2-hit loss, which is sufficient for the measured event gain. Uint64 L2 hit rate falls by 6.1--8.6 points and DRAM reads rise by 0.7%--6.4%; this cancels the sector reduction and explains its neutral event result. The transform-major writer alternates pre-final low/high streams separated by `N/2` and does not reuse stage-19 coefficients across batch transforms.",
+        "",
+        "Relative to v0.6, writer-final still issues about 1.50x/1.15x load sectors for uint32/uint64. Uint64 also retains exactly 1.50x store sectors because APPT materializes producer state, static tail publication, and natural output, whereas the `10+10` v0.6 path has two coalesced value stores. The next controlled mapping should traverse the batch data-time coordinate inside a fixed spatial subgraph so homogeneous transforms reuse coefficients and cache lines; another arithmetic-only radix change is not indicated.",
+        "",
+        "CUDA-event timing in `results/appt_writer_final/confirmed/analysis.md` remains the ranking authority. This report determines whether stage-19 writer fusion reduces requests and whether writer occupancy or arithmetic latency offsets that reduction.",
+    ])
+    args.markdown.parent.mkdir(parents=True, exist_ok=True)
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_hierarchical_cores_ncu.py b/scripts/analyze_hierarchical_cores_ncu.py
new file mode 100644
index 0000000..c7f5067
--- /dev/null
+++ b/scripts/analyze_hierarchical_cores_ncu.py
@@ -0,0 +1,91 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+METRICS = (
+    "time_us", "dram_read_mib", "dram_write_mib", "warp_instructions",
+    "integer_thread_instructions", "active_warps_pct", "barrier_stall_pct",
+    "long_scoreboard_stall_pct", "registers_per_thread", "shared_mem_bytes",
+    "occupancy_register_block_limit", "occupancy_shared_block_limit",
+    "occupancy_warp_block_limit",
+)
+
+
+def number(row, field):
+    return float(row[field])
+
+
+def compare(rows):
+    indexed = {}
+    for row in rows:
+        label = row["label"]
+        if label.startswith("w32_"):
+            bits = 32
+        elif label.startswith("w64_"):
+            bits = 64
+        else:
+            continue
+        indexed[(bits, label.split("_", 1)[1])] = row
+
+    comparisons = []
+    for bits in (32, 64):
+        native = indexed.get((bits, "dataflow-radix4"))
+        mature = indexed.get((bits, "hybrid2d-radix4"))
+        if native is None or mature is None:
+            raise ValueError(f"missing uint{bits} hierarchical core record")
+        result = {"word_bits": bits}
+        for field in METRICS:
+            native_value = number(native, field)
+            mature_value = number(mature, field)
+            result[f"native_{field}"] = native_value
+            result[f"mature_{field}"] = mature_value
+            result[f"mature_over_native_{field}"] = mature_value / native_value if native_value else 0.0
+        result["native_effective_block_limit"] = min(number(native, field) for field in METRICS[-3:])
+        result["mature_effective_block_limit"] = min(number(mature, field) for field in METRICS[-3:])
+        comparisons.append(result)
+    return comparisons
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Compare hierarchical local-core NCU records")
+    parser.add_argument("summary")
+    parser.add_argument("--csv", required=True)
+    parser.add_argument("--markdown", required=True)
+    args = parser.parse_args()
+    with Path(args.summary).open(newline="") as stream:
+        comparisons = compare(list(csv.DictReader(stream)))
+
+    with Path(args.csv).open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=list(comparisons[0]))
+        writer.writeheader()
+        writer.writerows(comparisons)
+
+    lines = [
+        "# Hierarchical local-core NCU attribution", "",
+        "Both kernels use the same persistent graph, cooperative boundary, grid/block shape, and shared allocation. Only the resident radix-4 instruction schedule changes.", "",
+        "| bits | native us | mature us | native speedup | warp inst change | integer inst change | long scoreboard change | regs native/mature | effective CTA/SM limit |",
+        "|---:|---:|---:|---:|---:|---:|---:|:--|:--|",
+    ]
+    for row in comparisons:
+        speedup = row["mature_time_us"] / row["native_time_us"]
+        warp_change = (row["mature_over_native_warp_instructions"] - 1.0) * 100.0
+        integer_change = (row["mature_over_native_integer_thread_instructions"] - 1.0) * 100.0
+        scoreboard_change = row["mature_long_scoreboard_stall_pct"] - row["native_long_scoreboard_stall_pct"]
+        lines.append(
+            f"| {row['word_bits']} | {row['native_time_us']:.2f} | {row['mature_time_us']:.2f} | "
+            f"{speedup:.3f}x | {warp_change:+.1f}% | {integer_change:+.1f}% | "
+            f"{scoreboard_change:+.2f} pp | {row['native_registers_per_thread']:.0f}/{row['mature_registers_per_thread']:.0f} | "
+            f"{row['native_effective_block_limit']:.0f}/{row['mature_effective_block_limit']:.0f} |"
+        )
+    lines.extend([
+        "", "## Interpretation", "",
+        "The mature Hybrid2D schedule reduces instruction count and registers, but does not cross an effective residency boundary. For uint32, shared memory fixes both kernels at five CTAs/SM even though the register limit improves from six to eight. For uint64, allocated register granularity leaves both at two CTAs/SM.", "",
+        "The mature schedule instead raises long-scoreboard stalls, especially for uint32. With near-equal traffic and unchanged active-warps percentage, this attributes the regression to load/dependency placement and reduced latency-hiding ILP inside the physical unit, not to the outer dataflow graph, arithmetic count, or DRAM traffic class.",
+    ])
+    Path(args.markdown).write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_hierarchical_dataflow_ncu.py b/scripts/analyze_hierarchical_dataflow_ncu.py
new file mode 100755
index 0000000..0a75da6
--- /dev/null
+++ b/scripts/analyze_hierarchical_dataflow_ncu.py
@@ -0,0 +1,131 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import math
+import re
+from pathlib import Path
+
+
+SUM_FIELDS = (
+    "time_us", "dram_read_mib", "dram_write_mib", "warp_instructions",
+    "integer_thread_instructions",
+)
+WEIGHTED_FIELDS = (
+    "active_warps_pct", "barrier_stall_pct", "long_scoreboard_stall_pct",
+)
+MAX_FIELDS = ("registers_per_thread", "shared_mem_bytes")
+MIN_FIELDS = (
+    "occupancy_register_block_limit", "occupancy_shared_block_limit",
+    "occupancy_warp_block_limit",
+)
+OUTPUT_FIELDS = (
+    "label", "word_bits", "backend", "kernel_count", *SUM_FIELDS,
+    *WEIGHTED_FIELDS, *MAX_FIELDS, *MIN_FIELDS,
+)
+
+
+def value(row, field):
+    try:
+        return float(row[field])
+    except (KeyError, TypeError, ValueError):
+        return math.nan
+
+
+def aggregate(rows):
+    totals = []
+    labels = {}
+    for row in rows:
+        labels.setdefault(row["label"], []).append(row)
+    for label, group in labels.items():
+        match = re.search(r"_w(32|64)_", label)
+        word_bits = int(match.group(1)) if match else 0
+        backend = "hierarchical-dataflow" if label.startswith("hierarchical_") else "hybrid2d"
+        times = [value(row, "time_us") for row in group]
+        valid_times = [time for time in times if math.isfinite(time)]
+        total_time = sum(valid_times)
+        result = {"label": label, "word_bits": word_bits, "backend": backend,
+                  "kernel_count": len(group), "time_us": total_time}
+        for field in SUM_FIELDS[1:]:
+            result[field] = sum(v for v in (value(row, field) for row in group) if math.isfinite(v))
+        for field in WEIGHTED_FIELDS:
+            pairs = [(time, value(row, field)) for time, row in zip(times, group)
+                     if math.isfinite(time) and math.isfinite(value(row, field))]
+            result[field] = sum(time * metric for time, metric in pairs) / sum(time for time, _ in pairs) if pairs else math.nan
+        for field in MAX_FIELDS:
+            values = [value(row, field) for row in group if math.isfinite(value(row, field))]
+            result[field] = max(values) if values else math.nan
+        for field in MIN_FIELDS:
+            values = [value(row, field) for row in group if math.isfinite(value(row, field))]
+            result[field] = min(values) if values else math.nan
+        totals.append(result)
+    return sorted(totals, key=lambda row: (row["word_bits"], row["backend"]))
+
+
+def fmt(value_, digits=2):
+    return "n/a" if not math.isfinite(value_) else f"{value_:.{digits}f}"
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Aggregate matched hierarchical/Hybrid2D NCU plans")
+    parser.add_argument("summary")
+    parser.add_argument("--csv", required=True)
+    parser.add_argument("--markdown", required=True)
+    args = parser.parse_args()
+    with Path(args.summary).open(newline="") as stream:
+        totals = aggregate(list(csv.DictReader(stream)))
+    if not totals:
+        raise ValueError("no NCU summary records found")
+    with Path(args.csv).open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=OUTPUT_FIELDS)
+        writer.writeheader()
+        writer.writerows(totals)
+
+    lines = [
+        "# HierarchicalDataflow NCU attribution", "",
+        "Hybrid2D totals include captured sequential pass kernels; a valid plan comparison requires two. Percentage metrics are time-weighted.", "",
+        "| bits | backend | kernels | time us | read MiB | write MiB | integer inst | active warps | barrier stall | long scoreboard | regs/thread | shared B |",
+        "|---:|:--|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|",
+    ]
+    by_bits = {}
+    for row in totals:
+        by_bits.setdefault(row["word_bits"], {})[row["backend"]] = row
+        lines.append(
+            f"| {row['word_bits']} | {row['backend']} | {row['kernel_count']} | {fmt(row['time_us'])} | "
+            f"{fmt(row['dram_read_mib'])} | {fmt(row['dram_write_mib'])} | {fmt(row['integer_thread_instructions'], 0)} | "
+            f"{fmt(row['active_warps_pct'])}% | {fmt(row['barrier_stall_pct'])}% | "
+            f"{fmt(row['long_scoreboard_stall_pct'])}% | {fmt(row['registers_per_thread'], 0)} | "
+            f"{fmt(row['shared_mem_bytes'], 0)} |"
+        )
+    lines.extend(["", "## Plan-level comparison", ""])
+    for bits, backends in sorted(by_bits.items()):
+        base = backends.get("hybrid2d")
+        hierarchy = backends.get("hierarchical-dataflow")
+        if not base or not hierarchy or base["kernel_count"] != 2 or hierarchy["kernel_count"] != 1:
+            base_count = base["kernel_count"] if base else 0
+            hierarchy_count = hierarchy["kernel_count"] if hierarchy else 0
+            lines.append(
+                f"- uint{bits}: incomplete capture (Hybrid2D kernels={base_count}, "
+                f"hierarchical kernels={hierarchy_count}); no plan-level ratio is reported."
+            )
+            continue
+        speedup = base["time_us"] / hierarchy["time_us"]
+        read_ratio = hierarchy["dram_read_mib"] / base["dram_read_mib"]
+        write_ratio = hierarchy["dram_write_mib"] / base["dram_write_mib"]
+        warp_ratio = hierarchy["warp_instructions"] / base["warp_instructions"]
+        integer_ratio = hierarchy["integer_thread_instructions"] / base["integer_thread_instructions"]
+        lines.append(
+            f"- uint{bits}: hierarchical/Hybrid2D speedup `{speedup:.3f}x`; "
+            f"read ratio `{read_ratio:.3f}x`; write ratio `{write_ratio:.3f}x`; "
+            f"warp-instruction ratio `{warp_ratio:.3f}x`; integer-instruction ratio "
+            f"`{integer_ratio:.3f}x`; registers/thread `{hierarchy['registers_per_thread']:.0f}` "
+            f"versus `{base['registers_per_thread']:.0f}`."
+        )
+    lines.extend([
+        "", "## Interpretation", "",
+        "Near-unit DRAM ratios mean the one-launch graph preserves, rather than removes, the single inter-layer global boundary. Performance differences are therefore attributed to CTA scheduling, instruction work, latency hiding, and synchronization instead of a different traffic-complexity class.",
+    ])
+    Path(args.markdown).write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_hierarchical_streaming_776_ncu.py b/scripts/analyze_hierarchical_streaming_776_ncu.py
new file mode 100755
index 0000000..5db4a14
--- /dev/null
+++ b/scripts/analyze_hierarchical_streaming_776_ncu.py
@@ -0,0 +1,138 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+METRICS = (
+    "time_us", "dram_read_mib", "dram_write_mib", "warp_instructions",
+    "integer_thread_instructions", "active_warps_pct", "barrier_stall_pct",
+    "wait_stall_pct", "long_scoreboard_stall_pct", "registers_per_thread",
+    "shared_mem_bytes", "waves_per_sm",
+)
+
+
+def numeric(row, field):
+    return float(row[field])
+
+
+def ratio(value, reference):
+    return value / reference if reference else 0.0
+
+
+def analyze(rows):
+    indexed = {row["label"]: row for row in rows}
+    required = (
+        "barrier_n20_b4", "streaming_generic_n20_b4",
+        "streaming_resident_776_n20_b1", "streaming_resident_776_n20_b4",
+        "streaming_specialized_n20_b4", "barrier_w32_n20_b4",
+        "streaming_specialized_w32_n20_b4",
+        "streaming_resident_776_w32_n20_b1",
+    )
+    missing = [label for label in required if label not in indexed]
+    if missing:
+        raise ValueError(f"missing NCU records: {', '.join(missing)}")
+
+    comparisons = []
+    groups = (
+        (64, "barrier_n20_b4", (
+            ("barrier", "barrier_n20_b4"),
+            ("generic-7+7+6", "streaming_generic_n20_b4"),
+            ("resident-7+7+6", "streaming_resident_776_n20_b4"),
+            ("resident-10+10", "streaming_specialized_n20_b4"),
+        )),
+        (32, "barrier_w32_n20_b4", (
+            ("barrier", "barrier_w32_n20_b4"),
+            ("resident-10+10", "streaming_specialized_w32_n20_b4"),
+        )),
+    )
+    for bits, reference_label, variants in groups:
+        reference = indexed[reference_label]
+        for variant, label in variants:
+            source = indexed[label]
+            record = {"word_bits": bits, "batch": 4, "variant": variant}
+            for field in METRICS:
+                value = numeric(source, field)
+                base = numeric(reference, field)
+                record[field] = value
+                record[f"over_barrier_{field}"] = ratio(value, base)
+            record["speedup_vs_barrier"] = ratio(
+                numeric(reference, "time_us"), numeric(source, "time_us")
+            )
+            comparisons.append(record)
+
+    b1 = indexed["streaming_resident_776_n20_b1"]
+    b4 = indexed["streaming_resident_776_n20_b4"]
+    scaling = {
+        "time_ratio_b4_b1": ratio(numeric(b4, "time_us"), numeric(b1, "time_us")),
+        "per_transform_time_ratio": ratio(numeric(b4, "time_us"), 4 * numeric(b1, "time_us")),
+        "read_ratio_b4_b1": ratio(numeric(b4, "dram_read_mib"), numeric(b1, "dram_read_mib")),
+        "write_ratio_b4_b1": ratio(numeric(b4, "dram_write_mib"), numeric(b1, "dram_write_mib")),
+        "warp_ratio_b4_b1": ratio(numeric(b4, "warp_instructions"), numeric(b1, "warp_instructions")),
+        "integer_ratio_b4_b1": ratio(
+            numeric(b4, "integer_thread_instructions"),
+            numeric(b1, "integer_thread_instructions"),
+        ),
+        "barrier_b1": numeric(b1, "barrier_stall_pct"),
+        "barrier_b4": numeric(b4, "barrier_stall_pct"),
+        "wait_b1": numeric(b1, "wait_stall_pct"),
+        "wait_b4": numeric(b4, "wait_stall_pct"),
+    }
+    return comparisons, scaling
+
+
+def fmt(value, digits=2):
+    return f"{value:.{digits}f}"
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Attribute the resident 7+7+6 NCU checkpoint")
+    parser.add_argument("summary")
+    parser.add_argument("--csv", required=True)
+    parser.add_argument("--markdown", required=True)
+    args = parser.parse_args()
+
+    with Path(args.summary).open(newline="") as stream:
+        comparisons, scaling = analyze(list(csv.DictReader(stream)))
+
+    fields = list(comparisons[0])
+    with Path(args.csv).open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(comparisons)
+
+    lines = [
+        "# Resident 7+7+6 NCU Attribution", "",
+        "All batch-4 rows are matched single-kernel captures on Tesla V100. "
+        "Speedup above one is better than the v0.6 barrier kernel.", "",
+        "| bits | implementation | time us | speedup vs barrier | read ratio | write ratio | warp-inst ratio | integer-inst ratio | active warps | barrier stall | wait stall | long scoreboard | regs | shared B | waves/SM |",
+        "|---:|:--|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|",
+    ]
+    for row in comparisons:
+        lines.append(
+            f"| {row['word_bits']} | {row['variant']} | {fmt(row['time_us'])} | "
+            f"{row['speedup_vs_barrier']:.3f}x | {row['over_barrier_dram_read_mib']:.3f}x | "
+            f"{row['over_barrier_dram_write_mib']:.3f}x | {row['over_barrier_warp_instructions']:.3f}x | "
+            f"{row['over_barrier_integer_thread_instructions']:.3f}x | {fmt(row['active_warps_pct'])}% | "
+            f"{fmt(row['barrier_stall_pct'])}% | {fmt(row['wait_stall_pct'])}% | "
+            f"{fmt(row['long_scoreboard_stall_pct'])}% | "
+            f"{row['registers_per_thread']:.0f} | {row['shared_mem_bytes']:.0f} | {row['waves_per_sm']:.2f} |"
+        )
+    lines.extend([
+        "", "## Resident 7+7+6 Batch Scaling", "",
+        f"For uint64, batch 4 takes `{scaling['time_ratio_b4_b1']:.3f}x` the batch-1 time. "
+        f"The per-transform time is therefore `{scaling['per_transform_time_ratio']:.3f}x` worse, "
+        f"not better. DRAM read/write scale by `{scaling['read_ratio_b4_b1']:.3f}x/"
+        f"{scaling['write_ratio_b4_b1']:.3f}x`, while warp/integer instructions scale only by "
+        f"`{scaling['warp_ratio_b4_b1']:.3f}x/{scaling['integer_ratio_b4_b1']:.3f}x`. "
+        f"Barrier stall remains dominant (`{scaling['barrier_b1']:.2f}%` at batch 1, "
+        f"`{scaling['barrier_b4']:.2f}%` at batch 4), while wait stall is only "
+        f"`{scaling['wait_b1']:.2f}%/{scaling['wait_b4']:.2f}%`.", "",
+        "## Interpretation", "",
+        "The resident physical core reduces instructions relative to the generic three-layer kernel, but fixed role ownership leaves runnable upstream work behind synchronization-stalled roles. Repeated readiness loads amplify measured DRAM traffic as batch grows. The next kernel must make scheduling work-conserving without introducing a single contended global queue; changing the butterfly arithmetic alone cannot close this gap.",
+    ])
+    Path(args.markdown).write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_hybrid_dataflow_td_model.py b/scripts/analyze_hybrid_dataflow_td_model.py
new file mode 100755
index 0000000..f6ef7e1
--- /dev/null
+++ b/scripts/analyze_hybrid_dataflow_td_model.py
@@ -0,0 +1,258 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import json
+import math
+from collections import defaultdict
+from pathlib import Path
+
+import numpy as np
+from sklearn.ensemble import HistGradientBoostingRegressor, RandomForestRegressor
+from sklearn.linear_model import RidgeCV
+from sklearn.pipeline import make_pipeline
+from sklearn.preprocessing import StandardScaler
+
+
+SM_COUNT = 80
+REGISTERS_PER_SM = 65536
+SHARED_BYTES_PER_SM = 98304
+THREADS_PER_SM = 2048
+REGISTER_ALLOCATION_UNIT = 256
+
+
+def read_csv(path):
+    with path.open(newline="") as handle:
+        return list(csv.DictReader(handle))
+
+
+def resource_map(path):
+    result = {}
+    for row in read_csv(path):
+        key = (int(row["word_bits"]), int(row["flow_tile_log_n"]), int(row["stage_space"]),
+               int(row["data_time"]), int(row["role_stages"]),
+               int(row["target_ctas_per_sm"]), int(row["token_interleave"]))
+        result[key] = {key: int(value) for key, value in row.items()
+                       if key in ("registers_per_thread", "stack_bytes", "local_bytes")}
+    return result
+
+
+def resident_ctas(word_bits, log_n, role_stages, registers):
+    warps = role_stages
+    threads = warps * 32
+    registers_per_warp = math.ceil(registers * 32 / REGISTER_ALLOCATION_UNIT) * REGISTER_ALLOCATION_UNIT
+    register_blocks = REGISTERS_PER_SM // (registers_per_warp * warps)
+    shared_bytes = (1 << log_n) * (word_bits // 8)
+    shared_blocks = SHARED_BYTES_PER_SM // shared_bytes
+    thread_blocks = THREADS_PER_SM // threads
+    return max(1, min(32, register_blocks, shared_blocks, thread_blocks)), shared_bytes
+
+
+FEATURE_NAMES = [
+    "word64", "logN12", "density", "log_density", "packets", "serial_slots",
+    "slots_per_packet", "utilization", "registers", "resident_ctas", "continuous_waves",
+    "ceil_waves", "wave_tail", "packets_x_density", "slots_x_density",
+    "registers_x_density", "packets_x_word64", "slots_x_word64",
+    "packets_x_logN12", "slots_x_logN12", "occupancy_headroom", "overflow",
+    "cta_floor", "cta_ceil", "partial_cta_wave", "resident_pressure",
+    "resident_wave_level", "packets_x_cta_ceil", "slots_x_cta_ceil",
+    "packets_x_resident_pressure", "slots_x_resident_pressure",
+]
+
+
+def features(row, resources):
+    bits = int(row["word_bits"])
+    log_n = int(row["logN"])
+    batch = int(row["batch"])
+    td = int(row["data_time"])
+    ur = int(row.get("role_stages", 5 if log_n == 10 else 6))
+    key = (bits, ur, ur, td, ur, 1, 1)
+    resource = resources[key]
+    resident, _ = resident_ctas(bits, log_n, ur, resource["registers_per_thread"])
+    token_count = 1 << (log_n - ur)
+    packets = math.ceil(token_count / td)
+    slots_per_packet = math.ceil(td / ur)
+    serial_slots = packets * slots_per_packet
+    utilization = token_count / (serial_slots * ur)
+    density = batch / SM_COUNT
+    continuous_waves = density / resident
+    ceil_waves = max(1, math.ceil(continuous_waves))
+    wave_tail = ceil_waves - continuous_waves
+    headroom = max(0.0, resident - density) / resident
+    overflow = max(0.0, density - resident)
+    cta_floor = math.floor(density)
+    cta_ceil = max(1, math.ceil(density))
+    partial_cta_wave = density - cta_floor
+    resident_pressure = cta_ceil / resident
+    resident_wave_level = max(1, math.ceil(density / resident))
+    word64 = float(bits == 64)
+    logn12 = float(log_n == 12)
+    values = [
+        word64, logn12, density, math.log1p(density), packets, serial_slots,
+        slots_per_packet, utilization, resource["registers_per_thread"], resident,
+        continuous_waves, ceil_waves, wave_tail, packets * density, serial_slots * density,
+        resource["registers_per_thread"] * density, packets * word64, serial_slots * word64,
+        packets * logn12, serial_slots * logn12, headroom, overflow,
+        cta_floor, cta_ceil, partial_cta_wave, resident_pressure, resident_wave_level,
+        packets * cta_ceil, serial_slots * cta_ceil,
+        packets * resident_pressure, serial_slots * resident_pressure,
+    ]
+    metadata = {"resident_ctas": resident, "packets": packets, "serial_slots": serial_slots,
+                "utilization": utilization, "registers": resource["registers_per_thread"]}
+    return values, metadata
+
+
+def prepare(rows, resources):
+    groups = defaultdict(list)
+    for row in rows:
+        key = (int(row["word_bits"]), int(row["logN"]), int(row["batch"]))
+        groups[key].append(row)
+    prepared = []
+    for key, group in groups.items():
+        best = min(float(row["kernel_ms"]) for row in group)
+        for row in group:
+            values, metadata = features(row, resources)
+            prepared.append({"key": key, "row": row, "x": values,
+                             "target": math.log(float(row["kernel_ms"]) / best), **metadata})
+    return prepared
+
+
+def evaluate(name, model, train, test):
+    model.fit(np.asarray([item["x"] for item in train]), np.asarray([item["target"] for item in train]))
+    predictions = model.predict(np.asarray([item["x"] for item in test]))
+    groups = defaultdict(list)
+    for item, prediction in zip(test, predictions):
+        groups[item["key"]].append((float(prediction), item))
+    regrets = []
+    top1 = 0
+    top2 = 0
+    rows = []
+    for key, group in sorted(groups.items()):
+        ordered = sorted(group, key=lambda value: value[0])
+        actual = sorted(group, key=lambda value: value[1]["target"])
+        chosen = ordered[0][1]
+        actual_td = int(actual[0][1]["row"]["data_time"])
+        predicted_td = int(chosen["row"]["data_time"])
+        regret = math.exp(chosen["target"])
+        regrets.append(regret)
+        top1 += predicted_td == actual_td
+        top2 += actual_td in {int(value[1]["row"]["data_time"]) for value in ordered[:2]}
+        rows.append({"model": name, "word_bits": key[0], "logN": key[1], "batch": key[2],
+                     "predicted_td": predicted_td, "actual_td": actual_td, "regret": regret,
+                     "predicted_resident_ctas": chosen["resident_ctas"],
+                     "predicted_packets": chosen["packets"], "predicted_serial_slots": chosen["serial_slots"]})
+    metrics = {
+        "model": name, "scenarios": len(groups), "top1": top1 / len(groups), "top2": top2 / len(groups),
+        "geomean_regret": math.exp(sum(math.log(value) for value in regrets) / len(regrets)),
+        "worst_regret": max(regrets), "p95_regret": float(np.percentile(regrets, 95)),
+    }
+    return metrics, rows, model
+
+
+def static_td(bits, log_n, batch):
+    if bits == 32 and log_n == 10:
+        return 10
+    if bits == 32 and log_n == 12:
+        return 12 if batch <= 2 * SM_COUNT else 6
+    if bits == 64 and log_n == 10:
+        return 10
+    return 12
+
+
+def evaluate_static(test):
+    groups = defaultdict(list)
+    for item in test:
+        groups[item["key"]].append(item)
+    regrets = []
+    top1 = top2 = 0
+    rows = []
+    for key, group in sorted(groups.items()):
+        chosen_td = static_td(*key)
+        chosen = next(item for item in group if int(item["row"]["data_time"]) == chosen_td)
+        actual = sorted(group, key=lambda item: item["target"])
+        actual_td = int(actual[0]["row"]["data_time"])
+        ordered_actual = [int(item["row"]["data_time"]) for item in actual]
+        regret = math.exp(chosen["target"])
+        regrets.append(regret)
+        top1 += chosen_td == actual_td
+        top2 += chosen_td in ordered_actual[:2]
+        rows.append({"model": "static-guarded", "word_bits": key[0], "logN": key[1], "batch": key[2],
+                     "predicted_td": chosen_td, "actual_td": actual_td, "regret": regret,
+                     "predicted_resident_ctas": chosen["resident_ctas"],
+                     "predicted_packets": chosen["packets"], "predicted_serial_slots": chosen["serial_slots"]})
+    metrics = {"model": "static-guarded", "scenarios": len(groups), "top1": top1 / len(groups),
+               "top2": top2 / len(groups),
+               "geomean_regret": math.exp(sum(math.log(value) for value in regrets) / len(regrets)),
+               "worst_regret": max(regrets), "p95_regret": float(np.percentile(regrets, 95))}
+    return metrics, rows
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Fit and evaluate a wave-aware HybridDataflow Td model")
+    parser.add_argument("--train", required=True, type=Path)
+    parser.add_argument("--test", required=True, type=Path)
+    parser.add_argument("--resources", required=True, type=Path)
+    parser.add_argument("--output-dir", required=True, type=Path)
+    args = parser.parse_args()
+    resources = resource_map(args.resources)
+    train = prepare(read_csv(args.train), resources)
+    test_rows = [row for row in read_csv(args.test)
+                 if int(row["batch"]) not in {1, 16, 80, 160, 256, 512}]
+    test = prepare(test_rows, resources)
+    models = {
+        "ridge": make_pipeline(StandardScaler(), RidgeCV(alphas=np.logspace(-4, 4, 33))),
+        "hist-gradient": HistGradientBoostingRegressor(max_iter=300, max_leaf_nodes=15,
+                                                       learning_rate=0.05, l2_regularization=0.1,
+                                                       random_state=7),
+        "random-forest": RandomForestRegressor(n_estimators=400, max_depth=10, min_samples_leaf=2,
+                                                max_features=0.8, n_jobs=-1, random_state=7),
+    }
+    static_metrics, static_predictions = evaluate_static(test)
+    metrics = [static_metrics]
+    predictions = list(static_predictions)
+    fitted = {}
+    for name, model in models.items():
+        result, rows, trained = evaluate(name, model, train, test)
+        metrics.append(result)
+        predictions.extend(rows)
+        fitted[name] = trained
+    args.output_dir.mkdir(parents=True, exist_ok=True)
+    with (args.output_dir / "metrics.json").open("w") as handle:
+        json.dump(metrics, handle, indent=2)
+    fields = list(predictions[0])
+    with (args.output_dir / "predictions.csv").open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(predictions)
+    ridge = fitted["ridge"]
+    coefficients = dict(zip(FEATURE_NAMES, ridge[-1].coef_))
+    with (args.output_dir / "ridge_coefficients.json").open("w") as handle:
+        json.dump({"alpha": ridge[-1].alpha_, "coefficients": coefficients}, handle, indent=2)
+    lines = ["# HybridDataflow Td model evaluation", "",
+             "Training uses the full Td scan at six representative batches. Testing uses unseen",
+             "batch multiples of 16 from the dense scan; overlapping batches are excluded.", "",
+             "| model | scenarios | top-1 | top-2 | geomean regret | p95 regret | worst regret |",
+             "|---|---:|---:|---:|---:|---:|---:|"]
+    for result in metrics:
+        lines.append(f"| {result['model']} | {result['scenarios']} | {result['top1']:.3f} | "
+                     f"{result['top2']:.3f} | {result['geomean_regret']:.4f} | "
+                     f"{result['p95_regret']:.4f} | {result['worst_regret']:.4f} |")
+    lines += [
+        "",
+        "## Features and decision",
+        "",
+        "The feature set combines packet count, critical serial slots, token utilization, cubin",
+        "register count, analytically derived resident CTAs, continuous and discrete CTA density,",
+        "partial waves, and interactions with word width and graph length. Cubin resources are",
+        "extracted by `extract_hybrid_dataflow_resources.py`; no timing label is used as a feature.",
+        "",
+        "The runtime admission target is geomean regret <=1.02, p95 <=1.05, and worst <=1.10 on",
+        "unseen batches. The static guarded policy passes all three. The best learned model",
+        "(`hist-gradient`) passes only the geomean target and reaches 1.151 worst regret, so it is",
+        "not admitted to runtime selection. Learned ranking remains useful as a top-2 search hint;",
+        "the measured static table remains authoritative on V100.",
+    ]
+    (args.output_dir / "analysis.md").write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_packed_stage6.py b/scripts/analyze_packed_stage6.py
new file mode 100755
index 0000000..8a21838
--- /dev/null
+++ b/scripts/analyze_packed_stage6.py
@@ -0,0 +1,132 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+LABELS = ("v06", "vector_d6", "vector_d7", "vector_packed_stage6",
+          "vector_packed_stage6_distributed")
+METRICS = (
+    ("time_us", "time (us)"),
+    ("dram_read_mib", "DRAM read (MiB)"),
+    ("dram_write_mib", "DRAM write (MiB)"),
+    ("global_load_sectors", "global-load sectors"),
+    ("global_store_sectors", "global-store sectors"),
+    ("l2_hit_pct", "L2 hit (%)"),
+    ("l1_hit_pct", "L1/TEX hit (%)"),
+    ("warp_instructions", "warp instructions"),
+    ("local_load_sectors", "local-load sectors"),
+    ("local_store_sectors", "local-store sectors"),
+    ("registers_per_thread", "registers/thread"),
+    ("active_warps_pct", "active warps (%)"),
+    ("long_scoreboard_stall_pct", "long scoreboard stall (%)"),
+    ("mio_throttle_stall_pct", "MIO throttle stall (%)"),
+)
+
+
+def read_summary(path):
+    with path.open(newline="") as handle:
+        rows = {row["label"]: row for row in csv.DictReader(handle)}
+    missing = [label for label in LABELS if label not in rows]
+    if missing:
+        raise ValueError(f"missing NCU records: {', '.join(missing)}")
+    return rows
+
+
+def number(row, field):
+    value = row.get(field, "")
+    return None if value == "" else float(value)
+
+
+def ratio(numerator, denominator):
+    if numerator is None or denominator in (None, 0):
+        return None
+    return numerator / denominator
+
+
+def formatted(value):
+    if value is None:
+        return "-"
+    if abs(value) >= 100000:
+        return f"{value:,.0f}"
+    return f"{value:.3f}"
+
+
+def make_report(rows):
+    d6 = rows["vector_d6"]
+    d7 = rows["vector_d7"]
+    packed = rows["vector_packed_stage6"]
+    distributed = rows["vector_packed_stage6_distributed"]
+    packed_time = number(packed, "time_us")
+    distributed_time = number(distributed, "time_us")
+    d6_time = number(d6, "time_us")
+    d7_time = number(d7, "time_us")
+    packed_sectors = number(packed, "global_load_sectors")
+    distributed_sectors = number(distributed, "global_load_sectors")
+    d6_sectors = number(d6, "global_load_sectors")
+    d7_sectors = number(d7, "global_load_sectors")
+    packed_instructions = number(packed, "warp_instructions")
+    distributed_instructions = number(distributed, "warp_instructions")
+    d7_instructions = number(d7, "warp_instructions")
+
+    lines = [
+        "# Packed Stage-6 Vector Load",
+        "",
+        "| metric | v0.6 | vector d6 | vector d7 | packed vector16 | packed lane32 | lane32/vector16 | lane32/d7 |",
+        "|:--|--:|--:|--:|--:|--:|--:|--:|",
+    ]
+    for field, title in METRICS:
+        values = [number(rows[label], field) for label in LABELS]
+        lines.append(
+            f"| {title} | {formatted(values[0])} | {formatted(values[1])} | "
+            f"{formatted(values[2])} | {formatted(values[3])} | "
+            f"{formatted(values[4])} | "
+            f"{formatted(ratio(values[4], values[3]))}x | "
+            f"{formatted(ratio(values[4], values[2]))}x |")
+
+    lines += ["", "## Decision", ""]
+    required = (packed_time, distributed_time, d6_time, d7_time,
+                packed_sectors, distributed_sectors, d6_sectors, d7_sectors,
+                packed_instructions, distributed_instructions, d7_instructions)
+    if any(value is None for value in required):
+        lines.append("The capture is incomplete; do not select the packed core.")
+    elif distributed_sectors > d7_sectors * 1.05:
+        lines.append(
+            "The 32-lane packed table did not preserve d7's sector reduction. Inspect the "
+            "generated LDG.64 addresses before changing the schedule.")
+    elif distributed_time < min(packed_time, d7_time):
+        lines.append(
+            "The 32-lane packed core combines aligned sectors with recovered memory-level "
+            "parallelism. Promote it to the next v0.7 schedule search while retaining the "
+            "other physical cores as ablations.")
+    elif distributed_time < packed_time:
+        lines.append(
+            "Distributing the packed pair across all lanes recovers part of the vector16 "
+            "scoreboard loss, but the physical core still does not beat d7.")
+    else:
+        lines.append(
+            "The 32-lane load does not recover the vector16 loss. The remaining issue is not "
+            "lane-level memory parallelism; inspect cache residency and dependency placement.")
+    if not any(value is None for value in required):
+        lines.append(
+            f"Lane32/vector16 time is {ratio(distributed_time, packed_time):.3f}x, "
+            f"lane32/d7 time is {ratio(distributed_time, d7_time):.3f}x, and "
+            f"lane32/d7 warp instructions are "
+            f"{ratio(distributed_instructions, d7_instructions):.3f}x.")
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("summary", type=Path)
+    parser.add_argument("--output", "-o", type=Path)
+    args = parser.parse_args()
+    report = make_report(read_summary(args.summary))
+    if args.output:
+        args.output.write_text(report)
+    else:
+        print(report, end="")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_packed_stage6_lane32_schedule_ncu.py b/scripts/analyze_packed_stage6_lane32_schedule_ncu.py
new file mode 100755
index 0000000..4da887f
--- /dev/null
+++ b/scripts/analyze_packed_stage6_lane32_schedule_ncu.py
@@ -0,0 +1,96 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+LABELS = ("v06", "d7", "lane32_84_76", "lane32_85_75",
+          "lane32_86_74")
+METRICS = (
+    ("time_us", "time (us)"),
+    ("global_load_sectors", "global-load sectors"),
+    ("dram_read_mib", "DRAM read (MiB)"),
+    ("l2_hit_pct", "L2 hit (%)"),
+    ("warp_instructions", "warp instructions"),
+    ("long_scoreboard_stall_pct", "long scoreboard stall (%)"),
+    ("active_warps_pct", "active warps (%)"),
+    ("registers_per_thread", "registers/thread"),
+)
+
+
+def read_summary(path):
+    with path.open(newline="") as source:
+        rows = {row["label"]: row for row in csv.DictReader(source)}
+    missing = [label for label in LABELS if label not in rows]
+    if missing:
+        raise ValueError(f"missing NCU records: {', '.join(missing)}")
+    return rows
+
+
+def number(row, field):
+    value = row.get(field, "")
+    return None if value == "" else float(value)
+
+
+def formatted(value):
+    if value is None:
+        return "-"
+    if abs(value) >= 100000:
+        return f"{value:,.0f}"
+    return f"{value:.3f}"
+
+
+def make_report(rows):
+    candidates = LABELS[2:]
+    complete = all(number(rows[label], "time_us") is not None
+                   for label in LABELS)
+    lines = [
+        "# Packed Lane32 Fixed-Clock Schedule Confirmation", "",
+        "| metric | v0.6 | d7 85:75 | lane32 84:76 | lane32 85:75 | lane32 86:74 |",
+        "|:--|--:|--:|--:|--:|--:|",
+    ]
+    for field, title in METRICS:
+        values = [number(rows[label], field) for label in LABELS]
+        lines.append("| " + title + " | " + " | ".join(
+            formatted(value) for value in values) + " |")
+    lines.extend(["", "## Decision", ""])
+    if not complete:
+        lines.append("The capture is incomplete; do not update the selector.")
+        return "\n".join(lines) + "\n"
+    best_label = min(candidates, key=lambda label: number(rows[label], "time_us"))
+    best_time = number(rows[best_label], "time_us")
+    v06_time = number(rows["v06"], "time_us")
+    d7_time = number(rows["d7"], "time_us")
+    weights = best_label.removeprefix("lane32_").replace("_", ":")
+    if best_time < v06_time:
+        lines.append(
+            "The tuned lane32 point exceeds both fixed-clock controls. It is eligible for "
+            "the V100 logN20/batch16 static selector entry.")
+    elif best_time < d7_time:
+        lines.append(
+            "The tuned lane32 point is the best v0.7 core but remains behind v0.6; keep "
+            "v0.6 as the public default while retaining lane32 for schedule research.")
+    else:
+        lines.append(
+            "The tuned lane32 point does not beat d7 under fixed clock; do not promote it.")
+    lines.append(
+        f"Best lane32 weights={weights}, time={best_time:.3f} us, "
+        f"throughput/v0.6={v06_time / best_time:.3f}x, "
+        f"throughput/d7={d7_time / best_time:.3f}x.")
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("summary", type=Path)
+    parser.add_argument("--output", "-o", type=Path)
+    args = parser.parse_args()
+    report = make_report(read_summary(args.summary))
+    if args.output:
+        args.output.write_text(report)
+    else:
+        print(report, end="")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_packet_compute_layout_ncu.py b/scripts/analyze_packet_compute_layout_ncu.py
new file mode 100755
index 0000000..94d62b0
--- /dev/null
+++ b/scripts/analyze_packet_compute_layout_ncu.py
@@ -0,0 +1,97 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+BATCHES = (16, 32, 64)
+MODES = ("aggregate", "bitmap_interleaved", "bitmap_warp_rows")
+METRICS = (
+    ("time_us", "time (us)"),
+    ("warp_instructions", "warp instructions"),
+    ("cbu_warp_instructions", "CBU instructions"),
+    ("lsu_warp_instructions", "LSU instructions"),
+    ("global_load_sectors", "global-load sectors"),
+    ("shared_load_bank_conflicts", "shared-load conflicts"),
+    ("shared_store_bank_conflicts", "shared-store conflicts"),
+    ("barrier_stall_pct", "barrier stall (%)"),
+    ("long_scoreboard_stall_pct", "long scoreboard (%)"),
+    ("short_scoreboard_stall_pct", "short scoreboard (%)"),
+    ("registers_per_thread", "registers/thread"),
+)
+
+
+def read_rows(path):
+    with path.open(newline="") as handle:
+        rows = {row["label"]: row for row in csv.DictReader(handle)}
+    expected = [f"{mode}_b{batch}" for batch in BATCHES for mode in MODES]
+    missing = [label for label in expected if label not in rows]
+    if missing:
+        raise ValueError(f"missing NCU records: {', '.join(missing)}")
+    return rows
+
+
+def number(row, field):
+    value = row.get(field, "")
+    return None if value == "" else float(value)
+
+
+def display(value):
+    if value is None:
+        return "-"
+    return f"{value:,.0f}" if abs(value) >= 100000 else f"{value:.3f}"
+
+
+def report(rows):
+    lines = ["# Packet Compute Layout Fixed-Clock Attribution", ""]
+    for batch in BATCHES:
+        labels = [f"{mode}_b{batch}" for mode in MODES]
+        lines.extend([
+            f"## Batch {batch}", "",
+            "| metric | aggregate | bitmap interleaved | bitmap warp-row |",
+            "|:--|--:|--:|--:|",
+        ])
+        for field, title in METRICS:
+            lines.append(
+                f"| {title} | "
+                + " | ".join(display(number(rows[label], field)) for label in labels)
+                + " |"
+            )
+        interleaved = rows[labels[1]]
+        warp_rows = rows[labels[2]]
+        deltas = []
+        for field, title in (
+            ("time_us", "time"),
+            ("warp_instructions", "instructions"),
+            ("global_load_sectors", "load sectors"),
+            ("shared_load_bank_conflicts", "shared-load conflicts"),
+            ("cbu_warp_instructions", "CBU instructions"),
+            ("lsu_warp_instructions", "LSU instructions"),
+        ):
+            before = number(interleaved, field)
+            after = number(warp_rows, field)
+            if before not in (None, 0.0) and after is not None:
+                deltas.append(f"{title}={after / before:.3f}x")
+        lines.extend(["", "Warp-row/interleaved: " + "; ".join(deltas) + ".", ""])
+    lines.append(
+        "CUDA-event timing remains the ranking authority. Promote warp-row only "
+        "if its predicted conflict/sector reduction is visible and is not "
+        "offset by instruction or scoreboard growth."
+    )
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("summary", type=Path)
+    parser.add_argument("--output", "-o", type=Path)
+    args = parser.parse_args()
+    output = report(read_rows(args.summary))
+    if args.output:
+        args.output.write_text(output)
+    else:
+        print(output, end="")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_packet_readiness_modes_ncu.py b/scripts/analyze_packet_readiness_modes_ncu.py
new file mode 100755
index 0000000..eb8edbd
--- /dev/null
+++ b/scripts/analyze_packet_readiness_modes_ncu.py
@@ -0,0 +1,103 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+BATCHES = (16, 32, 64)
+MODES = ("aggregate", "per_packet", "wave_bitmap")
+METRICS = (
+    ("time_us", "time (us)"),
+    ("dram_read_mib", "DRAM read (MiB)"),
+    ("warp_instructions", "warp instructions"),
+    ("cbu_warp_instructions", "CBU instructions"),
+    ("lsu_warp_instructions", "LSU instructions"),
+    ("global_load_sectors", "global-load sectors"),
+    ("global_store_sectors", "global-store sectors"),
+    ("shared_load_bank_conflicts", "shared-load conflicts"),
+    ("barrier_stall_pct", "barrier stall (%)"),
+    ("long_scoreboard_stall_pct", "long scoreboard (%)"),
+    ("registers_per_thread", "registers/thread"),
+)
+
+
+def read_rows(path):
+    with path.open(newline="") as handle:
+        rows = {row["label"]: row for row in csv.DictReader(handle)}
+    expected = [f"{mode}_b{batch}" for batch in BATCHES for mode in MODES]
+    missing = [label for label in expected if label not in rows]
+    if missing:
+        raise ValueError(f"missing NCU records: {', '.join(missing)}")
+    return rows
+
+
+def number(row, field):
+    value = row.get(field, "")
+    return None if value == "" else float(value)
+
+
+def display(value):
+    if value is None:
+        return "-"
+    if abs(value) >= 100000:
+        return f"{value:,.0f}"
+    return f"{value:.3f}"
+
+
+def report(rows):
+    lines = ["# Packet Readiness Fixed-Clock Attribution", ""]
+    for batch in BATCHES:
+        labels = [f"{mode}_b{batch}" for mode in MODES]
+        lines.extend([
+            f"## Batch {batch}", "",
+            "| metric | aggregate | per-packet | wave-bitmap |",
+            "|:--|--:|--:|--:|",
+        ])
+        for field, title in METRICS:
+            lines.append(
+                f"| {title} | "
+                + " | ".join(display(number(rows[label], field)) for label in labels)
+                + " |"
+            )
+        aggregate = rows[labels[0]]
+        per_packet = rows[labels[1]]
+        bitmap = rows[labels[2]]
+        deltas = []
+        for field, title in (
+            ("time_us", "time"),
+            ("warp_instructions", "instructions"),
+            ("global_load_sectors", "load sectors"),
+            ("shared_load_bank_conflicts", "shared-load conflicts"),
+            ("cbu_warp_instructions", "CBU instructions"),
+        ):
+            packet_value = number(per_packet, field)
+            bitmap_value = number(bitmap, field)
+            if packet_value not in (None, 0.0) and bitmap_value is not None:
+                deltas.append(f"{title}={bitmap_value / packet_value:.3f}x")
+        aggregate_time = number(aggregate, "time_us")
+        bitmap_time = number(bitmap, "time_us")
+        if aggregate_time not in (None, 0.0) and bitmap_time is not None:
+            deltas.append(f"bitmap/aggregate time={bitmap_time / aggregate_time:.3f}x")
+        lines.extend(["", "Bitmap/per-packet: " + "; ".join(deltas) + ".", ""])
+    lines.append(
+        "CUDA-event timing remains the ranking authority. This replay capture "
+        "tests whether identity-preserving bitmap publication removes polling "
+        "sectors without transferring the cost to CBU serialization."
+    )
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("summary", type=Path)
+    parser.add_argument("--output", "-o", type=Path)
+    args = parser.parse_args()
+    output = report(read_rows(args.summary))
+    if args.output:
+        args.output.write_text(output)
+    else:
+        print(output, end="")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_packet_shared_radix4_ncu.py b/scripts/analyze_packet_shared_radix4_ncu.py
new file mode 100755
index 0000000..f84130e
--- /dev/null
+++ b/scripts/analyze_packet_shared_radix4_ncu.py
@@ -0,0 +1,100 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+LABELS = ("v06", "d7", "lane32", "packet128")
+METRICS = (
+    ("time_us", "time (us)"),
+    ("warp_instructions", "warp instructions"),
+    ("adu_warp_instructions", "ADU pipe instructions"),
+    ("alu_warp_instructions", "ALU pipe instructions"),
+    ("cbu_warp_instructions", "CBU pipe instructions"),
+    ("lsu_warp_instructions", "LSU pipe instructions"),
+    ("xu_warp_instructions", "XU pipe instructions"),
+    ("global_warp_instructions", "global-memory instructions"),
+    ("shared_warp_instructions", "shared-memory instructions"),
+    ("global_load_sectors", "global-load sectors"),
+    ("active_warps_pct", "active warps (%)"),
+    ("barrier_stall_pct", "barrier stall (%)"),
+    ("long_scoreboard_stall_pct", "long scoreboard stall (%)"),
+    ("mio_throttle_stall_pct", "MIO throttle stall (%)"),
+    ("registers_per_thread", "registers/thread"),
+    ("shared_mem_bytes", "shared bytes/CTA"),
+)
+
+
+def read_summary(path):
+    with path.open(newline="") as handle:
+        rows = {row["label"]: row for row in csv.DictReader(handle)}
+    missing = [label for label in LABELS if label not in rows]
+    if missing:
+        raise ValueError(f"missing NCU records: {', '.join(missing)}")
+    return rows
+
+
+def number(row, field):
+    value = row.get(field, "")
+    return None if value == "" else float(value)
+
+
+def formatted(value):
+    if value is None:
+        return "-"
+    if abs(value) >= 100000:
+        return f"{value:,.0f}"
+    return f"{value:.3f}"
+
+
+def make_report(rows):
+    lines = [
+        "# Packet-Shared Radix-4 Fixed-Clock Confirmation", "",
+        "| metric | v0.6 | d7 | lane32 | packet128 |",
+        "|:--|--:|--:|--:|--:|",
+    ]
+    for field, title in METRICS:
+        lines.append("| " + title + " | " + " | ".join(
+            formatted(number(rows[label], field)) for label in LABELS) + " |")
+    lines.extend(["", "## Decision", ""])
+    times = {label: number(rows[label], "time_us") for label in LABELS}
+    instructions = {label: number(rows[label], "warp_instructions")
+                    for label in LABELS}
+    if any(value is None for value in (*times.values(), *instructions.values())):
+        lines.append("The capture is incomplete; do not update the selector.")
+        return "\n".join(lines) + "\n"
+    packet_time = times["packet128"]
+    packet_instructions = instructions["packet128"]
+    lines.append(
+        f"Packet128 throughput/v0.6={times['v06'] / packet_time:.3f}x, "
+        f"throughput/lane32={times['lane32'] / packet_time:.3f}x. "
+        f"Its dynamic instruction count is {packet_instructions / instructions['v06']:.3f}x "
+        f"v0.6 and {packet_instructions / instructions['lane32']:.3f}x lane32.")
+    if packet_time < times["v06"] and packet_instructions <= instructions["v06"] * 1.05:
+        lines.append(
+            "The packet core closes the physical-codelet instruction gap and beats the "
+            "fixed-clock v0.6 control. It is eligible for broader batch/length screening.")
+    elif packet_time < times["lane32"]:
+        lines.append(
+            "The packet core improves v0.7 but does not yet close v0.6; retain it as the "
+            "next optimization base without changing the public selector.")
+    else:
+        lines.append(
+            "The packet core does not improve lane32 under fixed clock; do not promote it.")
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("summary", type=Path)
+    parser.add_argument("--output", "-o", type=Path)
+    args = parser.parse_args()
+    report = make_report(read_summary(args.summary))
+    if args.output:
+        args.output.write_text(report)
+    else:
+        print(report, end="")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_packet_streaming_ncu.py b/scripts/analyze_packet_streaming_ncu.py
new file mode 100755
index 0000000..53678ee
--- /dev/null
+++ b/scripts/analyze_packet_streaming_ncu.py
@@ -0,0 +1,109 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+PAIRS = (("aggregate_b16", "online_b16"),
+         ("aggregate_b32", "online_b32"),
+         ("aggregate_b64", "online_b64"))
+METRICS = (
+    ("time_us", "time (us)"),
+    ("dram_read_mib", "DRAM read (MiB)"),
+    ("warp_instructions", "warp instructions"),
+    ("cbu_warp_instructions", "CBU pipe instructions"),
+    ("lsu_warp_instructions", "LSU pipe instructions"),
+    ("global_warp_instructions", "global-memory instructions"),
+    ("shared_warp_instructions", "shared-memory instructions"),
+    ("global_load_sectors", "global-load sectors"),
+    ("global_store_sectors", "global-store sectors"),
+    ("shared_load_bank_conflicts", "shared-load bank conflicts"),
+    ("shared_store_bank_conflicts", "shared-store bank conflicts"),
+    ("active_warps_pct", "active warps (%)"),
+    ("barrier_stall_pct", "barrier stall (%)"),
+    ("long_scoreboard_stall_pct", "long scoreboard stall (%)"),
+    ("mio_throttle_stall_pct", "MIO throttle stall (%)"),
+    ("short_scoreboard_stall_pct", "short scoreboard stall (%)"),
+    ("registers_per_thread", "registers/thread"),
+    ("shared_mem_bytes", "shared bytes/CTA"),
+)
+
+
+def read_rows(path):
+    with path.open(newline="") as handle:
+        rows = {row["label"]: row for row in csv.DictReader(handle)}
+    missing = [label for pair in PAIRS for label in pair if label not in rows]
+    if missing:
+        raise ValueError(f"missing NCU records: {', '.join(missing)}")
+    return rows
+
+
+def number(row, field):
+    value = row.get(field, "")
+    return None if value == "" else float(value)
+
+
+def display(value):
+    if value is None:
+        return "-"
+    if abs(value) >= 100000:
+        return f"{value:,.0f}"
+    return f"{value:.3f}"
+
+
+def report(rows):
+    labels = tuple(label for pair in PAIRS for label in pair)
+    lines = [
+        "# Packet Streaming Fixed-Clock Attribution", "",
+        "| metric | aggregate b16 | online b16 | aggregate b32 | online b32 | aggregate b64 | online b64 |",
+        "|:--|--:|--:|--:|--:|--:|--:|",
+    ]
+    for field, title in METRICS:
+        lines.append("| " + title + " | " + " | ".join(
+            display(number(rows[label], field)) for label in labels) + " |")
+    lines.extend(["", "## Deltas", ""])
+    for aggregate, online in PAIRS:
+        batch = aggregate.removeprefix("aggregate_b")
+        aggregate_time = number(rows[aggregate], "time_us")
+        online_time = number(rows[online], "time_us")
+        aggregate_inst = number(rows[aggregate], "warp_instructions")
+        online_inst = number(rows[online], "warp_instructions")
+        if None in (aggregate_time, online_time, aggregate_inst, online_inst):
+            lines.append(f"Batch {batch}: capture incomplete.")
+        else:
+            detail = (
+                f"Batch {batch}: online/aggregate time={online_time / aggregate_time:.3f}x; "
+                f"instructions={online_inst / aggregate_inst:.3f}x"
+            )
+            for field, title in (
+                ("global_load_sectors", "load sectors"),
+                ("shared_load_bank_conflicts", "shared-load conflicts"),
+                ("cbu_warp_instructions", "CBU instructions"),
+                ("long_scoreboard_stall_pct", "long-scoreboard"),
+            ):
+                aggregate_value = number(rows[aggregate], field)
+                online_value = number(rows[online], field)
+                if aggregate_value not in (None, 0.0) and online_value is not None:
+                    detail += f"; {title}={online_value / aggregate_value:.3f}x"
+            lines.append(detail + ".")
+    lines.append(
+        "Interpret time together with barrier/CBU/LSU deltas: online publication is "
+        "useful only when producer-consumer overlap repays its repeated readiness and "
+        "wave synchronization cost.")
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("summary", type=Path)
+    parser.add_argument("--output", "-o", type=Path)
+    args = parser.parse_args()
+    output = report(read_rows(args.summary))
+    if args.output:
+        args.output.write_text(output)
+    else:
+        print(output, end="")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_resident_execution_groups_ncu.py b/scripts/analyze_resident_execution_groups_ncu.py
new file mode 100755
index 0000000..9055d73
--- /dev/null
+++ b/scripts/analyze_resident_execution_groups_ncu.py
@@ -0,0 +1,164 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+PAIR_SPECS = (
+    ("boundary-lowering", "m4_g4_generic", "m4_g2_generic"),
+    ("physical-core", "m4_g2_generic", "m4_g2_dataflow"),
+    ("logical-equivalence", "m2_g2_dataflow", "m4_g2_dataflow"),
+)
+
+COUNTERS = (
+    "time_us", "dram_read_mib", "dram_write_mib", "global_load_sectors",
+    "global_store_sectors", "shared_load_bank_conflicts",
+    "shared_store_bank_conflicts", "warp_instructions",
+    "integer_thread_instructions", "adu_warp_instructions",
+    "cbu_warp_instructions", "lsu_warp_instructions", "active_warps_pct",
+    "barrier_stall_pct", "long_scoreboard_stall_pct",
+    "mio_throttle_stall_pct", "registers_per_thread", "shared_mem_bytes",
+    "waves_per_sm", "occupancy_register_block_limit",
+    "occupancy_shared_block_limit", "occupancy_warp_block_limit",
+)
+
+
+def number(row, field):
+    value = row.get(field, "")
+    return None if value == "" else float(value)
+
+
+def ratio(base, candidate, field):
+    left, right = number(base, field), number(candidate, field)
+    if left is None or right in (None, 0.0):
+        return None
+    return left / right
+
+
+def delta_pct(base, candidate, field):
+    left, right = number(base, field), number(candidate, field)
+    if left in (None, 0.0) or right is None:
+        return None
+    return (right / left - 1.0) * 100.0
+
+
+def analyze(rows):
+    indexed = {row["label"]: row for row in rows}
+    records = []
+    for batch in (1, 16):
+        for comparison, base_suffix, candidate_suffix in PAIR_SPECS:
+            base_label = f"b{batch}_{base_suffix}"
+            candidate_label = f"b{batch}_{candidate_suffix}"
+            if base_label not in indexed or candidate_label not in indexed:
+                raise ValueError(
+                    f"missing NCU pair: {base_label}, {candidate_label}")
+            base, candidate = indexed[base_label], indexed[candidate_label]
+            record = {
+                "batch": batch,
+                "comparison": comparison,
+                "base": base_suffix,
+                "candidate": candidate_suffix,
+            }
+            for field in COUNTERS:
+                record[f"base_{field}"] = number(base, field)
+                record[f"candidate_{field}"] = number(candidate, field)
+                record[f"ratio_{field}"] = ratio(base, candidate, field)
+                record[f"delta_pct_{field}"] = delta_pct(base, candidate, field)
+            records.append(record)
+    return records
+
+
+def fmt_ratio(value):
+    return "n/a" if value is None else f"{value:.3f}x"
+
+
+def fmt_delta(value):
+    return "n/a" if value is None else f"{value:+.2f} pp"
+
+
+def fmt_transition(base, candidate, scale=1.0, digits=0):
+    if base is None or candidate is None:
+        return "n/a"
+    return f"{base / scale:.{digits}f}->{candidate / scale:.{digits}f}"
+
+
+def render(records):
+    mechanisms = [row for row in records
+                  if row["comparison"] != "logical-equivalence"]
+    equivalence = [row for row in records
+                   if row["comparison"] == "logical-equivalence"]
+    lines = [
+        "# Resident Execution-Group NCU Attribution", "",
+        "NCU replay time is diagnostic only; CUDA-event measurements remain the "
+        "performance authority. Ratios below are base/candidate, so values above "
+        "1 mean the candidate executes less work.", "",
+        "## Controlled Mechanisms", "",
+        "| batch | change | replay speedup | load sectors | store sectors | warp inst | integer inst | active warps candidate/base | registers | shared KiB | long scoreboard |",
+        "|---:|:--|---:|---:|---:|---:|---:|---:|:--:|:--:|:--:|",
+    ]
+    for row in mechanisms:
+        lines.append(
+            f"| {row['batch']} | {row['comparison']} | "
+            f"{fmt_ratio(row['ratio_time_us'])} | "
+            f"{fmt_ratio(row['ratio_global_load_sectors'])} | "
+            f"{fmt_ratio(row['ratio_global_store_sectors'])} | "
+            f"{fmt_ratio(row['ratio_warp_instructions'])} | "
+            f"{fmt_ratio(row['ratio_integer_thread_instructions'])} | "
+            f"{fmt_ratio(1.0 / row['ratio_active_warps_pct'])} | "
+            f"{fmt_transition(row['base_registers_per_thread'], row['candidate_registers_per_thread'])} | "
+            f"{fmt_transition(row['base_shared_mem_bytes'], row['candidate_shared_mem_bytes'], 1024.0, 1)} | "
+            f"{fmt_delta(row['candidate_long_scoreboard_stall_pct'] - row['base_long_scoreboard_stall_pct'])} |")
+
+    lines.extend([
+        "", "Boundary lowering removes two global materializations and also "
+        "coarsens four logical descriptors into two resident execution groups. "
+        "The gain therefore appears in sectors, control/LSU work, and total warp "
+        "instructions even though the larger resident tile uses more shared memory.",
+        "", "The mature dataflow core is a second independent gain. It combines "
+        "lower sector and instruction demand with 40 rather than 72 registers per "
+        "thread, about twice the active-warp percentage, and a lower long-scoreboard "
+        "fraction. Its nonzero barrier cost is more than recovered by occupancy and "
+        "dependency hiding.",
+        "", "## Logical-M Equivalence", "",
+        "| batch | replay delta | load-sector delta | store-sector delta | warp-inst delta | integer-inst delta | active-warp delta |",
+        "|---:|---:|---:|---:|---:|---:|---:|",
+    ])
+    for row in equivalence:
+        lines.append(
+            f"| {row['batch']} | {row['delta_pct_time_us']:+.2f}% | "
+            f"{row['delta_pct_global_load_sectors']:+.2f}% | "
+            f"{row['delta_pct_global_store_sectors']:+.2f}% | "
+            f"{row['delta_pct_warp_instructions']:+.2f}% | "
+            f"{row['delta_pct_integer_thread_instructions']:+.2f}% | "
+            f"{row['delta_pct_active_warps_pct']:+.2f}% |")
+    max_counter_delta = max(
+        abs(row[f"delta_pct_{field}"])
+        for row in equivalence
+        for field in ("global_load_sectors", "global_store_sectors",
+                      "warp_instructions", "integer_thread_instructions"))
+    lines.extend([
+        "", f"M=2 and M=4 lower to the same G=2 `10+10` dataflow core. "
+        f"Their maximum sector/instruction delta is {max_counter_delta:.2f}%, "
+        "confirming that logical M no longer introduces hidden runtime work once "
+        "the physical schedule is identical.", "",
+    ])
+    return "\n".join(lines)
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("summary", type=Path)
+    parser.add_argument("--csv", type=Path, required=True)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+    with args.summary.open(newline="") as handle:
+        records = analyze(csv.DictReader(handle))
+    with args.csv.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=records[0].keys())
+        writer.writeheader()
+        writer.writerows(records)
+    args.markdown.write_text(render(records))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_v06_v07_crossover.py b/scripts/analyze_v06_v07_crossover.py
new file mode 100755
index 0000000..eefcf95
--- /dev/null
+++ b/scripts/analyze_v06_v07_crossover.py
@@ -0,0 +1,141 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import math
+import re
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+N12_LABEL = re.compile(r"^(hybrid2d|hybrid_td6|hybrid_td12)_b(\d+)$")
+
+
+def summarize(rows, sm_count=80, resident_ctas=2):
+    samples = defaultdict(list)
+    for row in rows:
+        samples[(row["case_id"], row["variant"])].append(
+            float(row["kernel_ms"]))
+    medians = {key: statistics.median(values)
+               for key, values in samples.items()}
+    records = []
+    batches = sorted({int(match.group(2))
+                      for case_variant in samples
+                      if case_variant[0] == "n12_u32"
+                      for match in [N12_LABEL.fullmatch(case_variant[1])]
+                      if match})
+    for batch in batches:
+        h2d = medians[("n12_u32", f"hybrid2d_b{batch}")]
+        td6 = medians[("n12_u32", f"hybrid_td6_b{batch}")]
+        td12 = medians[("n12_u32", f"hybrid_td12_b{batch}")]
+        hybrid = min(td6, td12)
+        slots = sm_count * resident_ctas
+        waves = math.ceil(batch / slots)
+        records.append({
+            "case_id": "n12_u32",
+            "batch": batch,
+            "v06_best_ms": h2d,
+            "v07_best_ms": hybrid,
+            "v07_variant": "td6" if td6 <= td12 else "td12",
+            "v07_vs_v06": h2d / hybrid,
+            "td6_ms": td6,
+            "td12_ms": td12,
+            "td_spread_pct": abs(td6 / td12 - 1.0) * 100.0,
+            "cta_waves": waves,
+            "last_wave_fill": (batch - (waves - 1) * slots) / slots,
+        })
+    required = ("hybrid2d", "resident_9_11", "packet_7_13", "lane32")
+    if all(("n20_u32_b16", variant) in medians for variant in required):
+        v06 = min(medians[("n20_u32_b16", "hybrid2d")],
+                  medians[("n20_u32_b16", "resident_9_11")])
+        v07 = min(medians[("n20_u32_b16", "packet_7_13")],
+                  medians[("n20_u32_b16", "lane32")])
+        records.append({
+            "case_id": "n20_u32_b16",
+            "batch": 16,
+            "v06_best_ms": v06,
+            "v07_best_ms": v07,
+            "v07_variant": "packet" if medians[("n20_u32_b16", "packet_7_13")] <=
+                            medians[("n20_u32_b16", "lane32")] else "lane32",
+            "v07_vs_v06": v06 / v07,
+            "td6_ms": "",
+            "td12_ms": "",
+            "td_spread_pct": "",
+            "cta_waves": "",
+            "last_wave_fill": "",
+        })
+    return records
+
+
+def render(records):
+    n12 = [row for row in records if row["case_id"] == "n12_u32"]
+    n20 = next((row for row in records
+                if row["case_id"] == "n20_u32_b16"), None)
+    lines = [
+        "# v0.6/v0.7 Crossover Attribution", "",
+        "If the v0.7 candidate set strictly contains the v0.6 candidate set, "
+        "then `min(T_v0.7) <= min(T_v0.6)` at every workload. The measured "
+        "crossovers therefore diagnose incomplete physical-space inclusion, "
+        "coarse scheduling quanta, or stale controls; they are not a property "
+        "of the NTT dependency graph.", "",
+        "## logN=12 uint32 Wave Boundary", "",
+        "| batch | Hybrid2D ms | hybrid Td=6 ms | hybrid Td=12 ms | v0.7/v0.6 | CTA waves | last-wave fill |",
+        "|---:|---:|---:|---:|---:|---:|---:|",
+    ]
+    for row in n12:
+        lines.append(
+            f"| {row['batch']} | {row['v06_best_ms']:.6f} | "
+            f"{row['td6_ms']:.6f} | {row['td12_ms']:.6f} | "
+            f"{row['v07_vs_v06']:.3f}x | {row['cta_waves']} | "
+            f"{row['last_wave_fill'] * 100.0:.1f}% |")
+    lines.extend([
+        "", "Td=6 and Td=12 differ by less than 1.6% at every point, so the "
+        "generated-table threshold is not the crossover cause. The resident "
+        "kernel launches one CTA per transform and is limited to two active "
+        "CTAs/SM by its register footprint. Batch 160 fills one 80-SM resident "
+        "wave; batch 256 requires a second wave with only 60% of its slots "
+        "used. Hybrid2D exposes finer intra-transform CTA work and avoids this "
+        "same quantization.", "",
+    ])
+    if n20:
+        lines.extend([
+            "## Updated logN=20 Control", "",
+            "| workload | latest v0.6-best ms | packet/lane32 best ms | v0.7/v0.6 |",
+            "|:--|---:|---:|---:|",
+            f"| uint32 logN=20 batch=16 | {n20['v06_best_ms']:.6f} | "
+            f"{n20['v07_best_ms']:.6f} | {n20['v07_vs_v06']:.3f}x |", "",
+            "The historical packet result used the older 17:13 v0.6 control. "
+            "Against the later 9:11 resident/Hybrid2D envelope, packet is no "
+            "longer the winner at this point. Baseline evolution was a second "
+            "source of apparent crossover.", "",
+        ])
+    lines.extend([
+        "## Consequence", "",
+        "The release selector must take the lower envelope of both generations. "
+        "The research generator must also import the v0.6 Hybrid2D local core "
+        "and multi-CTA data-space decomposition as legal v0.7 physical mappings. "
+        "Once that candidate-space inclusion is enforced, a remaining crossover "
+        "would indicate a measurement or selection bug rather than a legitimate "
+        "architecture result.", "",
+    ])
+    return "\n".join(lines)
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+    with args.raw.open(newline="") as handle:
+        records = summarize(csv.DictReader(handle))
+    with args.csv.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=list(records[0]),
+                                lineterminator="\n")
+        writer.writeheader()
+        writer.writerows(records)
+    args.markdown.write_text(render(records))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_v07_instruction_attribution.py b/scripts/analyze_v07_instruction_attribution.py
new file mode 100755
index 0000000..4535851
--- /dev/null
+++ b/scripts/analyze_v07_instruction_attribution.py
@@ -0,0 +1,209 @@
+#!/usr/bin/env python3
+"""Compare dynamic SASS instruction mixes from NCU SourceCounters pages."""
+
+import argparse
+import csv
+import re
+from collections import defaultdict
+from pathlib import Path
+
+
+CONTROL = {
+    "BRA", "BRX", "JMP", "JMX", "CALL", "RET", "EXIT", "YIELD",
+    "NANOSLEEP", "BSSY", "BSYNC", "BMOV", "BREAK", "CONT", "SSY",
+    "SYNC", "PBK", "PCNT", "PRET",
+}
+SYNCHRONIZATION = {"BAR", "WARPSYNC", "MEMBAR", "ERRBAR", "CCTL"}
+GLOBAL_MEMORY = {"LDG", "STG", "ATOM", "ATOMG", "RED", "REDG"}
+SHARED_MEMORY = {"LDS", "STS", "ATOMS", "REDS"}
+LOCAL_MEMORY = {"LDL", "STL"}
+
+
+def normalized(value):
+    return re.sub(r"[^a-z0-9]+", "_", value.lower()).strip("_")
+
+
+def parse_number(value):
+    value = value.strip().replace(",", "")
+    if not value or value.lower() in {"-", "n/a", "nan", "no data"}:
+        return 0.0
+    try:
+        return float(value)
+    except ValueError:
+        return 0.0
+
+
+def opcode(sass):
+    text = sass.strip()
+    text = re.sub(r"^@!?P(?:T|\d+)\s+", "", text)
+    match = re.match(r"([A-Z][A-Z0-9]*)", text)
+    return match.group(1) if match else "UNKNOWN"
+
+
+def category(op):
+    if op in GLOBAL_MEMORY:
+        return "global memory"
+    if op in SHARED_MEMORY:
+        return "shared memory"
+    if op in LOCAL_MEMORY:
+        return "local memory"
+    if op == "SHFL":
+        return "shuffle"
+    if op in SYNCHRONIZATION:
+        return "synchronization/cache"
+    if op in CONTROL:
+        return "control"
+    if op in {"NOP", "DEPBAR"}:
+        return "scheduling"
+    return "integer/arithmetic"
+
+
+def read_source_instructions(path):
+    """Return one record per SASS PC, selecting the richest inline view."""
+    rows = list(csv.reader(path.read_text(errors="replace").splitlines()))
+    header = None
+    address_index = sass_index = instruction_index = None
+    by_address = {}
+    for row in rows:
+        names = [normalized(cell) for cell in row]
+        if ("address" in names and "instructions_executed" in names and
+                names.count("source") >= 2):
+            header = row
+            address_index = names.index("address")
+            instruction_index = names.index("instructions_executed")
+            source_indices = [index for index, name in enumerate(names)
+                              if name == "source"]
+            sass_index = source_indices[1]
+            continue
+        if header is None:
+            continue
+        padded = row + [""] * (len(header) - len(row))
+        address = padded[address_index].strip()
+        if not address.lower().startswith("0x"):
+            continue
+        sass = padded[sass_index].strip()
+        count = parse_number(padded[instruction_index])
+        if not sass or sass in {"-", "..."} or count == 0:
+            continue
+        record = {"address": address, "sass": sass,
+                  "opcode": opcode(sass), "instructions": count}
+        previous = by_address.get(address)
+        if previous is None or count > previous["instructions"]:
+            by_address[address] = record
+    if not by_address:
+        raise ValueError(f"no SASS PC instruction records found in {path}")
+    return list(by_address.values())
+
+
+def aggregate(records):
+    opcodes = defaultdict(float)
+    categories = defaultdict(float)
+    for record in records:
+        op = record["opcode"]
+        count = record["instructions"]
+        opcodes[op] += count
+        categories[category(op)] += count
+    return {"total": sum(opcodes.values()), "opcodes": dict(opcodes),
+            "categories": dict(categories), "pcs": len(records)}
+
+
+def millions(value):
+    return f"{value / 1.0e6:.3f}"
+
+
+def make_report(baseline, candidate, baseline_name="v0.6",
+                candidate_name="v0.7"):
+    base_total = baseline["total"]
+    candidate_total = candidate["total"]
+    category_names = sorted(
+        set(baseline["categories"]) | set(candidate["categories"]),
+        key=lambda name: candidate["categories"].get(name, 0.0) -
+        baseline["categories"].get(name, 0.0), reverse=True)
+    lines = [
+        "# v0.7 Dynamic Instruction Attribution", "",
+        "Counts are dynamic warp instructions from NCU SourceCounters. SASS PCs "
+        "are deduplicated across inline source-stack views.", "",
+        f"| category | {baseline_name} (M) | {candidate_name} (M) | delta (M) | candidate/baseline |",
+        "|:--|--:|--:|--:|--:|",
+    ]
+    for name in category_names:
+        base = baseline["categories"].get(name, 0.0)
+        value = candidate["categories"].get(name, 0.0)
+        ratio = value / base if base else float("inf")
+        ratio_text = f"{ratio:.3f}x" if ratio != float("inf") else "inf"
+        lines.append(
+            f"| {name} | {millions(base)} | {millions(value)} | "
+            f"{millions(value - base)} | {ratio_text} |")
+    lines.append(
+        f"| **total** | **{millions(base_total)}** | "
+        f"**{millions(candidate_total)}** | "
+        f"**{millions(candidate_total - base_total)}** | "
+        f"**{candidate_total / base_total:.3f}x** |")
+
+    opcode_names = sorted(
+        set(baseline["opcodes"]) | set(candidate["opcodes"]),
+        key=lambda name: candidate["opcodes"].get(name, 0.0) -
+        baseline["opcodes"].get(name, 0.0), reverse=True)
+    lines.extend(["", "## Largest Opcode Deltas", "",
+                  f"| opcode | {baseline_name} (M) | {candidate_name} (M) | delta (M) |",
+                  "|:--|--:|--:|--:|"])
+    for name in opcode_names[:12]:
+        base = baseline["opcodes"].get(name, 0.0)
+        value = candidate["opcodes"].get(name, 0.0)
+        lines.append(f"| {name} | {millions(base)} | {millions(value)} | "
+                     f"{millions(value - base)} |")
+
+    delta = candidate_total - base_total
+    positive = [(name, candidate["categories"].get(name, 0.0) -
+                 baseline["categories"].get(name, 0.0))
+                for name in category_names]
+    positive = [(name, value) for name, value in positive if value > 0]
+    lines.extend(["", "## Interpretation", ""])
+    if delta <= 0:
+        lines.append("The candidate does not have a dynamic instruction-count deficit.")
+    elif positive:
+        name, value = positive[0]
+        lines.append(
+            f"The largest positive category is **{name}**, contributing "
+            f"{value / delta * 100.0:.1f}% of the net {millions(delta)}M-instruction "
+            "gap. Optimize that physical-codelet path before further CTA scheduling scans.")
+    lines.append(
+        f"Source coverage: {baseline_name}={baseline['pcs']} PCs, "
+        f"{candidate_name}={candidate['pcs']} PCs.")
+    return "\n".join(lines) + "\n"
+
+
+def write_opcode_csv(path, aggregates):
+    names = sorted(set().union(*(value["opcodes"] for value in aggregates.values())))
+    with path.open("w", newline="") as handle:
+        writer = csv.writer(handle, lineterminator="\n")
+        writer.writerow(["opcode", *aggregates])
+        for name in names:
+            writer.writerow([name, *(aggregates[label]["opcodes"].get(name, 0.0)
+                                      for label in aggregates)])
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--baseline", required=True, type=Path)
+    parser.add_argument("--candidate", required=True, type=Path)
+    parser.add_argument("--baseline-name", default="v0.6")
+    parser.add_argument("--candidate-name", default="v0.7")
+    parser.add_argument("--output", "-o", type=Path)
+    parser.add_argument("--csv", type=Path)
+    args = parser.parse_args()
+    baseline = aggregate(read_source_instructions(args.baseline))
+    candidate = aggregate(read_source_instructions(args.candidate))
+    report = make_report(baseline, candidate, args.baseline_name,
+                         args.candidate_name)
+    if args.output:
+        args.output.write_text(report)
+    else:
+        print(report, end="")
+    if args.csv:
+        write_opcode_csv(args.csv, {args.baseline_name: baseline,
+                                    args.candidate_name: candidate})
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_v07_sector_attribution.py b/scripts/analyze_v07_sector_attribution.py
new file mode 100755
index 0000000..8962a63
--- /dev/null
+++ b/scripts/analyze_v07_sector_attribution.py
@@ -0,0 +1,583 @@
+#!/usr/bin/env python3
+"""Attribute the v0.7 global-load sector gap to physical NTT stages."""
+
+import argparse
+import csv
+import re
+from collections import defaultdict
+from pathlib import Path
+
+
+ROWS_PER_RUN = 2 * 16 * 1024  # producer and consumer rows at batch 16
+
+
+def number(row, key):
+    value = row.get(key, "")
+    return float(value) if value not in (None, "") else 0.0
+
+
+def parse_number(value):
+    value = value.strip().replace(",", "").replace("%", "")
+    if not value or value.lower() in {"n/a", "nan", "no data", "-"}:
+        return 0.0
+    try:
+        return float(value)
+    except ValueError:
+        return 0.0
+
+
+def normalized(value):
+    return re.sub(r"[^a-z0-9]+", "_", value.lower()).strip("_")
+
+
+def metric_name(header):
+    name = normalized(header)
+    if "l2_theoretical_sectors_global_excessive" in name:
+        return "theoretical_excessive"
+    if "l2_theoretical_sectors_global_ideal" in name:
+        return "theoretical_ideal"
+    if "l2_theoretical_sectors_global" in name:
+        return "theoretical_sectors"
+    if "l1_tag_requests_global" in name:
+        return "l1_tag_requests"
+    if name in {"inst_executed", "instructions_executed"}:
+        return "instructions"
+    if "stall_long" in name or "stalled_long_scoreboard" in name:
+        return "stall_long_scoreboard"
+    return None
+
+
+def field_name(header):
+    name = normalized(header)
+    aliases = {
+        "address": "address",
+        "pc": "address",
+        "file": "file",
+        "file_name": "file",
+        "filename": "file",
+        "line": "line",
+        "line_no": "line",
+        "line_number": "line",
+        "source": "source",
+        "source_code": "source",
+        "sass": "sass",
+        "sass_instruction": "sass",
+        "kernel_name": "kernel",
+        "access_operation": "access_operation",
+        "memory_access_type": "access_operation",
+        "address_space": "address_space",
+        "memory_type": "address_space",
+    }
+    return aliases.get(name)
+
+
+def read_source_csv(path):
+    """Read NCU source-page CSV across label and internal metric headers."""
+    raw_rows = list(csv.reader(path.read_text(errors="replace").splitlines()))
+    header = None
+    columns = {}
+    metric_columns = {}
+    current_file = ""
+    current_function = ""
+    current_line = ""
+    current_source = ""
+    captured_sources = {}
+    records = []
+    for raw in raw_rows:
+        if len(raw) >= 2 and normalized(raw[0]) == "file_path":
+            current_file = raw[1].strip()
+            continue
+        if len(raw) >= 2 and normalized(raw[0]) == "function_name":
+            current_function = raw[1].strip()
+            continue
+        metrics = [metric_name(cell) for cell in raw]
+        if any(metrics) and any(field_name(cell) for cell in raw):
+            header = raw
+            columns = {}
+            metric_columns = {}
+            source_count = 0
+            for index, cell in enumerate(header):
+                metric = metric_name(cell)
+                field = field_name(cell)
+                if metric:
+                    metric_columns[metric] = index
+                elif field == "source":
+                    source_count += 1
+                    columns["source" if source_count == 1 else "sass"] = index
+                elif field and field not in columns:
+                    columns[field] = index
+            continue
+        if header is None or len(raw) < 2:
+            continue
+        if len(raw) < len(header):
+            raw = raw + [""] * (len(header) - len(raw))
+
+        def value(field):
+            index = columns.get(field)
+            return raw[index].strip() if index is not None else ""
+
+        line = value("line")
+        source = value("source")
+        if line and line not in {"-", "..."}:
+            current_line = line
+            if source and source not in {"-", "..."}:
+                current_source = source
+                source_file = value("file") or current_file
+                try:
+                    source_line_number = int(float(line))
+                except ValueError:
+                    source_line_number = 0
+                if source_line_number:
+                    captured_sources[(source_file, source_line_number)] = source
+                    captured_sources[(Path(source_file).name,
+                                      source_line_number)] = source
+
+        address = value("address")
+        # NCU emits one aggregate CUDA-line row followed by its SASS PCs. Only
+        # the PC rows are additive; counting both doubles every source metric.
+        if not address.lower().startswith("0x"):
+            continue
+        record = defaultdict(str)
+        record.update({
+            "file": value("file") or current_file,
+            "line": line or current_line,
+            "source": source if source not in {"", "-", "..."} else current_source,
+            "sass": value("sass"),
+            "address": address,
+            "kernel": value("kernel") or current_function,
+            "access_operation": value("access_operation"),
+            "address_space": value("address_space"),
+        })
+        for metric, index in metric_columns.items():
+            record[metric] = parse_number(raw[index])
+        if not any(record.get(metric, 0.0) for metric in (
+                "theoretical_sectors", "theoretical_ideal",
+                "theoretical_excessive", "l1_tag_requests")):
+            continue
+        operation = normalized(record["access_operation"])
+        address_space = normalized(record["address_space"])
+        if operation and "load" not in operation and not operation.startswith("ld") and operation != "read":
+            continue
+        if address_space and "global" not in address_space:
+            continue
+        records.append(dict(record))
+    if not records:
+        raise ValueError(f"no supported NCU source table found in {path}")
+    for record in records:
+        try:
+            line_number = int(float(record.get("line", "")))
+        except ValueError:
+            continue
+        source_file = record.get("file", "")
+        context = []
+        for offset in range(3):
+            captured = captured_sources.get((source_file, line_number + offset))
+            if captured is None:
+                captured = captured_sources.get(
+                    (Path(source_file).name, line_number + offset))
+            if captured:
+                context.append(captured)
+        if context:
+            record["captured_context"] = " ".join(context)
+    return records
+
+
+def source_line(record, root):
+    text = " ".join((record.get("source", ""), record.get("sass", "")))
+    captured_context = record.get("captured_context", "")
+    if captured_context:
+        return f"{captured_context} {text}"
+    path = record.get("file", "")
+    line = record.get("line", "")
+    try:
+        line_number = int(float(line))
+    except ValueError:
+        return text
+    candidates = [Path(path)]
+    if path:
+        candidates.append(root / path)
+        candidates.append(root / "src" / Path(path).name)
+    for candidate in candidates:
+        try:
+            lines = candidate.read_text(errors="replace").splitlines()
+        except (OSError, ValueError):
+            continue
+        if 0 < line_number <= len(lines):
+            # nvcc commonly attributes a load to the assignment line while
+            # the pointer expression is wrapped onto one of the next lines.
+            context = " ".join(lines[line_number - 1:line_number + 2])
+            return f"{context} {text}"
+    return text
+
+
+def classify_source_record(record, implementation, root):
+    text = source_line(record, root).lower()
+    if any(token in text for token in (
+            "ready[", "readiness", "trace", "globaltimer", "__cuda_load",
+            "atomic_load", "bar_has_flipped", "atom.add.release")):
+        return "ready/trace"
+    if any(token in text for token in (
+            "input[", "boundary[", "output[", "destination[",
+            "state[row * kstride + reversed] =")):
+        return "external data"
+    if implementation == "v06":
+        if any(token in text for token in ("twiddles[", "fused_twiddles[", "apply_coefficient")):
+            return "v0.6 coefficients"
+        return "unclassified global load"
+    if any(token in text for token in ("stage0_coefficient", "coefficients[1]", "coefficients[2]")):
+        return "stage 0-1 coefficients"
+    if any(token in text for token in (
+            "coefficient_base +", "lane_coefficient", "coefficient =",
+            "coefficient_shoup =")):
+        return "stage 2-6 coefficients"
+    if any(token in text for token in ("coefficients[127", "coefficients[255", "coefficients[383", "coefficients[511")):
+        return "stage 7-9 coefficients"
+    if "coefficients[" in text or "twiddles[" in text:
+        return "other coefficients"
+    return "unclassified global load"
+
+
+def deduplicate_source_records(records, implementation, root):
+    """Collapse inline-call-stack copies of one SASS PC to its best frame."""
+    priority = {
+        "external data": 100,
+        "ready/trace": 90,
+        "stage 0-1 coefficients": 80,
+        "stage 2-6 coefficients": 80,
+        "stage 7-9 coefficients": 80,
+        "v0.6 coefficients": 80,
+        "other coefficients": 70,
+        "unclassified global load": 0,
+    }
+    selected = {}
+    for record in records:
+        address = record.get("address", "")
+        category = classify_source_record(record, implementation, root)
+        candidate = (priority.get(category, 0), category, record)
+        previous = selected.get(address)
+        if previous is None or candidate[0] > previous[0]:
+            selected[address] = candidate
+    return [item[2] for item in selected.values()]
+
+
+def aggregate_source(records, implementation, root):
+    totals = defaultdict(lambda: defaultdict(float))
+    for record in deduplicate_source_records(records, implementation, root):
+        category = classify_source_record(record, implementation, root)
+        for metric in (
+            "theoretical_sectors", "theoretical_ideal",
+            "theoretical_excessive", "l1_tag_requests", "instructions",
+            "stall_long_scoreboard",
+        ):
+            totals[category][metric] += float(record.get(metric, 0.0) or 0.0)
+    return totals
+
+
+def annotated_source(records, implementation, root):
+    annotated = []
+    for record in deduplicate_source_records(records, implementation, root):
+        row = {
+            "implementation": implementation,
+            "category": classify_source_record(record, implementation, root),
+            "address": record.get("address", ""),
+            "file": record.get("file", ""),
+            "line": record.get("line", ""),
+            "source": record.get("source", ""),
+            "sass": record.get("sass", ""),
+        }
+        for metric in (
+            "theoretical_sectors", "theoretical_ideal",
+            "theoretical_excessive", "l1_tag_requests", "instructions",
+            "stall_long_scoreboard",
+        ):
+            row[metric] = float(record.get(metric, 0.0) or 0.0)
+        annotated.append(row)
+    return annotated
+
+
+def model_rows():
+    definitions = [
+        ("v06", "external data", 192, "same input and boundary data movement"),
+        ("v06", "stage 0-1 coefficients", 48, "CTA radix-4 pair"),
+        ("v06", "stage 2-3 coefficients", 48, "CTA radix-4 pair"),
+        ("v06", "stage 4-5 coefficients", 96, "CTA radix-4 pair"),
+        ("v06", "stage 6-7 coefficients", 192, "CTA radix-4 pair"),
+        ("v06", "stage 8-9 coefficients", 192, "CTA radix-4 pair"),
+        ("v07-d6", "external data", 192, "same logical input and boundary data"),
+        ("v07-d6", "stage 0-1 coefficients", 48, "register-local radix-4 pair"),
+        ("v07-d6", "stage 2-5 coefficients", 128, "dense lane loads and shuffles"),
+        ("v07-d6", "stage 6 coefficients", 512, "four half-warp 16-byte-stride loads per tile"),
+        ("v07-d6", "stage 7-9 coefficients", 224, "four-warp shared-tail continuation"),
+    ]
+    return [
+        {
+            "implementation": implementation,
+            "category": category,
+            "sectors_per_row": sectors,
+            "predicted_sectors": sectors * ROWS_PER_RUN,
+            "model_basis": basis,
+        }
+        for implementation, category, sectors, basis in definitions
+    ]
+
+
+def find_row(rows, label):
+    try:
+        return rows[label]
+    except KeyError as error:
+        raise ValueError(f"aggregate summary is missing label {label}") from error
+
+
+def write_csv(path, model, source_totals):
+    fields = [
+        "implementation", "category", "sectors_per_row",
+        "predicted_sectors", "source_theoretical_sectors",
+        "source_ideal_sectors", "source_excessive_sectors", "model_basis",
+    ]
+    records = []
+    for row in model:
+        record = dict(row)
+        source_impl = "v06" if row["implementation"] == "v06" else "v07-d6"
+        measured = source_totals.get(source_impl, {}).get(row["category"], {})
+        record.update({
+            "source_theoretical_sectors": measured.get("theoretical_sectors", ""),
+            "source_ideal_sectors": measured.get("theoretical_ideal", ""),
+            "source_excessive_sectors": measured.get("theoretical_excessive", ""),
+        })
+        records.append(record)
+    path.parent.mkdir(parents=True, exist_ok=True)
+    with path.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(records)
+
+
+def write_pc_csv(path, records):
+    fields = [
+        "implementation", "category", "address", "file", "line",
+        "theoretical_sectors", "theoretical_ideal",
+        "theoretical_excessive", "l1_tag_requests", "instructions",
+        "stall_long_scoreboard", "source", "sass",
+    ]
+    path.parent.mkdir(parents=True, exist_ok=True)
+    with path.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=fields, lineterminator="\n")
+        writer.writeheader()
+        writer.writerows(records)
+
+
+def source_coverage(records, implementation):
+    selected = [row for row in records if row["implementation"] == implementation]
+    total = sum(row["theoretical_sectors"] for row in selected)
+    unknown = sum(row["theoretical_sectors"] for row in selected
+                  if row["category"] == "unclassified global load")
+    return 1.0 if total == 0.0 else (total - unknown) / total
+
+
+def format_integer(value):
+    return f"{value:,.0f}"
+
+
+def write_markdown(path, aggregate, model, source_totals, source_pcs):
+    v06 = find_row(aggregate, "v06")
+    d6 = find_row(aggregate, "warp128_vector_radix4_reuse6_dual")
+    observed_delta = number(d6, "global_load_sectors") - number(v06, "global_load_sectors")
+    predicted = {
+        implementation: sum(row["predicted_sectors"] for row in model
+                            if row["implementation"] == implementation)
+        for implementation in ("v06", "v07-d6")
+    }
+    predicted_delta = predicted["v07-d6"] - predicted["v06"]
+    source_complete = bool(source_totals)
+    status_detail = (
+        "The analytical values remain independent predictions and are compared "
+        "with the PC-level capture below."
+        if source_complete else
+        "The analytical values below are predictions, not substitutes for the "
+        "pending PC-level capture."
+    )
+
+    lines = [
+        "# v0.7 Global-Load Sector Root-Cause Audit", "",
+        "## Status", "",
+        ("**Source/SASS attribution passed the configured coverage threshold.**" if source_complete else
+         "**Aggregate counters and analytical model complete; SourceCounters capture pending.**"),
+        status_detail, "",
+        "## Controlled Observation", "",
+        "The matched V100 base-clock capture compares uint32 `logN=20`, batch 16, "
+        "Shoup, `10+10`, and full-scratch implementations.", "",
+        "| metric | v0.6 | v0.7 vector d6 | ratio |", "|:--|--:|--:|--:|",
+        f"| kernel time (us) | {number(v06, 'time_us'):.1f} | {number(d6, 'time_us'):.1f} | {number(d6, 'time_us') / number(v06, 'time_us'):.3f}x |",
+        f"| DRAM read (MiB) | {number(v06, 'dram_read_mib'):.1f} | {number(d6, 'dram_read_mib'):.1f} | {number(d6, 'dram_read_mib') / number(v06, 'dram_read_mib'):.3f}x |",
+        f"| global-load sectors | {format_integer(number(v06, 'global_load_sectors'))} | {format_integer(number(d6, 'global_load_sectors'))} | {number(d6, 'global_load_sectors') / number(v06, 'global_load_sectors'):.3f}x |",
+        f"| global-store sectors | {format_integer(number(v06, 'global_store_sectors'))} | {format_integer(number(d6, 'global_store_sectors'))} | {number(d6, 'global_store_sectors') / number(v06, 'global_store_sectors'):.3f}x |",
+        f"| active warps (%) | {number(v06, 'active_warps_pct'):.2f} | {number(d6, 'active_warps_pct'):.2f} | {number(d6, 'active_warps_pct') / number(v06, 'active_warps_pct'):.3f}x |",
+        f"| registers/thread | {number(v06, 'registers_per_thread'):.0f} | {number(d6, 'registers_per_thread'):.0f} | |",
+        f"| shared bytes/CTA | {number(v06, 'shared_mem_bytes'):.0f} | {number(d6, 'shared_mem_bytes'):.0f} | |", "",
+        f"DRAM reads change by {100.0 * (number(d6, 'dram_read_mib') / number(v06, 'dram_read_mib') - 1.0):+.1f}% "
+        f"and store sectors by {100.0 * (number(d6, 'global_store_sectors') / number(v06, 'global_store_sectors') - 1.0):+.1f}%, "
+        f"while global-load sectors change by {100.0 * (number(d6, 'global_load_sectors') / number(v06, 'global_load_sectors') - 1.0):+.1f}%. "
+        "The gap is repeated or fragmented cache requests, not an additional N-sized external state.", "",
+        "## Stage Sector Model", "",
+        f"There are `{ROWS_PER_RUN:,}` local 1024-point row transforms across the producer and consumer roles.", "",
+        "| implementation | stage/address class | sectors/row | predicted sectors | basis |",
+        "|:--|:--|--:|--:|:--|",
+    ]
+    for row in model:
+        lines.append(
+            f"| `{row['implementation']}` | {row['category']} | {row['sectors_per_row']} | "
+            f"{format_integer(row['predicted_sectors'])} | {row['model_basis']} |")
+    lines += [
+        "",
+        f"The model predicts an extra **{format_integer(predicted_delta)}** sectors; "
+        f"NCU measures **{format_integer(observed_delta)}**. The model therefore explains "
+        f"**{100.0 * observed_delta / predicted_delta:.1f}%** of the measured delta before PC-level fitting.", "",
+        "The dominant term is stage 6. `coefficient_reuse_stages=6` means `stage < 6`; "
+        "stage 6 still uses four slot-wise loads. With four consecutive values per lane, "
+        "each instruction uses half a warp with a 16-byte coefficient stride.", "",
+        "## Reuse-Depth Difference Check", "",
+        "| newly distributed stage | measured reduction | predicted reduction | measured/predicted |",
+        "|--:|--:|--:|--:|",
+    ]
+    depth_pairs = [
+        (2, "warp128_vector_radix4_dual", "warp128_vector_radix4_reuse3_dual", 48),
+        (3, "warp128_vector_radix4_reuse3_dual", "warp128_vector_radix4_reuse4_dual", 48),
+        (4, "warp128_vector_radix4_reuse4_dual", "warp128_vector_radix4_reuse5_dual", 96),
+        (5, "warp128_vector_radix4_reuse5_dual", "warp128_vector_radix4_reuse6_dual", 192),
+    ]
+    for stage, before_label, after_label, sectors_per_row in depth_pairs:
+        before = find_row(aggregate, before_label)
+        after = find_row(aggregate, after_label)
+        measured = number(before, "global_load_sectors") - number(after, "global_load_sectors")
+        expected = sectors_per_row * ROWS_PER_RUN
+        lines.append(
+            f"| {stage} | {format_integer(measured)} | {format_integer(expected)} | "
+            f"{measured / expected:.3f}x |")
+    lines += [
+        "| 6 (d7 candidate; focused capture) | see stage-6 report | layout-dependent | - |", "",
+    ]
+
+    if source_complete:
+        lines += ["## Source/SASS Attribution", "",
+                  "| implementation | category | theoretical sectors | ideal | excessive | instructions |",
+                  "|:--|:--|--:|--:|--:|--:|"]
+        for implementation in ("v06", "v07-d6"):
+            for category, metrics in sorted(source_totals[implementation].items()):
+                lines.append(
+                    f"| `{implementation}` | {category} | "
+                    f"{format_integer(metrics['theoretical_sectors'])} | "
+                    f"{format_integer(metrics['theoretical_ideal'])} | "
+                    f"{format_integer(metrics['theoretical_excessive'])} | "
+                    f"{format_integer(metrics['instructions'])} |")
+        lines += ["", "### Attribution coverage", "",
+                  "| implementation | source theoretical sectors | aggregate load sectors | source/aggregate | classified source sectors |",
+                  "|:--|--:|--:|--:|--:|"]
+        for implementation in ("v06", "v07-d6"):
+            source_total = sum(
+                metrics["theoretical_sectors"]
+                for metrics in source_totals[implementation].values())
+            aggregate_total = number(
+                v06 if implementation == "v06" else d6,
+                "global_load_sectors")
+            lines.append(
+                f"| `{implementation}` | {format_integer(source_total)} | "
+                f"{format_integer(aggregate_total)} | {source_total / aggregate_total:.3f}x | "
+                f"{100.0 * source_coverage(source_pcs, implementation):.2f}% |")
+        unclassified = sorted(
+            (row for row in source_pcs
+             if row["category"] == "unclassified global load"),
+            key=lambda row: row["theoretical_sectors"], reverse=True)
+        if unclassified:
+            lines += ["", "Largest unclassified PCs:", "",
+                      "| implementation | PC | file:line | theoretical sectors | source/SASS |",
+                      "|:--|:--|:--|--:|:--|"]
+            for row in unclassified[:12]:
+                location = f"{row['file']}:{row['line']}".strip(":") or "unknown"
+                instruction = row["source"] or row["sass"] or "unknown"
+                instruction = instruction.replace("|", "\\|").strip()
+                lines.append(
+                    f"| `{row['implementation']}` | `{row['address'] or 'unknown'}` | "
+                    f"`{location}` | {format_integer(row['theoretical_sectors'])} | "
+                    f"`{instruction}` |")
+        lines.append("")
+    else:
+        lines += [
+            "## Source/SASS Attribution", "",
+            "Pending administrator NCU collection. The profiling script retains `.ncu-rep` "
+            "files and exports `cuda,sass` source CSV so every residual global-load PC can be classified.", "",
+        ]
+
+    lines += [
+        "## Pipeline Audit", "",
+        "The current v0.7 dual-group kernel is resident but not a four-phase token pipeline. "
+        "Within each warp group its program order is:", "",
+        "```text",
+        "packet load -> barrier -> row 0 complete NTT -> row 1 complete NTT",
+        "            -> row 2 complete NTT -> row 3 complete NTT -> packet store",
+        "```", "",
+        "The two warp groups may interleave through normal SM warp scheduling, but there is no "
+        "software dependence that overlaps one row's load, another row's prefix, a third row's "
+        "tail, and a fourth row's store. v0.6 already benefits from the same hardware scheduler "
+        "while resident at four CTAs/SM. v0.7 is limited to two CTAs/SM by 106 registers/thread "
+        "and 41,184 shared bytes, reducing the sampled active-warp pool by about half.", "",
+        "## Root-Cause Decision", "",
+        "1. The logical external dataflow of v0.6 and v0.7 is effectively the same.",
+        "2. The excess load sectors originate primarily in coefficient request organization, "
+        "especially the vector layout's unreused stage 6, rather than input/boundary traffic.",
+        "3. Cache hits prevent those requests from becoming proportional DRAM bytes, but they "
+        "still consume LD/ST issue, L1 tag, dependency, and scoreboard resources.",
+        "4. The current subgraph residency does not provide enough explicit phase overlap to "
+        "mask that physical-core loss, and its resource footprint halves the resident warp pool.", "",
+        "No kernel or selector change is made by this audit. Candidate corrections remain "
+        "separate follow-up experiments; the unclassified PC rows stay explicit because inline "
+        "CUDA line mappings do not support a reliable finer attribution.",
+    ]
+    path.parent.mkdir(parents=True, exist_ok=True)
+    path.write_text("\n".join(lines) + "\n")
+
+
+def main():
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("aggregate", type=Path)
+    parser.add_argument("--source-v06", type=Path)
+    parser.add_argument("--source-v07", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--pc-csv", type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    parser.add_argument("--min-source-coverage", type=float, default=0.95)
+    args = parser.parse_args()
+
+    with args.aggregate.open(newline="") as stream:
+        aggregate = {row["label"]: row for row in csv.DictReader(stream)}
+    source_totals = {}
+    source_pcs = []
+    root = Path(__file__).resolve().parents[1]
+    if bool(args.source_v06) != bool(args.source_v07):
+        raise ValueError("provide both --source-v06 and --source-v07")
+    if args.source_v06:
+        v06_records = read_source_csv(args.source_v06)
+        v07_records = read_source_csv(args.source_v07)
+        source_totals["v06"] = aggregate_source(v06_records, "v06", root)
+        source_totals["v07-d6"] = aggregate_source(v07_records, "v07-d6", root)
+        source_pcs.extend(annotated_source(v06_records, "v06", root))
+        source_pcs.extend(annotated_source(v07_records, "v07-d6", root))
+
+    model = model_rows()
+    write_csv(args.csv, model, source_totals)
+    if args.pc_csv and source_pcs:
+        write_pc_csv(args.pc_csv, source_pcs)
+    write_markdown(args.markdown, aggregate, model, source_totals, source_pcs)
+    if source_pcs:
+        failures = [
+            f"{implementation}={source_coverage(source_pcs, implementation):.3f}"
+            for implementation in ("v06", "v07-d6")
+            if source_coverage(source_pcs, implementation) < args.min_source_coverage
+        ]
+        if failures:
+            raise ValueError(
+                "source attribution coverage below "
+                f"{args.min_source_coverage:.3f}: {', '.join(failures)}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/analyze_vector_stage6_distribution.py b/scripts/analyze_vector_stage6_distribution.py
new file mode 100755
index 0000000..b0b58f4
--- /dev/null
+++ b/scripts/analyze_vector_stage6_distribution.py
@@ -0,0 +1,125 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+LABELS = ("v06", "vector_d6", "vector_d7")
+ROWS_PER_RUN = 2 * 16 * 1024
+PREDICTED_STAGE6_REDUCTION = 256 * ROWS_PER_RUN
+METRICS = (
+    ("time_us", "time (us)"),
+    ("dram_read_mib", "DRAM read (MiB)"),
+    ("global_load_sectors", "global-load sectors"),
+    ("global_store_sectors", "global-store sectors"),
+    ("warp_instructions", "warp instructions"),
+    ("registers_per_thread", "registers/thread"),
+    ("active_warps_pct", "active warps (%)"),
+    ("long_scoreboard_stall_pct", "long scoreboard stall (%)"),
+    ("mio_throttle_stall_pct", "MIO throttle stall (%)"),
+)
+
+
+def read_summary(path):
+    with path.open(newline="") as handle:
+        rows = {row["label"]: row for row in csv.DictReader(handle)}
+    missing = [label for label in LABELS if label not in rows]
+    if missing:
+        raise ValueError(f"missing NCU records: {', '.join(missing)}")
+    return rows
+
+
+def number(row, field):
+    value = row.get(field, "")
+    return None if value == "" else float(value)
+
+
+def ratio(numerator, denominator):
+    if numerator is None or denominator in (None, 0):
+        return None
+    return numerator / denominator
+
+
+def formatted(value):
+    if value is None:
+        return "-"
+    if abs(value) >= 100000:
+        return f"{value:,.0f}"
+    return f"{value:.3f}"
+
+
+def make_report(rows):
+    d6 = rows["vector_d6"]
+    d7 = rows["vector_d7"]
+    time_ratio = ratio(number(d7, "time_us"), number(d6, "time_us"))
+    sector_ratio = ratio(number(d7, "global_load_sectors"),
+                         number(d6, "global_load_sectors"))
+    instruction_ratio = ratio(number(d7, "warp_instructions"),
+                              number(d6, "warp_instructions"))
+    v06_sectors = number(rows["v06"], "global_load_sectors")
+    d6_sectors = number(d6, "global_load_sectors")
+    d7_sectors = number(d7, "global_load_sectors")
+    measured_reduction = (d6_sectors - d7_sectors
+                          if None not in (d6_sectors, d7_sectors) else None)
+    excess_removed = ratio(measured_reduction, d6_sectors - v06_sectors)
+    model_closure = ratio(measured_reduction, PREDICTED_STAGE6_REDUCTION)
+
+    lines = [
+        "# Vector Radix-4 Stage-6 Distribution",
+        "",
+        "| metric | v0.6 | vector d6 | vector d7 | d7/d6 |",
+        "|:--|--:|--:|--:|--:|",
+    ]
+    for field, title in METRICS:
+        values = [number(rows[label], field) for label in LABELS]
+        lines.append(
+            f"| {title} | {formatted(values[0])} | {formatted(values[1])} | "
+            f"{formatted(values[2])} | {formatted(ratio(values[2], values[1]))}x |")
+
+    lines += ["", "## Stage-6 Model Closure", ""]
+    if measured_reduction is not None:
+        lines += [
+            f"- measured d6 -> d7 reduction: {measured_reduction:,.0f} sectors",
+            f"- even/odd dual-bank prediction: {PREDICTED_STAGE6_REDUCTION:,.0f} sectors",
+            f"- measured/predicted: {model_closure:.3f}x",
+            f"- d6 excess over v0.6 removed by d7: {100.0 * excess_removed:.1f}%",
+        ]
+
+    lines += ["", "## Decision", ""]
+    if time_ratio is None or sector_ratio is None:
+        lines.append("The capture is incomplete; do not select d7 from this run.")
+    elif sector_ratio >= 0.95:
+        lines.append(
+            "d7 does not remove enough load sectors to validate the stage-6 "
+            "distribution model. Inspect the generated SASS before tuning the schedule.")
+    elif time_ratio <= 1.0:
+        lines.append(
+            "d7 reduces global-load sectors and kernel time. It is a viable physical-core "
+            "candidate for the next schedule search.")
+    else:
+        lines.append(
+            "d7 reduces global-load sectors but does not reduce kernel time. Keep d6 as "
+            "the performance default. The next physical-core candidate should use an aligned, "
+            "prepacked stage-6 coefficient table so each active lane can issue LDG.128 without "
+            "the d7 shuffle path.")
+    if instruction_ratio is not None:
+        lines.append(
+            f"The measured d7/d6 warp-instruction ratio is {instruction_ratio:.3f}x; "
+            "use it with the stall deltas to distinguish instruction overhead from memory latency.")
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("summary", type=Path)
+    parser.add_argument("--output", "-o", type=Path)
+    args = parser.parse_args()
+    report = make_report(read_summary(args.summary))
+    if args.output:
+        args.output.write_text(report)
+    else:
+        print(report, end="")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/benchmark_appt_core_space.sh b/scripts/benchmark_appt_core_space.sh
new file mode 100755
index 0000000..27abfe0
--- /dev/null
+++ b/scripts/benchmark_appt_core_space.sh
@@ -0,0 +1,86 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-v07/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/appt_core_space"}
+WORD_BITS_LIST=${WORD_BITS_LIST:-"32 64"}
+BATCH_LIST=${BATCH_LIST:-"1 4"}
+CORE_LIST=${CORE_LIST:-"appt-online appt-online-radix4"}
+TRIALS=${TRIALS:-2}
+WARMUP=${WARMUP:-2}
+REPEAT=${REPEAT:-8}
+WEIGHT_TOTAL=${WEIGHT_TOTAL:-20}
+WEIGHT_MIN=${WEIGHT_MIN:-3}
+WEIGHT_MAX=${WEIGHT_MAX:-10}
+WEIGHT_LIST=${WEIGHT_LIST:-""}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+weight_points=()
+if [[ -n "$WEIGHT_LIST" ]]; then
+    read -r -a weight_points <<< "$WEIGHT_LIST"
+else
+    for ((w0=WEIGHT_MIN; w0<=WEIGHT_MAX; ++w0)); do
+        for ((w1=WEIGHT_MIN; w1<=WEIGHT_MAX; ++w1)); do
+            w2=$((WEIGHT_TOTAL - w0 - w1))
+            if ((w2 >= WEIGHT_MIN && w2 <= WEIGHT_MAX)); then
+                weight_points+=("$w0,$w1,$w2")
+            fi
+        done
+    done
+fi
+
+run() {
+    local trial=$1 family=$2 core=$3 weights=$4
+    shift 4
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,family,physical_core,weights,%s\n' "$header" > "$raw"
+    fi
+    printf '%s,%s,%s,%s,%s\n' "$trial" "$family" "$core" "$weights" "$record" >> "$raw"
+}
+
+for bits in $WORD_BITS_LIST; do
+    if [[ $bits == 32 ]]; then
+        modulus=998244353
+        ctas=3
+    else
+        modulus=576460756061519873
+        ctas=2
+    fi
+    for batch in $BATCH_LIST; do
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20 --batch "$batch")
+        for trial in $(seq 1 "$TRIALS"); do
+            run "$trial" v06 dataflow-radix4 9-11 "${common[@]}" \
+                --backend hierarchical-dataflow --stage-partition 10,10 \
+                --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+            for core in $CORE_LIST; do
+                for weights in "${weight_points[@]}"; do
+                    run "$trial" appt "$core" "${weights//,/-}" \
+                        "${common[@]}" --backend hierarchical-dataflow \
+                        --stage-partition 7,7,6 --segment-cores "$core" \
+                        --segment-units 8 --segment-data-space 16,16,16 \
+                        --segment-data-time 4 --segment-role-stages 2 \
+                        --segment-token-interleave 1 \
+                        --segment-cta-weights "$weights" \
+                        --boundary-storage ring --boundary-buffers 2 \
+                        --target-ctas-per-sm "$ctas"
+                done
+            done
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_appt_core_space.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT physical-core design space: %s\n' "$OUTPUT_DIR/analysis.md"
+if [[ -n ${SUDO_USER:-} ]]; then
+    chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+fi
diff --git a/scripts/benchmark_appt_data_time.sh b/scripts/benchmark_appt_data_time.sh
new file mode 100755
index 0000000..3e18963
--- /dev/null
+++ b/scripts/benchmark_appt_data_time.sh
@@ -0,0 +1,86 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/appt_data_time"}
+TRIALS=${TRIALS:-2}
+WARMUP=${WARMUP:-3}
+REPEAT=${REPEAT:-20}
+BATCHES=${BATCHES:-1,4,16}
+DATA_TIMES=${DATA_TIMES:-1,2,4,8}
+ROLE_MASKS=${ROLE_MASKS:-4,6,7}
+U32_ROLES=${U32_ROLES:-"6,12,4 6,11,5 7,11,4"}
+U64_ROLES=${U64_ROLES:-"8,8,4 8,7,5 9,8,3"}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local trial=$1 variant=$2 data_time=$3 roles=$4 role_mask=$5
+    shift 5
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,variant,scan_data_time,roles,role_mask,%s\n' "$header" > "$raw"
+    fi
+    printf '%s,%s,%s,%s,%s,%s\n' "$trial" "$variant" "$data_time" \
+        "${roles//,/-}" "$role_mask" "$record" >> "$raw"
+}
+
+IFS=, read -ra selected_batches <<< "$BATCHES"
+IFS=, read -ra selected_data_times <<< "$DATA_TIMES"
+IFS=, read -ra selected_role_masks <<< "$ROLE_MASKS"
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then modulus=998244353; resident=3; role_space=$U32_ROLES
+    else modulus=576460756061519873; resident=2; role_space=$U64_ROLES
+    fi
+    for batch in "${selected_batches[@]}"; do
+        case "$bits:$batch" in
+            32:1) fragment=8; writer_tiles=1; base_roles=6,12,4 ;;
+            32:4) fragment=8; writer_tiles=2; base_roles=6,12,4 ;;
+            32:16) fragment=16; writer_tiles=2; base_roles=6,12,4 ;;
+            64:1|64:4) fragment=8; writer_tiles=2; base_roles=8,8,4 ;;
+            64:16) fragment=16; writer_tiles=2; base_roles=8,8,4 ;;
+            *) echo "unsupported bits/batch point: $bits/$batch" >&2; exit 1 ;;
+        esac
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20
+                --batch "$batch")
+        appt=("${common[@]}" --backend hierarchical-dataflow
+              --stage-partition 7,7,6 --segment-units 8
+              --segment-data-space 32,16,16 --segment-role-stages 2
+              --segment-token-interleave 1 --boundary-storage ring
+              --boundary-buffers 2 --target-ctas-per-sm "$resident"
+              --appt-fragment-width "$fragment"
+              --appt-writer-tiles "$writer_tiles" --output-order natural)
+        for trial in $(seq 1 "$TRIALS"); do
+            run "$trial" v06 0 9,11 0 "${common[@]}" \
+                --backend hierarchical-dataflow --stage-partition 10,10 \
+                --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+            run "$trial" writer-final 1 "$base_roles" 0 "${appt[@]}" \
+                --segment-cores appt-online-register-tail-grouped-writer-final \
+                --segment-data-time 1 --appt-role-weights "$base_roles"
+            for data_time in "${selected_data_times[@]}"; do
+                for role_mask in "${selected_role_masks[@]}"; do
+                    for roles in $role_space; do
+                        run "$trial" data-time "$data_time" "$roles" \
+                            "$role_mask" "${appt[@]}" \
+                            --segment-cores \
+                                appt-online-register-tail-grouped-writer-final-data-time \
+                            --segment-data-time "$data_time" \
+                            --appt-role-weights "$roles" \
+                            --appt-data-time-roles "$role_mask"
+                    done
+                done
+            done
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_appt_data_time.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT data-time comparison: %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_appt_grouped_producer.sh b/scripts/benchmark_appt_grouped_producer.sh
new file mode 100755
index 0000000..6eb3f7a
--- /dev/null
+++ b/scripts/benchmark_appt_grouped_producer.sh
@@ -0,0 +1,85 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/appt_grouped_producer"}
+TRIALS=${TRIALS:-2}
+WARMUP=${WARMUP:-3}
+REPEAT=${REPEAT:-20}
+BATCHES=${BATCHES:-1,4,16}
+A_GROUPS=${A_GROUPS:-8,16,32}
+U32_ROLES=${U32_ROLES:-"4,16,2 5,15,2 5,16,2 6,14,2 6,16,2 7,13,3"}
+U64_ROLES=${U64_ROLES:-"6,12,2 7,11,2 8,10,2 9,11,2 10,9,3"}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local trial=$1 variant=$2 group=$3 roles=$4
+    shift 4
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,variant,a_group,roles,%s\n' "$header" > "$raw"
+    fi
+    printf '%s,%s,%s,%s,%s\n' "$trial" "$variant" "$group" \
+        "${roles//,/-}" "$record" >> "$raw"
+}
+
+IFS=, read -ra selected_batches <<< "$BATCHES"
+IFS=, read -ra selected_groups <<< "$A_GROUPS"
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then
+        modulus=998244353
+        resident=3
+        role_space=$U32_ROLES
+    else
+        modulus=576460756061519873
+        resident=2
+        role_space=$U64_ROLES
+    fi
+    for batch in "${selected_batches[@]}"; do
+        case "$bits:$batch" in
+            32:1)  fragment=16; matched_roles=7,13,3 ;;
+            32:4)  fragment=16; matched_roles=6,14,2 ;;
+            32:16) fragment=32; matched_roles=6,16,2 ;;
+            64:1)  fragment=8;  matched_roles=10,9,3 ;;
+            64:4|64:16) fragment=16; matched_roles=9,11,2 ;;
+            *) echo "unsupported bits/batch point: $bits/$batch" >&2; exit 1 ;;
+        esac
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20
+                --batch "$batch")
+        appt=("${common[@]}" --backend hierarchical-dataflow
+              --stage-partition 7,7,6 --segment-units 8
+              --segment-data-time 4 --segment-role-stages 2
+              --segment-token-interleave 1 --boundary-storage ring
+              --boundary-buffers 2 --target-ctas-per-sm "$resident"
+              --appt-fragment-width "$fragment" --appt-writer-tiles 2
+              --output-order natural)
+        for trial in $(seq 1 "$TRIALS"); do
+            run "$trial" v06 0 9-11 "${common[@]}" \
+                --backend hierarchical-dataflow --stage-partition 10,10 \
+                --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+            run "$trial" radix4-matched 1 "$matched_roles" "${appt[@]}" \
+                --segment-cores appt-online-register-tail \
+                --segment-data-space 16 --appt-role-weights "$matched_roles"
+            for group in "${selected_groups[@]}"; do
+                for roles in $role_space; do
+                    run "$trial" grouped "$group" "$roles" "${appt[@]}" \
+                        --segment-cores appt-online-register-tail-grouped \
+                        --segment-data-space "$group",16,16 \
+                        --appt-role-weights "$roles"
+                done
+            done
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_appt_grouped_producer.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT grouped-producer comparison: %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_appt_physical_cores.sh b/scripts/benchmark_appt_physical_cores.sh
new file mode 100755
index 0000000..bae56ad
--- /dev/null
+++ b/scripts/benchmark_appt_physical_cores.sh
@@ -0,0 +1,76 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/appt_physical_cores"}
+TRIALS=${TRIALS:-3}
+WARMUP=${WARMUP:-3}
+REPEAT=${REPEAT:-20}
+BATCHES=${BATCHES:-1,4,16}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local trial=$1 label=$2
+    shift 2
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,variant,%s\n' "$header" > "$raw"
+    fi
+    printf '%s,%s,%s\n' "$trial" "$label" "$record" >> "$raw"
+}
+
+IFS=, read -ra selected_batches <<< "$BATCHES"
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then
+        modulus=998244353; resident=3
+    else
+        modulus=576460756061519873; resident=2
+    fi
+    for batch in "${selected_batches[@]}"; do
+        case "$bits:$batch" in
+            32:1)  fragment=16; matched_roles=7,13,3; default_roles=8,12,2 ;;
+            32:4)  fragment=16; matched_roles=6,14,2; default_roles=7,14,2 ;;
+            32:16) fragment=32; matched_roles=6,16,2; default_roles=7,15,2 ;;
+            64:1)  fragment=8;  matched_roles=10,9,3; default_roles=11,9,2 ;;
+            64:4)  fragment=16; matched_roles=9,11,2; default_roles=11,9,2 ;;
+            64:16) fragment=16; matched_roles=9,11,2; default_roles=11,9,2 ;;
+            *) echo "unsupported bits/batch point: $bits/$batch" >&2; exit 1 ;;
+        esac
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20
+                --batch "$batch")
+        appt=("${common[@]}" --backend hierarchical-dataflow
+              --stage-partition 7,7,6 --segment-units 8
+              --segment-data-space 16 --segment-data-time 4
+              --segment-role-stages 2 --segment-token-interleave 1
+              --boundary-storage ring --boundary-buffers 2
+              --target-ctas-per-sm "$resident"
+              --appt-fragment-width "$fragment" --appt-writer-tiles 2
+              --output-order natural)
+        for trial in $(seq 1 "$TRIALS"); do
+            run "$trial" v06 "${common[@]}" --backend hierarchical-dataflow \
+                --stage-partition 10,10 --segment-cores dataflow-radix4 \
+                --segment-cta-weights 9,11
+            run "$trial" radix4-default "${appt[@]}" \
+                --segment-cores appt-online-register-tail \
+                --appt-role-weights "$default_roles"
+            run "$trial" radix4-matched "${appt[@]}" \
+                --segment-cores appt-online-register-tail \
+                --appt-role-weights "$matched_roles"
+            run "$trial" radix8-matched "${appt[@]}" \
+                --segment-cores appt-online-register-tail-radix8 \
+                --appt-role-weights "$matched_roles"
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_appt_physical_cores.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT physical-core comparison: %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_appt_pipeline.sh b/scripts/benchmark_appt_pipeline.sh
new file mode 100755
index 0000000..95ad3db
--- /dev/null
+++ b/scripts/benchmark_appt_pipeline.sh
@@ -0,0 +1,139 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-v07/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/appt_pipeline"}
+WARMUP=${WARMUP:-5}
+REPEAT=${REPEAT:-20}
+TRIALS=${TRIALS:-2}
+WORD_BITS_LIST=${WORD_BITS_LIST:-"32 64"}
+LOGN_LIST=${LOGN_LIST:-"20"}
+BATCH_LIST=${BATCH_LIST:-"1 4 16"}
+US_LIST=${US_LIST:-"6 7 8"}
+TD_LIST=${TD_LIST:-"2 4 8 16"}
+ROLE_STAGES_LIST=${ROLE_STAGES_LIST:-"1 2"}
+REPLICA_LIST=${REPLICA_LIST:-"1 2"}
+TOKEN_INTERLEAVE_LIST=${TOKEN_INTERLEAVE_LIST:-"1 2"}
+BUFFER_LIST=${BUFFER_LIST:-"1 2"}
+CTA_LIST=${CTA_LIST:-"1 2"}
+ONLINE_DATA_SPACE_LIST=${ONLINE_DATA_SPACE_LIST:-"16,16,16 16,8,16 16,32,16 16,16,8 16,16,32 16,8,8 16,8,32 16,32,8 16,32,32"}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+partition() {
+    local remaining=$1 us=$2 result=""
+    while (( remaining > us )); do
+        result+="${result:+,}${us}"
+        ((remaining -= us))
+    done
+    result+="${result:+,}${remaining}"
+    printf '%s' "$result"
+}
+
+run() {
+    local trial=$1 family=$2 label=$3
+    shift 3
+    local output header record
+    if ! output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv); then
+        printf 'skip unsupported point: %s\n' "$label" >&2
+        return 0
+    fi
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,family,label,%s\n' "$header" > "$raw"
+    fi
+    printf '%s,%s,%s,%s\n' "$trial" "$family" "$label" "$record" >> "$raw"
+}
+
+for bits in $WORD_BITS_LIST; do
+    if [[ $bits == 32 ]]; then modulus=998244353; else modulus=576460756061519873; fi
+    for logn in $LOGN_LIST; do
+        verify_partition=$(partition "$logn" 8)
+        "$BIN" --backend hierarchical-dataflow --word-bits "$bits" --modulus "$modulus" \
+            --logN "$logn" --batch 1 --stage-partition "$verify_partition" \
+            --segment-cores appt-pipeline --segment-data-space 16 --segment-data-time 8 \
+            --boundary-storage ring --boundary-buffers 2 --target-ctas-per-sm 1 \
+            --warmup 0 --repeat 1 --verify >/dev/null
+        for trial in $(seq 1 "$TRIALS"); do
+            for batch in $BATCH_LIST; do
+                common=(--word-bits "$bits" --modulus "$modulus" --logN "$logn" --batch "$batch")
+                run "$trial" baseline barrier "${common[@]}" --backend hierarchical-barrier
+                if [[ $logn == 20 ]]; then
+                    run "$trial" v06 resident1010 "${common[@]}" \
+                        --backend hierarchical-dataflow --stage-partition 10,10 \
+                        --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+                    online_ctas=2
+                    online_weights=7,7,6
+                    online_td=8
+                    online_ti=2
+                    if [[ $bits == 32 ]]; then online_ctas=3; fi
+                    if [[ $batch == 1 ]]; then
+                        online_td=4
+                        if [[ $bits == 32 ]]; then
+                            online_weights=6,6,8
+                        else
+                            online_weights=8,8,4
+                            online_ti=1
+                        fi
+                    elif [[ $bits == 64 ]]; then
+                        online_weights=5,7,8
+                    fi
+                    for online_space in $ONLINE_DATA_SPACE_LIST; do
+                        run "$trial" appt-online \
+                            "online-ds${online_space//,/-}-w${online_weights//,/-}-td${online_td}-ti${online_ti}-cta${online_ctas}" \
+                            "${common[@]}" --backend hierarchical-dataflow \
+                            --stage-partition 7,7,6 --segment-cores appt-online \
+                            --segment-units 8 --segment-data-space "$online_space" \
+                            --segment-data-time "$online_td" --segment-role-stages 2 \
+                            --segment-token-interleave "$online_ti" \
+                            --segment-cta-weights "$online_weights" \
+                            --boundary-storage ring --boundary-buffers 2 \
+                            --target-ctas-per-sm "$online_ctas"
+                    done
+                fi
+                for us in $US_LIST; do
+                    stages=$(partition "$logn" "$us")
+                    for td in $TD_LIST; do
+                      for role_stages in $ROLE_STAGES_LIST; do
+                        roles=$(((us + role_stages - 1) / role_stages))
+                        for replicas in $REPLICA_LIST; do
+                          units=$((roles * replicas))
+                          for token_interleave in $TOKEN_INTERLEAVE_LIST; do
+                            if (( token_interleave > 1 &&
+                                  (role_stages == 1 || td < role_stages * token_interleave) )); then
+                                continue
+                            fi
+                            for buffers in $BUFFER_LIST; do
+                              for ctas in $CTA_LIST; do
+                                label="appt-us${us}-rs${role_stages}-rep${replicas}-td${td}-ti${token_interleave}-buf${buffers}-cta${ctas}"
+                                run "$trial" appt "$label" "${common[@]}" \
+                                    --backend hierarchical-dataflow --stage-partition "$stages" \
+                                    --segment-cores appt-pipeline --segment-units "$units" \
+                                    --segment-data-space 16 --segment-data-time "$td" \
+                                    --segment-role-stages "$role_stages" \
+                                    --segment-token-interleave "$token_interleave" \
+                                    --boundary-storage ring --boundary-buffers "$buffers" \
+                                    --target-ctas-per-sm "$ctas"
+                              done
+                            done
+                          done
+                        done
+                      done
+                    done
+                done
+            done
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_appt_pipeline.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT pipeline analysis: %s\n' "$OUTPUT_DIR/analysis.md"
+if [[ -n ${SUDO_USER:-} ]]; then
+    chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+fi
diff --git a/scripts/benchmark_appt_resident_2d.sh b/scripts/benchmark_appt_resident_2d.sh
new file mode 100755
index 0000000..b760b78
--- /dev/null
+++ b/scripts/benchmark_appt_resident_2d.sh
@@ -0,0 +1,81 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/appt_resident_2d"}
+TRIALS=${TRIALS:-2}
+WARMUP=${WARMUP:-3}
+REPEAT=${REPEAT:-20}
+BATCHES=${BATCHES:-1,4,16}
+U32_ROLES=${U32_ROLES:-"8,10,4 10,8,4 12,8,2 14,6,2"}
+U64_ROLES=${U64_ROLES:-"8,8,4 10,7,3 12,6,2 14,5,1"}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local trial=$1 variant=$2 roles=$3
+    shift 3
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,variant,scan_roles,%s\n' "$header" > "$raw"
+    fi
+    printf '%s,%s,%s,%s\n' "$trial" "$variant" "${roles//,/-}" \
+        "$record" >> "$raw"
+}
+
+IFS=, read -ra selected_batches <<< "$BATCHES"
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then
+        modulus=998244353; resident=3; role_space=$U32_ROLES
+    else
+        modulus=576460756061519873; resident=2; role_space=$U64_ROLES
+    fi
+    for batch in "${selected_batches[@]}"; do
+        case "$bits:$batch" in
+            32:1) fragment=8; writer_tiles=1; writer_roles=6,12,4 ;;
+            32:4) fragment=8; writer_tiles=2; writer_roles=6,12,4 ;;
+            32:16) fragment=16; writer_tiles=2; writer_roles=6,12,4 ;;
+            64:1|64:4) fragment=8; writer_tiles=2; writer_roles=8,8,4 ;;
+            64:16) fragment=16; writer_tiles=2; writer_roles=8,8,4 ;;
+            *) echo "unsupported bits/batch point: $bits/$batch" >&2; exit 1 ;;
+        esac
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20
+                --batch "$batch")
+        appt=("${common[@]}" --backend hierarchical-dataflow
+              --stage-partition 7,7,6 --segment-units 8
+              --segment-data-space 32,16,16 --segment-data-time 1
+              --segment-role-stages 2 --segment-token-interleave 1
+              --boundary-storage ring --boundary-buffers 2
+              --target-ctas-per-sm "$resident" --output-order natural
+              --appt-fragment-width "$fragment"
+              --appt-writer-tiles "$writer_tiles")
+        for trial in $(seq 1 "$TRIALS"); do
+            run "$trial" v06 9-11 "${common[@]}" \
+                --backend hierarchical-dataflow --stage-partition 10,10 \
+                --segment-cores dataflow-radix4 \
+                --segment-cta-weights 9,11
+            run "$trial" writer-final "$writer_roles" "${appt[@]}" \
+                --segment-cores \
+                    appt-online-register-tail-grouped-writer-final \
+                --appt-role-weights "$writer_roles"
+            for roles in $role_space; do
+                run "$trial" resident-2d "$roles" "${appt[@]}" \
+                    --segment-cores \
+                        appt-online-register-tail-grouped-writer-final-resident \
+                    --appt-role-weights "$roles" \
+                    --appt-data-time-roles 5
+            done
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_appt_resident_2d.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT resident-2D comparison: %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_appt_resident_quarter.sh b/scripts/benchmark_appt_resident_quarter.sh
new file mode 100755
index 0000000..38d66ec
--- /dev/null
+++ b/scripts/benchmark_appt_resident_quarter.sh
@@ -0,0 +1,83 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/appt_resident_quarter"}
+TRIALS=${TRIALS:-2}
+WARMUP=${WARMUP:-3}
+REPEAT=${REPEAT:-20}
+BATCHES=${BATCHES:-1,4,16}
+U32_ROLES=${U32_ROLES:-"8,10,4 10,8,4 12,8,2 14,6,2"}
+U64_ROLES=${U64_ROLES:-"8,8,4 10,7,3 12,6,2 14,5,1"}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local trial=$1 variant=$2 roles=$3
+    shift 3
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,variant,scan_roles,%s\n' "$header" > "$raw"
+    fi
+    printf '%s,%s,%s,%s\n' "$trial" "$variant" "${roles//,/-}" \
+        "$record" >> "$raw"
+}
+
+IFS=, read -ra selected_batches <<< "$BATCHES"
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then
+        modulus=998244353; role_space=$U32_ROLES; writer_resident=3
+    else
+        modulus=576460756061519873; role_space=$U64_ROLES; writer_resident=2
+    fi
+    for batch in "${selected_batches[@]}"; do
+        case "$bits:$batch" in
+            32:1) fragment=8; writer_tiles=1; writer_roles=6,12,4; resident_roles=10,8,4 ;;
+            32:4) fragment=8; writer_tiles=2; writer_roles=6,12,4; resident_roles=12,8,2 ;;
+            32:16) fragment=16; writer_tiles=2; writer_roles=6,12,4; resident_roles=12,8,2 ;;
+            64:1) fragment=8; writer_tiles=2; writer_roles=8,8,4; resident_roles=8,8,4 ;;
+            64:4) fragment=8; writer_tiles=2; writer_roles=8,8,4; resident_roles=12,6,2 ;;
+            64:16) fragment=16; writer_tiles=2; writer_roles=8,8,4; resident_roles=12,6,2 ;;
+            *) echo "unsupported bits/batch point: $bits/$batch" >&2; exit 1 ;;
+        esac
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20
+                --batch "$batch")
+        appt=("${common[@]}" --backend hierarchical-dataflow
+              --stage-partition 7,7,6 --segment-units 8
+              --segment-data-space 32,16,16 --segment-data-time 1
+              --segment-role-stages 2 --segment-token-interleave 1
+              --boundary-storage ring --boundary-buffers 2
+              --output-order natural --appt-fragment-width "$fragment"
+              --appt-writer-tiles "$writer_tiles")
+        for trial in $(seq 1 "$TRIALS"); do
+            run "$trial" v06 9-11 "${common[@]}" \
+                --backend hierarchical-dataflow --stage-partition 10,10 \
+                --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+            run "$trial" writer-final "$writer_roles" "${appt[@]}" \
+                --target-ctas-per-sm "$writer_resident" \
+                --segment-cores appt-online-register-tail-grouped-writer-final \
+                --appt-role-weights "$writer_roles"
+            run "$trial" resident-2d "$resident_roles" "${appt[@]}" \
+                --target-ctas-per-sm 2 \
+                --segment-cores appt-online-register-tail-grouped-writer-final-resident \
+                --appt-role-weights "$resident_roles" --appt-data-time-roles 5
+            for roles in $role_space; do
+                run "$trial" resident-quarter "$roles" "${appt[@]}" \
+                    --target-ctas-per-sm 2 \
+                    --segment-cores appt-online-register-tail-grouped-writer-final-resident-quarter \
+                    --appt-role-weights "$roles" --appt-data-time-roles 5
+            done
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_appt_resident_quarter.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT resident-quarter comparison: %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_appt_role_breakdown.sh b/scripts/benchmark_appt_role_breakdown.sh
new file mode 100755
index 0000000..d33f37a
--- /dev/null
+++ b/scripts/benchmark_appt_role_breakdown.sh
@@ -0,0 +1,82 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-v07/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/appt_role_breakdown"}
+TRIALS=${TRIALS:-3}
+WARMUP=${WARMUP:-2}
+REPEAT=${REPEAT:-5}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+printf 'kind,bits,batch,trial,kernel_ms,role,wait_ns,compute_ns,boundary_ns,tasks,span_ns,start_delay_ns\n' > "$raw"
+
+parse_segment() {
+    local output=$1 segment=$2 line payload start end first
+    line=$(printf '%s\n' "$output" | grep "^pipeline_segment_${segment}:")
+    payload=${line#*: }
+    start=${payload%%,*}; start=${start#start=}
+    end=${payload##*end=}
+    first=$(printf '%s\n' "$output" | sed -n 's/^pipeline_segment_[0-9]*: start=\([0-9]*\).*/\1/p' | sort -n | head -n 1)
+    printf '%s,%s' "$((end-start))" "$((start-first))"
+}
+
+for trial in $(seq 1 "$TRIALS"); do
+    for bits in 32 64; do
+        if [[ $bits == 32 ]]; then
+            modulus=998244353
+            ctas=3
+        else
+            modulus=576460756061519873
+            ctas=2
+        fi
+        for batch in 1 4; do
+            if [[ $bits == 32 && $batch == 1 ]]; then
+                weights=6,6,8
+            elif [[ $bits == 32 ]]; then
+                weights=7,7,6
+            elif [[ $batch == 1 ]]; then
+                weights=8,8,4
+            else
+                weights=5,7,8
+            fi
+            common=(--word-bits "$bits" --modulus "$modulus" --logN 20 --batch "$batch")
+            output=$("$BIN" "${common[@]}" --backend hierarchical-dataflow \
+                --stage-partition 7,7,6 --segment-cores appt-online \
+                --segment-units 8 --segment-data-space 16,16,16 \
+                --segment-data-time 8 --segment-role-stages 2 \
+                --segment-token-interleave 2 --segment-cta-weights "$weights" \
+                --boundary-storage ring --boundary-buffers 2 \
+                --target-ctas-per-sm "$ctas" --profile-appt-roles \
+                --warmup "$WARMUP" --repeat "$REPEAT")
+            kernel=$(printf '%s\n' "$output" | awk '/^kernel_ms:/ {print $2}')
+            for role in 0 1 2; do
+                line=$(printf '%s\n' "$output" | grep "^pipeline_role_${role}:")
+                payload=${line#*: }; payload=${payload//, /,}
+                IFS=, read -r wait compute boundary tasks <<< "$payload"
+                IFS=, read -r span delay <<< "$(parse_segment "$output" "$role")"
+                printf 'online,%s,%s,%s,%s,%s,%s,%s,%s,%s,%s,%s\n' \
+                    "$bits" "$batch" "$trial" "$kernel" "$role" \
+                    "${wait#wait=}" "${compute#compute=}" \
+                    "${boundary#boundary=}" "${tasks#tasks=}" "$span" "$delay" >> "$raw"
+            done
+
+            output=$("$BIN" "${common[@]}" --backend hierarchical-dataflow \
+                --stage-partition 10,10 --segment-cores dataflow-radix4 \
+                --segment-cta-weights 9,11 --trace-pipeline \
+                --warmup "$WARMUP" --repeat "$REPEAT")
+            kernel=$(printf '%s\n' "$output" | awk '/^kernel_ms:/ {print $2}')
+            for role in 0 1; do
+                IFS=, read -r span delay <<< "$(parse_segment "$output" "$role")"
+                printf 'v06,%s,%s,%s,%s,%s,0,0,0,0,%s,%s\n' \
+                    "$bits" "$batch" "$trial" "$kernel" "$role" "$span" "$delay" >> "$raw"
+            done
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_appt_role_breakdown.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT role breakdown: %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_appt_static_layout.sh b/scripts/benchmark_appt_static_layout.sh
new file mode 100755
index 0000000..1bfe7ef
--- /dev/null
+++ b/scripts/benchmark_appt_static_layout.sh
@@ -0,0 +1,72 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/appt_static_layout"}
+TRIALS=${TRIALS:-3}
+WARMUP=${WARMUP:-3}
+REPEAT=${REPEAT:-20}
+BATCHES=${BATCHES:-1,4,16}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local trial=$1 label=$2
+    shift 2
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then printf 'trial,variant,%s\n' "$header" > "$raw"; fi
+    printf '%s,%s,%s\n' "$trial" "$label" "$record" >> "$raw"
+}
+
+IFS=, read -ra batches <<< "$BATCHES"
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then
+        modulus=998244353; resident=3
+        role_points=(8,12,1 8,12,2 8,12,3 7,13,2 7,14,2 7,15,2 7,14,3 9,11,2 8,14,2)
+    else
+        modulus=576460756061519873; resident=2
+        role_points=(10,10,1 10,10,2 9,11,2 11,9,2 10,12,2)
+    fi
+    for batch in "${batches[@]}"; do
+        if [[ $bits == 32 ]]; then
+            (( batch >= 16 )) && static_roles=7,14,1 || static_roles=8,12,1
+        else
+            (( batch == 1 )) && static_roles=11,9,1 || static_roles=10,10,1
+        fi
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20 --batch "$batch")
+        appt=("${common[@]}" --backend hierarchical-dataflow --stage-partition 7,7,6
+              --segment-cores appt-online-register-tail --segment-units 8
+              --segment-data-space 16 --segment-data-time 4 --segment-role-stages 2
+              --segment-token-interleave 1 --boundary-storage ring --boundary-buffers 2
+              --target-ctas-per-sm "$resident")
+        for trial in $(seq 1 "$TRIALS"); do
+            run "$trial" v06 "${common[@]}" --backend hierarchical-dataflow \
+                --stage-partition 10,10 --segment-cores dataflow-radix4 \
+                --segment-cta-weights 9,11
+            for fragment in 8 16 32; do
+                run "$trial" "static-fw${fragment}" "${appt[@]}" \
+                    --output-order appt-static --appt-fragment-width "$fragment" \
+                    --appt-role-weights "$static_roles" --appt-writer-tiles 1
+                for tiles in 1 2 4; do
+                    for roles in "${role_points[@]}"; do
+                        run "$trial" "natural-fw${fragment}-wt${tiles}-r${roles//,/-}" \
+                            "${appt[@]}" --output-order natural \
+                            --appt-fragment-width "$fragment" --appt-writer-tiles "$tiles" \
+                            --appt-role-weights "$roles"
+                    done
+                done
+            done
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_appt_static_layout.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT static-layout search: %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_appt_tail_cores.sh b/scripts/benchmark_appt_tail_cores.sh
new file mode 100755
index 0000000..3f09fe2
--- /dev/null
+++ b/scripts/benchmark_appt_tail_cores.sh
@@ -0,0 +1,73 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-v07/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/appt_tail_cores"}
+TRIALS=${TRIALS:-3}
+WARMUP=${WARMUP:-3}
+REPEAT=${REPEAT:-20}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local trial=$1 label=$2 weights=$3
+    shift 3
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,physical_core,weights,%s\n' "$header" > "$raw"
+    fi
+    printf '%s,%s,%s,%s\n' "$trial" "$label" "${weights//,/-}" "$record" >> "$raw"
+}
+
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then modulus=998244353; resident=3
+    else modulus=576460756061519873; resident=2
+    fi
+    for batch in 1 4; do
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20 --batch "$batch")
+        if [[ $bits == 32 && $batch == 1 ]]; then warp=6,6,8; cta=7,6,7; full=9,6,5; split=7,7,6
+        elif [[ $bits == 32 ]]; then warp=7,7,6; cta=7,6,7; full=4,8,8; split=8,6,6
+        elif [[ $batch == 1 ]]; then warp=8,8,4; cta=4,8,8; full=9,6,5; split=4,6,10
+        else warp=6,8,6; cta=5,7,8; full=7,7,6; split=4,8,8
+        fi
+        if [[ $bits == 32 && $batch == 1 ]]; then register=8,7,5
+        elif [[ $bits == 32 ]]; then register=8,7,5
+        elif [[ $batch == 1 ]]; then register=11,5,4
+        else register=10,6,4
+        fi
+
+        for trial in $(seq 1 "$TRIALS"); do
+            run "$trial" v06 9,11 "${common[@]}" \
+                --backend hierarchical-dataflow --stage-partition 10,10 \
+                --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+            for point in "warp:${warp}:appt-online:${resident}" \
+                         "cta-radix4:${cta}:appt-online-radix4:${resident}" \
+                         "fused-tail:${full}:appt-online-fused-tail:$([[ $bits == 32 ]] && printf 2 || printf 1)" \
+                         "split-tail:${split}:appt-online-split-tail:${resident}" \
+                         "register-tail:${register}:appt-online-register-tail:${resident}"; do
+                IFS=: read -r label weights core target <<< "$point"
+                run "$trial" "$label" "$weights" "${common[@]}" \
+                    --backend hierarchical-dataflow --stage-partition 7,7,6 \
+                    --segment-cores "$core" --segment-units 8 \
+                    --segment-data-space 16,16,16 --segment-data-time 4 \
+                    --segment-role-stages 2 --segment-token-interleave 1 \
+                    --segment-cta-weights "$weights" --boundary-storage ring \
+                    --boundary-buffers 2 --target-ctas-per-sm "$target"
+            done
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_appt_tail_cores.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT tail-core comparison: %s\n' "$OUTPUT_DIR/analysis.md"
+if [[ -n ${SUDO_USER:-} ]]; then
+    chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+fi
diff --git a/scripts/benchmark_appt_writer_final.sh b/scripts/benchmark_appt_writer_final.sh
new file mode 100755
index 0000000..dbd6f0f
--- /dev/null
+++ b/scripts/benchmark_appt_writer_final.sh
@@ -0,0 +1,93 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/appt_writer_final"}
+TRIALS=${TRIALS:-2}
+WARMUP=${WARMUP:-3}
+REPEAT=${REPEAT:-20}
+BATCHES=${BATCHES:-1,4,16}
+FRAGMENTS=${FRAGMENTS:-8,16,32}
+WRITER_TILES=${WRITER_TILES:-1,2}
+U32_ROLES=${U32_ROLES:-"7,13,3 7,12,4 7,11,5 6,14,2 6,13,3 6,12,4 6,11,5 6,10,6"}
+U64_ROLES=${U64_ROLES:-"10,9,3 10,8,4 9,9,3 9,8,4 9,7,5 8,10,2 8,9,3 8,8,4 8,7,5"}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local trial=$1 variant=$2 fragment=$3 writer_tiles=$4 roles=$5
+    shift 5
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,variant,fragment_width,writer_tiles,roles,%s\n' "$header" > "$raw"
+    fi
+    printf '%s,%s,%s,%s,%s,%s\n' "$trial" "$variant" "$fragment" \
+        "$writer_tiles" "${roles//,/-}" "$record" >> "$raw"
+}
+
+IFS=, read -ra selected_batches <<< "$BATCHES"
+IFS=, read -ra selected_fragments <<< "$FRAGMENTS"
+IFS=, read -ra selected_writer_tiles <<< "$WRITER_TILES"
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then
+        modulus=998244353
+        resident=3
+        role_space=$U32_ROLES
+    else
+        modulus=576460756061519873
+        resident=2
+        role_space=$U64_ROLES
+    fi
+    for batch in "${selected_batches[@]}"; do
+        case "$bits:$batch" in
+            32:1)  grouped_fragment=16; grouped_roles=7,13,3 ;;
+            32:4)  grouped_fragment=16; grouped_roles=6,14,2 ;;
+            32:16) grouped_fragment=32; grouped_roles=6,16,2 ;;
+            64:1)  grouped_fragment=8;  grouped_roles=10,9,3 ;;
+            64:4|64:16) grouped_fragment=16; grouped_roles=8,10,2 ;;
+            *) echo "unsupported bits/batch point: $bits/$batch" >&2; exit 1 ;;
+        esac
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20
+                --batch "$batch")
+        appt=("${common[@]}" --backend hierarchical-dataflow
+              --stage-partition 7,7,6 --segment-units 8
+              --segment-data-space 32,16,16 --segment-data-time 4
+              --segment-role-stages 2 --segment-token-interleave 1
+              --boundary-storage ring --boundary-buffers 2
+              --target-ctas-per-sm "$resident" --output-order natural)
+        for trial in $(seq 1 "$TRIALS"); do
+            run "$trial" v06 0 0 9,11 "${common[@]}" \
+                --backend hierarchical-dataflow --stage-partition 10,10 \
+                --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+            run "$trial" grouped "$grouped_fragment" 2 "$grouped_roles" \
+                "${appt[@]}" \
+                --segment-cores appt-online-register-tail-grouped \
+                --appt-fragment-width "$grouped_fragment" \
+                --appt-writer-tiles 2 --appt-role-weights "$grouped_roles"
+            for fragment in "${selected_fragments[@]}"; do
+                for writer_tiles in "${selected_writer_tiles[@]}"; do
+                    for roles in $role_space; do
+                        run "$trial" writer-final "$fragment" "$writer_tiles" \
+                            "$roles" "${appt[@]}" \
+                            --segment-cores \
+                                appt-online-register-tail-grouped-writer-final \
+                            --appt-fragment-width "$fragment" \
+                            --appt-writer-tiles "$writer_tiles" \
+                            --appt-role-weights "$roles"
+                    done
+                done
+            done
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_appt_writer_final.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT writer-final comparison: %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_appt_writer_final_confirm.sh b/scripts/benchmark_appt_writer_final_confirm.sh
new file mode 100755
index 0000000..767da12
--- /dev/null
+++ b/scripts/benchmark_appt_writer_final_confirm.sh
@@ -0,0 +1,79 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/appt_writer_final/confirmed"}
+TRIALS=${TRIALS:-3}
+WARMUP=${WARMUP:-5}
+REPEAT=${REPEAT:-30}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local trial=$1 variant=$2 fragment=$3 writer_tiles=$4 roles=$5
+    shift 5
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,variant,fragment_width,writer_tiles,roles,%s\n' "$header" > "$raw"
+    fi
+    printf '%s,%s,%s,%s,%s,%s\n' "$trial" "$variant" "$fragment" \
+        "$writer_tiles" "${roles//,/-}" "$record" >> "$raw"
+}
+
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then modulus=998244353; resident=3
+    else modulus=576460756061519873; resident=2
+    fi
+    for batch in 1 4 16; do
+        case "$bits:$batch" in
+            32:1)  grouped_fragment=16; grouped_roles=7,13,3
+                   fragment=8; writer_tiles=1; roles=6,12,4 ;;
+            32:4)  grouped_fragment=16; grouped_roles=6,14,2
+                   fragment=8; writer_tiles=2; roles=6,12,4 ;;
+            32:16) grouped_fragment=32; grouped_roles=6,16,2
+                   fragment=16; writer_tiles=2; roles=6,12,4 ;;
+            64:1)  grouped_fragment=8; grouped_roles=10,9,3
+                   fragment=8; writer_tiles=2; roles=8,8,4 ;;
+            64:4|64:16) grouped_fragment=16; grouped_roles=8,10,2
+                   fragment=$([[ $batch == 4 ]] && echo 8 || echo 16)
+                   writer_tiles=2; roles=8,8,4 ;;
+        esac
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20
+                --batch "$batch")
+        appt=("${common[@]}" --backend hierarchical-dataflow
+              --stage-partition 7,7,6 --segment-units 8
+              --segment-data-space 32,16,16 --segment-data-time 4
+              --segment-role-stages 2 --segment-token-interleave 1
+              --boundary-storage ring --boundary-buffers 2
+              --target-ctas-per-sm "$resident" --output-order natural)
+        for trial in $(seq 1 "$TRIALS"); do
+            run "$trial" v06 0 0 9,11 "${common[@]}" \
+                --backend hierarchical-dataflow --stage-partition 10,10 \
+                --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+            run "$trial" grouped "$grouped_fragment" 2 "$grouped_roles" \
+                "${appt[@]}" \
+                --segment-cores appt-online-register-tail-grouped \
+                --appt-fragment-width "$grouped_fragment" \
+                --appt-writer-tiles 2 --appt-role-weights "$grouped_roles"
+            run "$trial" writer-final "$fragment" "$writer_tiles" "$roles" \
+                "${appt[@]}" \
+                --segment-cores \
+                    appt-online-register-tail-grouped-writer-final \
+                --appt-fragment-width "$fragment" \
+                --appt-writer-tiles "$writer_tiles" \
+                --appt-role-weights "$roles"
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_appt_writer_final.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'Confirmed APPT writer-final comparison: %s\n' \
+    "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_hierarchical_dataflow.sh b/scripts/benchmark_hierarchical_dataflow.sh
new file mode 100755
index 0000000..d9b7b9e
--- /dev/null
+++ b/scripts/benchmark_hierarchical_dataflow.sh
@@ -0,0 +1,81 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-11.8/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/hierarchical_dataflow"}
+MODE=${MODE:-screen}
+WARMUP=${WARMUP:-20}
+REPEAT=${REPEAT:-100}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+case "$MODE" in
+    screen|space|cores|all) ;;
+    *) echo "MODE must be screen, space, cores, or all" >&2; exit 1 ;;
+esac
+
+RAW_DIR="$OUTPUT_DIR/raw/$MODE"
+rm -rf "$RAW_DIR"
+mkdir -p "$RAW_DIR"
+case_index=0
+
+run() {
+    local label=$1
+    shift
+    case_index=$((case_index + 1))
+    printf '[%03d] %s\n' "$case_index" "$label"
+    "$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --verify --csv \
+        > "$RAW_DIR/${label}.csv"
+}
+
+screen() {
+    for word_bits in 32 64; do
+        if [[ $word_bits -eq 32 ]]; then modulus=998244353; else modulus=576460756061519873; fi
+        for log_n in 12 14 16 18 20; do
+            batch=$((1 << (22 - log_n)))
+            common=(--word-bits "$word_bits" --modulus "$modulus" --logN "$log_n" --batch "$batch")
+            run "hybrid2d_w${word_bits}_n${log_n}_b${batch}" "${common[@]}" \
+                --backend hybrid2d --compute-unit radix4
+            run "hierarchical_w${word_bits}_n${log_n}_b${batch}" "${common[@]}" \
+                --backend hierarchical-barrier
+        done
+    done
+}
+
+space() {
+    for word_bits in 32 64; do
+        if [[ $word_bits -eq 32 ]]; then modulus=998244353; else modulus=576460756061519873; fi
+        common=(--word-bits "$word_bits" --modulus "$modulus" --logN 20 --batch 4)
+        run "hybrid2d_w${word_bits}_n20_b4" "${common[@]}" --backend hybrid2d --compute-unit radix4
+        for rows in 1 2 4; do
+            for data_time in 1 2 4 8; do
+                for threads in 128 256 512; do
+                    run "hierarchical_w${word_bits}_n20_b4_r${rows}_td${data_time}_t${threads}" \
+                        "${common[@]}" --backend hierarchical-barrier --rows-per-block "$rows" \
+                        --data-time "$data_time" --threads-per-block "$threads"
+                done
+            done
+        done
+    done
+}
+
+cores() {
+    for word_bits in 32 64; do
+        if [[ $word_bits -eq 32 ]]; then modulus=998244353; rows=4; threads=256
+        else modulus=576460756061519873; rows=2; threads=512; fi
+        for core in dataflow-radix4 hybrid2d-radix4; do
+            run "hierarchical_w${word_bits}_n20_b4_${core}" \
+                --word-bits "$word_bits" --modulus "$modulus" --logN 20 --batch 4 \
+                --backend hierarchical-barrier --hierarchical-core "$core" \
+                --rows-per-block "$rows" --data-time 1 --threads-per-block "$threads"
+        done
+    done
+}
+
+[[ $MODE == screen || $MODE == all ]] && screen
+[[ $MODE == space || $MODE == all ]] && space
+[[ $MODE == cores || $MODE == all ]] && cores
+
+python3 "$ROOT/scripts/summarize_hierarchical_dataflow.py" "$RAW_DIR"/*.csv \
+    --csv "$OUTPUT_DIR/summary_${MODE}.csv" --markdown "$OUTPUT_DIR/summary_${MODE}.md"
+printf 'HierarchicalDataflow summary: %s\n' "$OUTPUT_DIR/summary_${MODE}.md"
diff --git a/scripts/benchmark_hierarchical_resident_776.sh b/scripts/benchmark_hierarchical_resident_776.sh
new file mode 100755
index 0000000..34c32a8
--- /dev/null
+++ b/scripts/benchmark_hierarchical_resident_776.sh
@@ -0,0 +1,44 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-11.8/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/hierarchical_streaming/resident_776"}
+WARMUP=${WARMUP:-10}
+REPEAT=${REPEAT:-50}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local label=$1
+    shift
+    printf '%s\n' "$label" >&2
+    "$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --verify --csv >> "$raw"
+}
+
+for word_bits in 32 64; do
+    if [[ $word_bits -eq 32 ]]; then modulus=998244353; else modulus=576460756061519873; fi
+    for batch in 1 2 4 8; do
+        common=(--word-bits "$word_bits" --modulus "$modulus" --logN 20 --batch "$batch")
+        run "barrier-w${word_bits}-b${batch}" "${common[@]}" --backend hierarchical-barrier
+        run "resident-1010-w${word_bits}-b${batch}" "${common[@]}" \
+            --backend hierarchical-dataflow --stage-partition 10,10 \
+            --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+        for target in 1 2 3 4 5; do
+            for units in 8 16 32; do
+                for weights in 7,7,6 8,8,4 6,8,6 8,6,6 6,6,8; do
+                    run "resident-776-w${word_bits}-b${batch}-t${target}-u${units}-${weights//,/-}" \
+                        "${common[@]}" --backend hierarchical-dataflow \
+                        --stage-partition 7,7,6 --segment-cores dataflow-radix4 \
+                        --segment-threads 256 --segment-units "$units" \
+                        --segment-cta-weights "$weights" --target-ctas-per-sm "$target"
+                done
+            done
+        done
+    done
+done
+
+printf 'Resident 7+7+6 scan: %s\n' "$raw"
diff --git a/scripts/benchmark_hierarchical_streaming.sh b/scripts/benchmark_hierarchical_streaming.sh
new file mode 100755
index 0000000..f1f1282
--- /dev/null
+++ b/scripts/benchmark_hierarchical_streaming.sh
@@ -0,0 +1,43 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-11.8/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/hierarchical_streaming"}
+WARMUP=${WARMUP:-20}
+REPEAT=${REPEAT:-100}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local label=$1
+    shift
+    printf '%s\n' "$label" >&2
+    "$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --verify --csv >> "$raw"
+}
+
+for word_bits in 32 64; do
+    if [[ $word_bits -eq 32 ]]; then modulus=998244353; else modulus=576460756061519873; fi
+    for log_n in 12 15 17 20; do
+        for batch in 1 2 4 8; do
+            common=(--word-bits "$word_bits" --modulus "$modulus" --logN "$log_n" --batch "$batch")
+            run "barrier-w${word_bits}-n${log_n}-b${batch}" "${common[@]}" --backend hierarchical-barrier
+            run "stream-auto-w${word_bits}-n${log_n}-b${batch}" "${common[@]}" --backend hierarchical-dataflow
+            if [[ $log_n -eq 15 ]]; then
+                run "stream-555-w${word_bits}-b${batch}" "${common[@]}" --backend hierarchical-dataflow \
+                    --stage-partition 5,5,5 --segment-cta-weights 5,5,5
+            elif [[ $log_n -eq 20 ]]; then
+                run "stream-776-w${word_bits}-b${batch}" "${common[@]}" --backend hierarchical-dataflow \
+                    --stage-partition 7,7,6 --segment-cta-weights 7,7,6
+                run "stream-1010-w${word_bits}-b${batch}" "${common[@]}" --backend hierarchical-dataflow \
+                    --stage-partition 10,10 --segment-cores dataflow-radix4 \
+                    --segment-threads 256 --segment-cta-weights 9,11
+            fi
+        done
+    done
+done
+
+printf 'Raw streaming comparison: %s\n' "$raw"
diff --git a/scripts/benchmark_hierarchical_streaming_comparison.sh b/scripts/benchmark_hierarchical_streaming_comparison.sh
new file mode 100755
index 0000000..6a4cc88
--- /dev/null
+++ b/scripts/benchmark_hierarchical_streaming_comparison.sh
@@ -0,0 +1,61 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-v07/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/hierarchical_streaming/comprehensive"}
+WARMUP=${WARMUP:-10}
+REPEAT=${REPEAT:-50}
+TRIALS=${TRIALS:-3}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local trial=$1
+    local label=$2
+    shift 2
+    local output header record
+    printf '%s\n' "$label" >&2
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,label,%s\n' "$header" >> "$raw"
+    fi
+    printf '%s,%s,%s\n' "$trial" "$label" "$record" >> "$raw"
+}
+
+for word_bits in 32 64; do
+    if [[ $word_bits -eq 32 ]]; then modulus=998244353; else modulus=576460756061519873; fi
+    common=(--word-bits "$word_bits" --modulus "$modulus" --logN 20)
+
+    # Correctness is checked once per generated physical kernel; performance
+    # runs avoid the CPU reference cost at large batch.
+    "$BIN" "${common[@]}" --batch 1 --backend hierarchical-dataflow \
+        --stage-partition 7,7,6 --segment-cores dataflow-radix4 \
+        --warmup 0 --repeat 1 --verify >/dev/null
+
+    for trial in $(seq 1 "$TRIALS"); do
+        for batch in 1 4 8 16 32; do
+            shape=("${common[@]}" --batch "$batch")
+            run "$trial" "barrier-w${word_bits}-b${batch}" "${shape[@]}" \
+                --backend hierarchical-barrier
+            run "$trial" "resident1010-w${word_bits}-b${batch}" "${shape[@]}" \
+                --backend hierarchical-dataflow --stage-partition 10,10 \
+                --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+            run "$trial" "generic776-w${word_bits}-b${batch}" "${shape[@]}" \
+                --backend hierarchical-dataflow --stage-partition 7,7,6 \
+                --segment-cores radix4 --segment-cta-weights 7,7,6
+            run "$trial" "resident776-w${word_bits}-b${batch}" "${shape[@]}" \
+                --backend hierarchical-dataflow --stage-partition 7,7,6 \
+                --segment-cores dataflow-radix4
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_hierarchical_streaming_comparison.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'Hierarchical streaming comparison: %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_homogeneous_10x10.sh b/scripts/benchmark_homogeneous_10x10.sh
new file mode 100755
index 0000000..0b09636
--- /dev/null
+++ b/scripts/benchmark_homogeneous_10x10.sh
@@ -0,0 +1,85 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/homogeneous_10x10"}
+TRIALS=${TRIALS:-2}
+WARMUP=${WARMUP:-2}
+REPEAT=${REPEAT:-10}
+BATCHES=${BATCHES:-1,4,16}
+WORD_BITS=${WORD_BITS:-32,64}
+DATA_TIME_PAIRS=${DATA_TIME_PAIRS:-"1:1 1:2 1:4 2:1 2:2 4:1"}
+CTA_WEIGHT_PAIRS=${CTA_WEIGHT_PAIRS:-"8:12 9:11 10:10"}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local trial=$1 variant=$2 producer_dt=$3 consumer_dt=$4 weights=$5 resident=$6
+    shift 6
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,variant,producer_dt,consumer_dt,weights,resident_ctas,%s\n' \
+            "$header" > "$raw"
+    fi
+    printf '%s,%s,%s,%s,%s,%s,%s\n' "$trial" "$variant" \
+        "$producer_dt" "$consumer_dt" "${weights//:/-}" "$resident" \
+        "$record" >> "$raw"
+}
+
+IFS=, read -ra selected_batches <<< "$BATCHES"
+IFS=, read -ra selected_bits <<< "$WORD_BITS"
+for bits in "${selected_bits[@]}"; do
+    if [[ $bits == 32 ]]; then
+        modulus=998244353
+        resident=${RESIDENT_U32:-4}
+    elif [[ $bits == 64 ]]; then
+        modulus=576460756061519873
+        resident=${RESIDENT_U64:-2}
+    else
+        echo "unsupported word bits: $bits" >&2
+        exit 1
+    fi
+    for batch in "${selected_batches[@]}"; do
+        common=(--logN 20 --batch "$batch" --word-bits "$bits"
+                --modulus "$modulus" --backend hierarchical-dataflow
+                --stage-partition 10,10 --boundary-storage full-scratch
+                --target-ctas-per-sm "$resident")
+        for trial in $(seq 1 "$TRIALS"); do
+            run "$trial" v06 1 1 9:11 "$resident" "${common[@]}" \
+                --segment-cores dataflow-radix4 \
+                --segment-data-time 1,1 --segment-cta-weights 9,11
+            for data_time_pair in $DATA_TIME_PAIRS; do
+                producer_dt=${data_time_pair%%:*}
+                consumer_dt=${data_time_pair##*:}
+                for weight_pair in $CTA_WEIGHT_PAIRS; do
+                    producer_weight=${weight_pair%%:*}
+                    consumer_weight=${weight_pair##*:}
+                    run "$trial" homogeneous "$producer_dt" "$consumer_dt" \
+                        "$weight_pair" "$resident" "${common[@]}" \
+                        --segment-cores homogeneous-radix4 \
+                        --segment-threads 256 --segment-units 4 \
+                        --segment-data-time "$producer_dt,$consumer_dt" \
+                        --segment-cta-weights \
+                            "$producer_weight,$consumer_weight"
+                done
+            done
+            # Bracket the search with the same physical control so process
+            # startup, clock ramp, and thermal drift do not bias one side.
+            run "$trial" v06 1 1 9:11 "$resident" "${common[@]}" \
+                --segment-cores dataflow-radix4 \
+                --segment-data-time 1,1 --segment-cta-weights 9,11
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_homogeneous_10x10.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" \
+    --markdown "$OUTPUT_DIR/analysis.md"
+printf 'Homogeneous 10+10 comparison: %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_homogeneous_warp_10x10.sh b/scripts/benchmark_homogeneous_warp_10x10.sh
new file mode 100755
index 0000000..97eb30d
--- /dev/null
+++ b/scripts/benchmark_homogeneous_warp_10x10.sh
@@ -0,0 +1,223 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/homogeneous_warp_10x10"}
+BATCHES=${BATCHES:-1,4,16}
+TRIALS=${TRIALS:-2}
+WARMUP=${WARMUP:-2}
+REPEAT=${REPEAT:-10}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+run() {
+    local trial=$1 variant=$2 threads=$3 units=$4 resident=$5
+    shift 5
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,variant,scan_threads,scan_units,scan_resident,%s\n' \
+            "$header" > "$raw"
+    fi
+    printf '%s,%s,%s,%s,%s,%s\n' "$trial" "$variant" "$threads" \
+        "$units" "$resident" "$record" >> "$raw"
+}
+
+IFS=, read -ra selected_batches <<< "$BATCHES"
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then
+        modulus=998244353; v06_resident=4; half_packet=4
+    else
+        modulus=576460756061519873; v06_resident=2; half_packet=2
+    fi
+    for batch in "${selected_batches[@]}"; do
+        io_half_weights=9,11
+        dual_warp128_weights=8,7
+        if [[ $bits == 32 ]]; then
+            case $batch in
+                1) io_half_weights=11,9; dual_warp128_weights=11,9 ;;
+                4) io_half_weights=8,7; dual_warp128_weights=17,13 ;;
+                16) io_half_weights=17,13; dual_warp128_weights=8,7 ;;
+                *) io_half_weights=11,9 ;;
+            esac
+        fi
+        common=(--logN 20 --batch "$batch" --word-bits "$bits"
+                --modulus "$modulus" --backend hierarchical-dataflow
+                --stage-partition 10,10 --boundary-storage full-scratch
+                --segment-data-time 1,1 --segment-cta-weights 9,11)
+        for trial in $(seq 1 "$TRIALS"); do
+            run "$trial" v06 256 4 "$v06_resident" "${common[@]}" \
+                --segment-cores dataflow-radix4 \
+                --target-ctas-per-sm "$v06_resident"
+            run "$trial" warp1024 256 8 1 "${common[@]}" \
+                --segment-cores homogeneous-warp-radix2 \
+                --segment-threads 256 --segment-units 8 \
+                --target-ctas-per-sm 1
+            run "$trial" warp256 128 4 3 "${common[@]}" \
+                --segment-cores homogeneous-warp256-radix2 \
+                --segment-threads 128 --segment-units 4 \
+                --target-ctas-per-sm 3
+            run "$trial" warp256 256 8 1 "${common[@]}" \
+                --segment-cores homogeneous-warp256-radix2 \
+                --segment-threads 256 --segment-units 8 \
+                --target-ctas-per-sm 1
+            run "$trial" warp256_static 128 4 2 "${common[@]}" \
+                --segment-cores homogeneous-warp256-static-radix2 \
+                --segment-threads 128 --segment-units 4 \
+                --target-ctas-per-sm 2
+            run "$trial" warp256_static 256 8 1 "${common[@]}" \
+                --segment-cores homogeneous-warp256-static-radix2 \
+                --segment-threads 256 --segment-units 8 \
+                --target-ctas-per-sm 1
+            run "$trial" warp256_static_io 128 4 2 "${common[@]}" \
+                --segment-cores homogeneous-warp256-static-io-radix2 \
+                --segment-threads 128 --segment-units 4 \
+                --target-ctas-per-sm 2
+            run "$trial" warp256_static_io 256 8 1 "${common[@]}" \
+                --segment-cores homogeneous-warp256-static-io-radix2 \
+                --segment-threads 256 --segment-units 8 \
+                --target-ctas-per-sm 1
+            run "$trial" warp256_static_half 128 4 3 "${common[@]}" \
+                --segment-cores homogeneous-warp256-static-radix2 \
+                --segment-threads 128 --segment-units 4 \
+                --segment-data-space "$half_packet" \
+                --target-ctas-per-sm 3
+            run "$trial" warp256_static_half 256 8 1 "${common[@]}" \
+                --segment-cores homogeneous-warp256-static-radix2 \
+                --segment-threads 256 --segment-units 8 \
+                --segment-data-space "$half_packet" \
+                --target-ctas-per-sm 1
+            run "$trial" warp256_static_io_half 128 4 3 "${common[@]}" \
+                --segment-cores homogeneous-warp256-static-io-radix2 \
+                --segment-threads 128 --segment-units 4 \
+                --segment-data-space "$half_packet" \
+                --segment-cta-weights "$io_half_weights" \
+                --target-ctas-per-sm 3
+            if [[ $bits == 32 ]]; then
+                run "$trial" warp256_coefficient_reuse_static_io_half \
+                    128 4 3 "${common[@]}" \
+                    --segment-cores \
+                        homogeneous-warp256-coefficient-reuse-static-io-radix2 \
+                    --segment-threads 128 --segment-units 4 \
+                    --segment-data-space 4 \
+                    --segment-coefficient-reuse-stages 6 \
+                    --segment-cta-weights "$io_half_weights" \
+                    --target-ctas-per-sm 3
+                for reuse_stages in 1 2 3 4 5; do
+                    run "$trial" \
+                        "warp256_coefficient_reuse${reuse_stages}_static_io_half" \
+                        128 4 3 "${common[@]}" \
+                        --segment-cores \
+                            homogeneous-warp256-coefficient-reuse-static-io-radix2 \
+                        --segment-threads 128 --segment-units 4 \
+                        --segment-data-space 4 \
+                        --segment-coefficient-reuse-stages "$reuse_stages" \
+                        --segment-cta-weights "$io_half_weights" \
+                        --target-ctas-per-sm 3
+                done
+            fi
+            run "$trial" warp256_static_io_half 256 8 1 "${common[@]}" \
+                --segment-cores homogeneous-warp256-static-io-radix2 \
+                --segment-threads 256 --segment-units 8 \
+                --segment-data-space "$half_packet" \
+                --target-ctas-per-sm 1
+            if [[ $bits == 32 ]]; then
+                run "$trial" warp128_static_io_half 128 4 4 "${common[@]}" \
+                    --segment-cores homogeneous-warp128-static-io-radix2 \
+                    --segment-threads 128 --segment-units 4 \
+                    --segment-data-space 4 \
+                    --segment-cta-weights "$io_half_weights" \
+                    --target-ctas-per-sm 4
+                run "$trial" warp128_static_io_half_dual 256 8 2 \
+                    "${common[@]}" \
+                    --segment-cores homogeneous-warp128-static-io-radix2 \
+                    --segment-threads 256 --segment-units 8 \
+                    --segment-data-space 4 \
+                    --segment-cta-weights "$dual_warp128_weights" \
+                    --target-ctas-per-sm 2
+                for reuse_stages in 1 2 3 4 5; do
+                    run "$trial" \
+                        "warp128_coefficient_reuse${reuse_stages}_static_io_half_dual" \
+                        256 8 2 "${common[@]}" \
+                        --segment-cores \
+                            homogeneous-warp128-coefficient-reuse-static-io-radix2 \
+                        --segment-threads 256 --segment-units 8 \
+                        --segment-data-space 4 \
+                        --segment-coefficient-reuse-stages "$reuse_stages" \
+                        --segment-cta-weights "$dual_warp128_weights" \
+                        --target-ctas-per-sm 2
+                done
+                run "$trial" warp128_coefficient_reuse_static_io_half_dual \
+                    256 8 2 "${common[@]}" \
+                    --segment-cores \
+                        homogeneous-warp128-coefficient-reuse-static-io-radix2 \
+                    --segment-threads 256 --segment-units 8 \
+                    --segment-data-space 4 \
+                    --segment-coefficient-reuse-stages 6 \
+                    --segment-cta-weights "$dual_warp128_weights" \
+                    --target-ctas-per-sm 2
+                run "$trial" warp128_vector_radix4_static_io_half_dual \
+                    256 8 2 "${common[@]}" \
+                    --segment-cores \
+                        homogeneous-warp128-vector-radix4-static-io \
+                    --segment-threads 256 --segment-units 8 \
+                    --segment-data-space 4 \
+                    --segment-cta-weights "$dual_warp128_weights" \
+                    --target-ctas-per-sm 2
+                for reuse_stages in 3 4 5 6; do
+                    run "$trial" \
+                        "warp128_vector_radix4_reuse${reuse_stages}_static_io_half_dual" \
+                        256 8 2 "${common[@]}" \
+                        --segment-cores \
+                            homogeneous-warp128-vector-radix4-static-io \
+                        --segment-threads 256 --segment-units 8 \
+                        --segment-data-space 4 \
+                        --segment-coefficient-reuse-stages "$reuse_stages" \
+                        --segment-cta-weights "$dual_warp128_weights" \
+                        --target-ctas-per-sm 2
+                done
+                run "$trial" warp64_static_io_half 128 4 4 "${common[@]}" \
+                    --segment-cores homogeneous-warp64-static-io-radix2 \
+                    --segment-threads 128 --segment-units 4 \
+                    --segment-data-space 4 \
+                    --segment-cta-weights "$io_half_weights" \
+                    --target-ctas-per-sm 4
+                run "$trial" warp128_pipeline_static_io_half 128 4 4 \
+                    "${common[@]}" \
+                    --segment-cores \
+                        homogeneous-warp128-pipeline-static-io-radix2 \
+                    --segment-threads 128 --segment-units 4 \
+                    --segment-data-space 4 --pipeline-buffers 1 \
+                    --segment-cta-weights "$io_half_weights" \
+                    --target-ctas-per-sm 4
+                run "$trial" warp128_cooperative_static_io_half 128 4 4 \
+                    "${common[@]}" \
+                    --segment-cores \
+                        homogeneous-warp128-cooperative-static-io-radix2 \
+                    --segment-threads 128 --segment-units 4 \
+                    --segment-data-space 4 \
+                    --segment-cta-weights "$io_half_weights" \
+                    --target-ctas-per-sm 4
+                run "$trial" warp128_cooperative_static_io_half_occ3 128 4 3 \
+                    "${common[@]}" \
+                    --segment-cores \
+                        homogeneous-warp128-cooperative-static-io-radix2 \
+                    --segment-threads 128 --segment-units 4 \
+                    --segment-data-space 4 \
+                    --segment-cta-weights "$io_half_weights" \
+                    --target-ctas-per-sm 3
+            fi
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_homogeneous_warp_10x10.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" \
+    --markdown "$OUTPUT_DIR/analysis.md"
+printf 'Warp-granular 10+10 comparison: %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_hybrid_dataflow.sh b/scripts/benchmark_hybrid_dataflow.sh
new file mode 100755
index 0000000..03419a8
--- /dev/null
+++ b/scripts/benchmark_hybrid_dataflow.sh
@@ -0,0 +1,80 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-11.8/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/hybrid_dataflow"}
+MODE=${MODE:-quick}
+REPEAT=${REPEAT:-10}
+WARMUP=${WARMUP:-3}
+TIMEOUT=${TIMEOUT:-120}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR/raw"
+case "$MODE" in
+    quick)
+        log_ns=(6 8 10 12)
+        batches=(1 16)
+        ;;
+    full)
+        log_ns=(6 8 10 12 max)
+        batches=(1 16 256)
+        ;;
+    *)
+        echo "MODE must be quick or full" >&2
+        exit 1
+        ;;
+esac
+case_index=0
+RAW_DIR="$OUTPUT_DIR/raw/$MODE"
+mkdir -p "$RAW_DIR"
+
+run() {
+    local label=$1
+    shift
+    case_index=$((case_index + 1))
+    printf '[%03d] %s\n' "$case_index" "$label"
+    timeout --foreground "$TIMEOUT" "$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" \
+        --verify --csv > "$RAW_DIR/${label}.csv"
+}
+
+for word_bits in 32 64; do
+    if [[ $word_bits -eq 32 ]]; then
+        modulus=1073479681
+        data_space=32
+        max_log_n=14
+    else
+        modulus=1152921504606584833
+        data_space=16
+        max_log_n=13
+    fi
+    for requested_log_n in "${log_ns[@]}"; do
+        log_n=$requested_log_n
+        [[ $requested_log_n == max ]] && log_n=$max_log_n
+        for batch in "${batches[@]}"; do
+            common=(--logN "$log_n" --batch "$batch" --word-bits "$word_bits" --modulus "$modulus")
+            if [[ $word_bits -eq 64 ]]; then
+                run "tile256_w64_n${log_n}_b${batch}" "${common[@]}" --backend tile256
+            elif [[ $log_n -ge 12 ]]; then
+                run "hybrid2d_w32_n${log_n}_b${batch}" "${common[@]}" --backend hybrid2d --compute-unit radix2
+            fi
+            flow=8
+            stages=8
+            [[ $log_n -lt 8 ]] && { flow=6; stages=4; }
+            run "dataflow_default_w${word_bits}_n${log_n}_b${batch}" "${common[@]}" \
+                --backend hybrid-dataflow --data-space "$data_space" --pipeline-buffers 2
+            for stage_space in 2 4; do
+                run "dataflow_search_w${word_bits}_n${log_n}_b${batch}_us${stage_space}" "${common[@]}" \
+                    --backend hybrid-dataflow --flow-tile-log "$flow" --stage-space "$stage_space" \
+                    --data-space "$data_space" --pipeline-buffers 2
+            done
+            if [[ $log_n -eq 8 && $word_bits -eq 64 ]]; then
+                run "stage_pipeline_w64_n8_b${batch}" "${common[@]}" --backend stage-pipeline --stage-space 8
+            fi
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_hybrid_dataflow.py" "$RAW_DIR"/*.csv \
+    --csv "$OUTPUT_DIR/summary_${MODE}.csv" --markdown "$OUTPUT_DIR/summary_${MODE}.md"
+printf 'HybridDataflow benchmark summary: %s\n' "$OUTPUT_DIR/summary_${MODE}.md"
diff --git a/scripts/benchmark_hybrid_dataflow_interleave.sh b/scripts/benchmark_hybrid_dataflow_interleave.sh
new file mode 100755
index 0000000..621c21f
--- /dev/null
+++ b/scripts/benchmark_hybrid_dataflow_interleave.sh
@@ -0,0 +1,44 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+root="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
+bench="${CUNTT_BENCH:-$root/build-11.8/cuntt_bench}"
+out="${1:-$root/results/hybrid_dataflow_interleave}"
+mkdir -p "$out/raw"
+
+run() {
+    local name="$1"
+    shift
+    "$bench" "$@" --backend hybrid-dataflow --pipeline-buffers 2 \
+        --warmup 20 --repeat 200 --verify --csv > "$out/raw/$name.csv"
+}
+
+for word_bits in 32 64; do
+    if [[ "$word_bits" == 32 ]]; then
+        numeric=(--word-bits 32 --modulus 1073479681 --data-space 32)
+    else
+        numeric=(--word-bits 64 --data-space 16)
+    fi
+    for batch in 1 16 80 160 256 512; do
+        common=("${numeric[@]}" --batch "$batch")
+        run "w${word_bits}_n10_b${batch}_ur1" "${common[@]}" --logN 10 \
+            --flow-tile-log 5 --stage-space 5 --role-stages 1 --data-time 4 --token-interleave 1
+        run "w${word_bits}_n10_b${batch}_ti1" "${common[@]}" --logN 10 \
+            --flow-tile-log 5 --stage-space 5 --role-stages 5 --data-time 4 --token-interleave 1
+        run "w${word_bits}_n10_b${batch}_td10_ti1" "${common[@]}" --logN 10 \
+            --flow-tile-log 5 --stage-space 5 --role-stages 5 --data-time 10 --token-interleave 1
+        run "w${word_bits}_n10_b${batch}_ti2" "${common[@]}" --logN 10 \
+            --flow-tile-log 5 --stage-space 5 --role-stages 5 --data-time 10 --token-interleave 2
+        run "w${word_bits}_n12_b${batch}_ti1" "${common[@]}" --logN 12 \
+            --flow-tile-log 6 --stage-space 6 --role-stages 6 --data-time 8 --token-interleave 1
+        run "w${word_bits}_n12_b${batch}_ur1" "${common[@]}" --logN 12 \
+            --flow-tile-log 6 --stage-space 6 --role-stages 1 --data-time 4 --token-interleave 1
+        run "w${word_bits}_n12_b${batch}_td12_ti1" "${common[@]}" --logN 12 \
+            --flow-tile-log 6 --stage-space 6 --role-stages 6 --data-time 12 --token-interleave 1
+        run "w${word_bits}_n12_b${batch}_ti2" "${common[@]}" --logN 12 \
+            --flow-tile-log 6 --stage-space 6 --role-stages 6 --data-time 12 --token-interleave 2
+    done
+done
+
+python3 "$root/scripts/summarize_hybrid_dataflow.py" "$out"/raw/*.csv \
+    --csv "$out/summary.csv" --markdown "$out/summary.md"
diff --git a/scripts/benchmark_hybrid_dataflow_roles.sh b/scripts/benchmark_hybrid_dataflow_roles.sh
new file mode 100755
index 0000000..1e582df
--- /dev/null
+++ b/scripts/benchmark_hybrid_dataflow_roles.sh
@@ -0,0 +1,65 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-11.8/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/hybrid_dataflow_roles"}
+REPEAT=${REPEAT:-50}
+WARMUP=${WARMUP:-10}
+TIMEOUT=${TIMEOUT:-120}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR/raw"
+reports=()
+
+run() {
+    local label=$1
+    shift
+    local report="$OUTPUT_DIR/raw/${label}.csv"
+    printf '%s\n' "$label"
+    timeout --foreground "$TIMEOUT" "$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" \
+        --verify --csv > "$report"
+    reports+=("$report")
+}
+
+for word_bits in 32 64; do
+    if [[ $word_bits -eq 32 ]]; then
+        modulus=1073479681
+        data_space=32
+    else
+        modulus=1152921504606584833
+        data_space=16
+    fi
+    for batch in 1 16 256; do
+        common=(--batch "$batch" --word-bits "$word_bits" --modulus "$modulus")
+        if [[ $word_bits -eq 64 ]]; then
+            run "tile256_w64_n10_b${batch}" "${common[@]}" --logN 10 --backend tile256
+            run "tile256_w64_n12_b${batch}" "${common[@]}" --logN 12 --backend tile256
+        else
+            run "hybrid2d_w32_n12_b${batch}" "${common[@]}" --logN 12 --backend hybrid2d --compute-unit radix2
+        fi
+
+        for role_stages in 1 2 5; do
+            run "dataflow_w${word_bits}_n10_b${batch}_ur${role_stages}_td4" "${common[@]}" \
+                --logN 10 --backend hybrid-dataflow --flow-tile-log 5 --stage-space 5 \
+                --role-stages "$role_stages" --data-space "$data_space" --data-time 4 --pipeline-buffers 2
+        done
+        for role_stages in 1 2 3 6; do
+            run "dataflow_w${word_bits}_n12_b${batch}_ur${role_stages}_td4" "${common[@]}" \
+                --logN 12 --backend hybrid-dataflow --flow-tile-log 6 --stage-space 6 \
+                --role-stages "$role_stages" --data-space "$data_space" --data-time 4 --pipeline-buffers 2
+            run "dataflow_w${word_bits}_n12_b${batch}_ur${role_stages}_td8" "${common[@]}" \
+                --logN 12 --backend hybrid-dataflow --flow-tile-log 6 --stage-space 6 \
+                --role-stages "$role_stages" --data-space "$data_space" --data-time 8 --pipeline-buffers 2
+        done
+        if [[ $word_bits -eq 64 ]]; then
+            run "dataflow_w64_n12_b${batch}_ur6_td8_rb3" "${common[@]}" \
+                --logN 12 --backend hybrid-dataflow --flow-tile-log 6 --stage-space 6 \
+                --role-stages 6 --target-ctas-per-sm 3 --data-space 16 --data-time 8 --pipeline-buffers 2
+        fi
+    done
+done
+
+python3 "$ROOT/scripts/summarize_hybrid_dataflow.py" "${reports[@]}" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/summary.md"
+printf 'HybridDataflow role-fusion summary: %s\n' "$OUTPUT_DIR/summary.md"
diff --git a/scripts/benchmark_hybrid_dataflow_td_batch_fine.sh b/scripts/benchmark_hybrid_dataflow_td_batch_fine.sh
new file mode 100755
index 0000000..ea22e40
--- /dev/null
+++ b/scripts/benchmark_hybrid_dataflow_td_batch_fine.sh
@@ -0,0 +1,41 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+root="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
+bench="${CUNTT_BENCH:-$root/build-11.8/cuntt_bench}"
+out="${1:-$root/results/hybrid_dataflow_td_batch_fine}"
+mkdir -p "$out/raw"
+batches=(1 $(seq 16 16 640))
+
+run() {
+    local name="$1"
+    shift
+    "$bench" "$@" --backend hybrid-dataflow --token-interleave 1 \
+        --pipeline-buffers 2 --warmup 20 --repeat 300 --verify --csv > "$out/raw/$name.csv"
+}
+
+for batch in "${batches[@]}"; do
+    for data_time in 9 10 15; do
+        run "w32_n10_b${batch}_td${data_time}" --word-bits 32 --modulus 1073479681 \
+            --data-space 32 --logN 10 --batch "$batch" --flow-tile-log 5 \
+            --stage-space 5 --role-stages 5 --data-time "$data_time"
+    done
+    for data_time in 5 9 10; do
+        run "w64_n10_b${batch}_td${data_time}" --word-bits 64 --data-space 16 \
+            --logN 10 --batch "$batch" --flow-tile-log 5 --stage-space 5 \
+            --role-stages 5 --data-time "$data_time"
+    done
+    for data_time in 6 12 16; do
+        run "w32_n12_b${batch}_td${data_time}" --word-bits 32 --modulus 1073479681 \
+            --data-space 32 --logN 12 --batch "$batch" --flow-tile-log 6 \
+            --stage-space 6 --role-stages 6 --data-time "$data_time"
+    done
+    for data_time in 11 12 16; do
+        run "w64_n12_b${batch}_td${data_time}" --word-bits 64 --data-space 16 \
+            --logN 12 --batch "$batch" --flow-tile-log 6 --stage-space 6 \
+            --role-stages 6 --data-time "$data_time"
+    done
+done
+
+python3 "$root/scripts/summarize_hybrid_dataflow_td_batch_fine.py" "$out"/raw/*.csv \
+    --csv "$out/summary.csv" --markdown "$out/summary.md"
diff --git a/scripts/benchmark_hybrid_dataflow_td_confirm.sh b/scripts/benchmark_hybrid_dataflow_td_confirm.sh
new file mode 100755
index 0000000..d00939d
--- /dev/null
+++ b/scripts/benchmark_hybrid_dataflow_td_confirm.sh
@@ -0,0 +1,50 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+root="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
+bench="${CUNTT_BENCH:-$root/build-11.8/cuntt_bench}"
+out="${1:-$root/results/hybrid_dataflow_td_confirm}"
+mkdir -p "$out/raw"
+td10_forward=(4 5 6 9 10 11 14 15 16)
+td10_reverse=(16 15 14 11 10 9 6 5 4)
+td12_forward=(5 6 7 11 12 13 16)
+td12_reverse=(16 13 12 11 7 6 5)
+
+run() {
+    local name="$1"
+    shift
+    "$bench" "$@" --backend hybrid-dataflow --token-interleave 1 \
+        --pipeline-buffers 2 --warmup 30 --repeat 500 --verify --csv > "$out/raw/$name.csv"
+}
+
+for trial in 1 2 3; do
+    if (( trial % 2 == 1 )); then
+        td10=("${td10_forward[@]}")
+        td12=("${td12_forward[@]}")
+    else
+        td10=("${td10_reverse[@]}")
+        td12=("${td12_reverse[@]}")
+    fi
+    for word_bits in 32 64; do
+        if [[ "$word_bits" == 32 ]]; then
+            numeric=(--word-bits 32 --modulus 1073479681 --data-space 32)
+        else
+            numeric=(--word-bits 64 --data-space 16)
+        fi
+        for batch in 1 16 80 160 256 512; do
+            for data_time in "${td10[@]}"; do
+                run "w${word_bits}_n10_b${batch}_td${data_time}_t${trial}" "${numeric[@]}" \
+                    --logN 10 --batch "$batch" --flow-tile-log 5 --stage-space 5 \
+                    --role-stages 5 --data-time "$data_time"
+            done
+            for data_time in "${td12[@]}"; do
+                run "w${word_bits}_n12_b${batch}_td${data_time}_t${trial}" "${numeric[@]}" \
+                    --logN 12 --batch "$batch" --flow-tile-log 6 --stage-space 6 \
+                    --role-stages 6 --data-time "$data_time"
+            done
+        done
+    done
+done
+
+python3 "$root/scripts/summarize_hybrid_dataflow_td_confirm.py" "$out"/raw/*.csv \
+    --csv "$out/summary.csv" --markdown "$out/summary.md"
diff --git a/scripts/benchmark_hybrid_dataflow_td_fine.sh b/scripts/benchmark_hybrid_dataflow_td_fine.sh
new file mode 100755
index 0000000..84a3b66
--- /dev/null
+++ b/scripts/benchmark_hybrid_dataflow_td_fine.sh
@@ -0,0 +1,35 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+root="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
+bench="${CUNTT_BENCH:-$root/build-11.8/cuntt_bench}"
+out="${1:-$root/results/hybrid_dataflow_td_fine}"
+mkdir -p "$out/raw"
+
+run() {
+    local name="$1"
+    shift
+    "$bench" "$@" --backend hybrid-dataflow --token-interleave 1 \
+        --pipeline-buffers 2 --warmup 20 --repeat 200 --verify --csv > "$out/raw/$name.csv"
+}
+
+for word_bits in 32 64; do
+    if [[ "$word_bits" == 32 ]]; then
+        numeric=(--word-bits 32 --modulus 1073479681 --data-space 32)
+    else
+        numeric=(--word-bits 64 --data-space 16)
+    fi
+    for batch in 1 16 80 160 256 512; do
+        for data_time in $(seq 1 16); do
+            run "w${word_bits}_n10_b${batch}_td${data_time}" "${numeric[@]}" \
+                --logN 10 --batch "$batch" --flow-tile-log 5 --stage-space 5 \
+                --role-stages 5 --data-time "$data_time"
+            run "w${word_bits}_n12_b${batch}_td${data_time}" "${numeric[@]}" \
+                --logN 12 --batch "$batch" --flow-tile-log 6 --stage-space 6 \
+                --role-stages 6 --data-time "$data_time"
+        done
+    done
+done
+
+python3 "$root/scripts/summarize_hybrid_dataflow_td_fine.py" "$out"/raw/*.csv \
+    --csv "$out/summary.csv" --markdown "$out/summary.md"
diff --git a/scripts/benchmark_packed_stage6_lane32_schedule.sh b/scripts/benchmark_packed_stage6_lane32_schedule.sh
new file mode 100755
index 0000000..8b03cd1
--- /dev/null
+++ b/scripts/benchmark_packed_stage6_lane32_schedule.sh
@@ -0,0 +1,75 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/packed_stage6_lane32_schedule"}
+TRIALS=${TRIALS:-2}
+WARMUP=${WARMUP:-5}
+REPEAT=${REPEAT:-30}
+BATCH=${BATCH:-16}
+PRODUCER_BLOCKS=${PRODUCER_BLOCKS:-"72 74 76 78 80 82 84 85 86 88 90"}
+DATA_TIME_PAIRS=${DATA_TIME_PAIRS:-"1:1 1:2 2:1 2:2"}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+raw="$OUTPUT_DIR/raw.csv"
+: > "$raw"
+
+common=(--logN 20 --batch "$BATCH" --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --cross-twiddle fused
+        --mod-multiply shoup)
+lane32=(--segment-cores
+        homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io
+        --segment-threads 256 --segment-units 8 --segment-data-space 4
+        --segment-coefficient-reuse-stages 6 --target-ctas-per-sm 2)
+
+run() {
+    local trial=$1 variant=$2 producer_dt=$3 consumer_dt=$4
+    local producer_blocks=$5 consumer_blocks=$6
+    shift 6
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$raw" ]]; then
+        printf 'trial,variant,producer_dt,consumer_dt,producer_blocks,consumer_blocks,%s\n' \
+            "$header" > "$raw"
+    fi
+    printf '%s,%s,%s,%s,%s,%s,%s\n' "$trial" "$variant" \
+        "$producer_dt" "$consumer_dt" "$producer_blocks" "$consumer_blocks" \
+        "$record" >> "$raw"
+}
+
+"$BIN" "${common[@]}" "${lane32[@]}" --segment-data-time 1,1 \
+    --segment-cta-weights 85,75 --warmup 0 --repeat 1 --verify >/dev/null
+
+for trial in $(seq 1 "$TRIALS"); do
+    run "$trial" v06 1 1 91 69 "${common[@]}" \
+        --segment-cores dataflow-radix4 --segment-data-time 1,1 \
+        --segment-cta-weights 17,13 --target-ctas-per-sm 4
+    run "$trial" d7 1 1 85 75 "${common[@]}" \
+        --segment-cores homogeneous-warp128-vector-radix4-static-io \
+        --segment-threads 256 --segment-units 8 --segment-data-space 4 \
+        --segment-coefficient-reuse-stages 7 --segment-data-time 1,1 \
+        --segment-cta-weights 85,75 --target-ctas-per-sm 2
+    for data_time_pair in $DATA_TIME_PAIRS; do
+        producer_dt=${data_time_pair%%:*}
+        consumer_dt=${data_time_pair##*:}
+        for producer in $PRODUCER_BLOCKS; do
+            consumer=$((160 - producer))
+            run "$trial" lane32 "$producer_dt" "$consumer_dt" \
+                "$producer" "$consumer" "${common[@]}" "${lane32[@]}" \
+                --segment-data-time "$producer_dt,$consumer_dt" \
+                --segment-cta-weights "$producer,$consumer"
+        done
+    done
+    run "$trial" v06 1 1 91 69 "${common[@]}" \
+        --segment-cores dataflow-radix4 --segment-data-time 1,1 \
+        --segment-cta-weights 17,13 --target-ctas-per-sm 4
+done
+
+python3 "$ROOT/scripts/summarize_packed_stage6_lane32_schedule.py" "$raw" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'Packed lane32 schedule search: %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_packet_compute_layout.sh b/scripts/benchmark_packet_compute_layout.sh
new file mode 100755
index 0000000..780f5cc
--- /dev/null
+++ b/scripts/benchmark_packet_compute_layout.sh
@@ -0,0 +1,68 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/packet_compute_layout"}
+WARMUP=${WARMUP:-10}
+REPEAT=${REPEAT:-50}
+TRIALS=${TRIALS:-3}
+mkdir -p "$OUTPUT_DIR"
+RAW="$OUTPUT_DIR/raw.csv"
+rm -f "$RAW"
+
+common=(--logN 20 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --segment-cores homogeneous-warp128-packet-shared-radix4-static-io
+        --segment-threads 128 --segment-units 4 --segment-data-space 4
+        --target-ctas-per-sm 4 --cross-twiddle fused --mod-multiply shoup)
+
+append() {
+    local label=$1
+    shift
+    local output
+    output=$("$BIN" "${common[@]}" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    if [[ ! -s "$RAW" ]]; then
+        printf 'label,%s\n' "$(printf '%s\n' "$output" | sed -n '1p')" >"$RAW"
+    fi
+    printf '%s,%s\n' "$label" "$(printf '%s\n' "$output" | sed -n '2p')" >>"$RAW"
+}
+
+echo "[preflight] warp-row forward/inverse"
+for direction in forward inverse; do
+    args=(--batch 1 --segment-cta-weights 10,10
+          --segment-token-interleave 0,16 --ready-window 2
+          --packet-readiness wave-bitmap --packet-compute-layout warp-rows
+          --warmup 0 --repeat 1 --verify)
+    [[ "$direction" == inverse ]] && args+=(--inverse)
+    "$BIN" "${common[@]}" "${args[@]}" >/dev/null
+done
+
+for batch in 16 32 64; do
+    case "$batch" in
+        16) weights=7,13; packet_window=4; bitmap_window=16 ;;
+        32) weights=5,15; packet_window=2; bitmap_window=8 ;;
+        64) weights=5,15; packet_window=16; bitmap_window=8 ;;
+    esac
+    for ((trial = 1; trial <= TRIALS; ++trial)); do
+        echo "[batch=$batch trial=$trial] packet compute layouts"
+        append "aggregate_b${batch}_t${trial}" --batch "$batch" \
+            --segment-cta-weights "$weights" --segment-token-interleave 0,0
+        for layout in interleaved-rows warp-rows; do
+            label=${layout//-/_}
+            append "per_packet_${label}_b${batch}_t${trial}" --batch "$batch" \
+                --segment-cta-weights "$weights" --segment-token-interleave 0,16 \
+                --ready-window "$packet_window" --packet-readiness per-packet \
+                --packet-compute-layout "$layout"
+            append "wave_bitmap_${label}_b${batch}_t${trial}" --batch "$batch" \
+                --segment-cta-weights "$weights" --segment-token-interleave 0,16 \
+                --ready-window "$bitmap_window" --packet-readiness wave-bitmap \
+                --packet-compute-layout "$layout"
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_packet_compute_layout.py" "$RAW" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_packet_folded_barriers.sh b/scripts/benchmark_packet_folded_barriers.sh
new file mode 100755
index 0000000..e377dc5
--- /dev/null
+++ b/scripts/benchmark_packet_folded_barriers.sh
@@ -0,0 +1,75 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/packet_folded_barriers"}
+WARMUP=${WARMUP:-10}
+REPEAT=${REPEAT:-50}
+TRIALS=${TRIALS:-3}
+mkdir -p "$OUTPUT_DIR"
+RAW="$OUTPUT_DIR/raw.csv"
+rm -f "$RAW"
+
+common=(--logN 20 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --segment-cores homogeneous-warp128-packet-shared-radix4-static-io
+        --segment-threads 128 --segment-units 4 --segment-data-space 4
+        --target-ctas-per-sm 4 --cross-twiddle fused --mod-multiply shoup)
+
+append() {
+    local label=$1
+    shift
+    local output
+    output=$("$BIN" "${common[@]}" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    if [[ ! -s "$RAW" ]]; then
+        printf 'label,%s\n' "$(printf '%s\n' "$output" | sed -n '1p')" >"$RAW"
+    fi
+    printf '%s,%s\n' "$label" "$(printf '%s\n' "$output" | sed -n '2p')" >>"$RAW"
+}
+
+echo "[preflight] folded bitmap forward/inverse"
+for direction in forward inverse; do
+    args=(--batch 1 --segment-cta-weights 10,10
+          --segment-token-interleave 0,16 --ready-window 2
+          --packet-readiness wave-bitmap --packet-compute-layout warp-rows
+          --packet-fold-wave-barriers --warmup 0 --repeat 1 --verify)
+    [[ "$direction" == inverse ]] && args+=(--inverse)
+    "$BIN" "${common[@]}" "${args[@]}" >/dev/null
+done
+
+for batch in 16 32 64; do
+    case "$batch" in
+        16) interleaved_weights=7,13; warp_weights=8,12; ready_window=16 ;;
+        32) interleaved_weights=5,15; warp_weights=5,15; ready_window=8 ;;
+        64) interleaved_weights=5,15; warp_weights=5,15; ready_window=8 ;;
+    esac
+    for ((trial = 1; trial <= TRIALS; ++trial)); do
+        echo "[batch=$batch trial=$trial] folded wave barriers"
+        append "aggregate_b${batch}_t${trial}" --batch "$batch" \
+            --segment-cta-weights "$interleaved_weights" \
+            --segment-token-interleave 0,0
+        for folded in 0 1; do
+            suffix=""
+            fold_arg=()
+            if (( folded != 0 )); then
+                suffix="_folded"
+                fold_arg=(--packet-fold-wave-barriers)
+            fi
+            append "interleaved${suffix}_b${batch}_t${trial}" --batch "$batch" \
+                --segment-cta-weights "$interleaved_weights" \
+                --segment-token-interleave 0,16 --ready-window "$ready_window" \
+                --packet-readiness wave-bitmap "${fold_arg[@]}"
+            append "warp_rows${suffix}_b${batch}_t${trial}" --batch "$batch" \
+                --segment-cta-weights "$warp_weights" \
+                --segment-token-interleave 0,16 --ready-window "$ready_window" \
+                --packet-readiness wave-bitmap --packet-compute-layout warp-rows \
+                "${fold_arg[@]}"
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_packet_folded_barriers.py" "$RAW" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_packet_polling_backoff.sh b/scripts/benchmark_packet_polling_backoff.sh
new file mode 100755
index 0000000..3843272
--- /dev/null
+++ b/scripts/benchmark_packet_polling_backoff.sh
@@ -0,0 +1,83 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/packet_polling_backoff"}
+RAW=${RAW:-"$OUTPUT_DIR/raw.csv"}
+BATCHES=${BATCHES:-"16 32 64"}
+READY_WINDOWS=${READY_WINDOWS:-"1 2 4 8 16"}
+TRIALS=${TRIALS:-3}
+WARMUP=${WARMUP:-10}
+REPEAT=${REPEAT:-50}
+
+mkdir -p "$OUTPUT_DIR"
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+
+common=(--logN 20 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --segment-cores homogeneous-warp128-packet-shared-radix4-static-io
+        --segment-threads 128 --segment-units 4 --segment-data-space 4
+        --target-ctas-per-sm 4 --cross-twiddle fused --mod-multiply shoup)
+
+weights_for_batch() {
+    case "$1" in
+        16) printf '7,13' ;;
+        32|64) printf '5,15' ;;
+        *) echo "unsupported batch: $1" >&2; return 1 ;;
+    esac
+}
+
+header_written=0
+run() {
+    local label=$1
+    shift
+    local temporary header row
+    temporary=$(mktemp)
+    "$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv >"$temporary"
+    header=$(grep '^device,' "$temporary" | tail -n 1)
+    row=$(grep '^"' "$temporary" | tail -n 1)
+    if [[ -z "$header" || -z "$row" ]]; then
+        cat "$temporary" >&2
+        rm -f "$temporary"
+        echo "benchmark did not produce CSV for $label" >&2
+        return 1
+    fi
+    if (( header_written == 0 )); then
+        printf 'label,%s\n' "$header" >"$RAW"
+        header_written=1
+    fi
+    printf '%s,%s\n' "$label" "$row" >>"$RAW"
+    rm -f "$temporary"
+}
+
+echo '[preflight] polling-window correctness'
+for ready_window in $READY_WINDOWS; do
+    "$BIN" "${common[@]}" --batch 1 --segment-cta-weights 10,10 \
+        --segment-token-interleave 0,16 --ready-window "$ready_window" \
+        --warmup 0 --repeat 1 --verify >/dev/null
+done
+
+rm -f "$RAW"
+for batch in $BATCHES; do
+    weights=$(weights_for_batch "$batch")
+    for ((trial = 1; trial <= TRIALS; ++trial)); do
+        echo "[batch=$batch trial=$trial] aggregate and polling windows"
+        run "aggregate_b${batch}_t${trial}" "${common[@]}" --batch "$batch" \
+            --segment-cta-weights "$weights" --segment-token-interleave 0,0 \
+            --ready-window 2
+        for ready_window in $READY_WINDOWS; do
+            run "online_b${batch}_rw${ready_window}_t${trial}" \
+                "${common[@]}" --batch "$batch" \
+                --segment-cta-weights "$weights" \
+                --segment-token-interleave 0,16 \
+                --ready-window "$ready_window"
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_packet_polling_backoff.py" "$RAW" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s, %s, and %s\n' "$RAW" "$OUTPUT_DIR/summary.csv" \
+    "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_packet_readiness_modes.sh b/scripts/benchmark_packet_readiness_modes.sh
new file mode 100755
index 0000000..1101786
--- /dev/null
+++ b/scripts/benchmark_packet_readiness_modes.sh
@@ -0,0 +1,68 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/packet_readiness_modes"}
+WARMUP=${WARMUP:-10}
+REPEAT=${REPEAT:-50}
+TRIALS=${TRIALS:-3}
+mkdir -p "$OUTPUT_DIR"
+RAW="$OUTPUT_DIR/raw.csv"
+SUMMARY="$OUTPUT_DIR/summary.csv"
+ANALYSIS="$OUTPUT_DIR/analysis.md"
+rm -f "$RAW"
+
+common=(--logN 20 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --segment-cores homogeneous-warp128-packet-shared-radix4-static-io
+        --segment-threads 128 --segment-units 4 --segment-data-space 4
+        --target-ctas-per-sm 4 --cross-twiddle fused --mod-multiply shoup)
+
+append() {
+    local label=$1
+    shift
+    local output
+    output=$("$BIN" "${common[@]}" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    if [[ ! -s "$RAW" ]]; then
+        printf 'label,%s\n' "$(printf '%s\n' "$output" | sed -n '1p')" >"$RAW"
+    fi
+    printf '%s,%s\n' "$label" "$(printf '%s\n' "$output" | sed -n '2p')" >>"$RAW"
+}
+
+echo "[preflight] wave-bitmap forward/inverse"
+for direction in forward inverse; do
+    args=(--batch 1 --segment-cta-weights 10,10
+          --segment-token-interleave 0,16 --ready-window 2
+          --packet-readiness wave-bitmap --warmup 0 --repeat 1 --verify)
+    [[ "$direction" == inverse ]] && args+=(--inverse)
+    "$BIN" "${common[@]}" "${args[@]}" >/dev/null
+done
+
+for batch in 16 32 64; do
+    case "$batch" in
+        16) weights=7,13; packet_window=4 ;;
+        32) weights=5,15; packet_window=2 ;;
+        64) weights=5,15; packet_window=16 ;;
+    esac
+    for ((trial = 1; trial <= TRIALS; ++trial)); do
+        echo "[batch=$batch trial=$trial] readiness modes"
+        append "aggregate_b${batch}_t${trial}" --batch "$batch" \
+            --segment-cta-weights "$weights" --segment-token-interleave 0,0
+        append "per_packet_b${batch}_rw${packet_window}_t${trial}" \
+            --batch "$batch" --segment-cta-weights "$weights" \
+            --segment-token-interleave 0,16 --ready-window "$packet_window" \
+            --packet-readiness per-packet
+        for ready_window in 1 2 4 8 16; do
+            append "wave_bitmap_b${batch}_rw${ready_window}_t${trial}" \
+                --batch "$batch" --segment-cta-weights "$weights" \
+                --segment-token-interleave 0,16 --ready-window "$ready_window" \
+                --packet-readiness wave-bitmap
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_packet_readiness_modes.py" "$RAW" \
+    --csv "$SUMMARY" --markdown "$ANALYSIS"
+printf 'wrote %s, %s, and %s\n' "$RAW" "$SUMMARY" "$ANALYSIS"
diff --git a/scripts/benchmark_packet_shared_radix4_batch.sh b/scripts/benchmark_packet_shared_radix4_batch.sh
new file mode 100755
index 0000000..d9f1f7b
--- /dev/null
+++ b/scripts/benchmark_packet_shared_radix4_batch.sh
@@ -0,0 +1,70 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/packet_shared_radix4_batch"}
+RAW=${RAW:-"$OUTPUT_DIR/raw.csv"}
+BATCHES=${BATCHES:-"1 2 4 8 16 32 64"}
+PACKET_PRODUCERS=${PACKET_PRODUCERS:-"4 5 6 7 8 9 10"}
+REPEAT=${REPEAT:-50}
+WARMUP=${WARMUP:-5}
+
+mkdir -p "$OUTPUT_DIR"
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+
+header_written=0
+run() {
+    local label=$1
+    shift
+    local temporary
+    temporary=$(mktemp)
+    "$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv >"$temporary"
+    local header row
+    header=$(grep '^device,' "$temporary" | tail -n 1)
+    row=$(grep '^"' "$temporary" | tail -n 1)
+    if [[ -z "$header" || -z "$row" ]]; then
+        cat "$temporary" >&2
+        rm -f "$temporary"
+        echo "benchmark did not produce CSV for $label" >&2
+        return 1
+    fi
+    if (( header_written == 0 )); then
+        printf 'label,%s\n' "$header" >"$RAW"
+        header_written=1
+    fi
+    printf '%s,%s\n' "$label" "$row" >>"$RAW"
+    rm -f "$temporary"
+}
+
+common=(--logN 20 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --cross-twiddle fused --mod-multiply shoup)
+
+rm -f "$RAW"
+for batch in $BATCHES; do
+    echo "[batch=$batch] controls"
+    run "v06_b${batch}" "${common[@]}" --batch "$batch" \
+        --segment-cores dataflow-radix4 --segment-cta-weights 17,13 \
+        --target-ctas-per-sm 4
+    run "lane32_b${batch}" "${common[@]}" --batch "$batch" \
+        --segment-cores homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io \
+        --segment-threads 256 --segment-units 8 --segment-data-space 4 \
+        --segment-coefficient-reuse-stages 6 --segment-cta-weights 84,76 \
+        --target-ctas-per-sm 2
+    echo "[batch=$batch] packet weights"
+    for producer in $PACKET_PRODUCERS; do
+        consumer=$((20 - producer))
+        run "packet128_b${batch}_w${producer}_${consumer}" \
+            "${common[@]}" --batch "$batch" \
+            --segment-cores homogeneous-warp128-packet-shared-radix4-static-io \
+            --segment-threads 128 --segment-units 4 --segment-data-space 4 \
+            --segment-cta-weights "$producer,$consumer" --target-ctas-per-sm 4
+    done
+done
+
+python3 "$ROOT/scripts/summarize_packet_shared_radix4_batch.py" "$RAW" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s, %s, and %s\n' "$RAW" "$OUTPUT_DIR/summary.csv" \
+    "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_packet_streaming_v06_comparison.sh b/scripts/benchmark_packet_streaming_v06_comparison.sh
new file mode 100755
index 0000000..92279a9
--- /dev/null
+++ b/scripts/benchmark_packet_streaming_v06_comparison.sh
@@ -0,0 +1,103 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/packet_streaming_v06_comparison"}
+RAW=${RAW:-"$OUTPUT_DIR/raw.csv"}
+BATCHES=${BATCHES:-"16 32 64"}
+TRIALS=${TRIALS:-3}
+WARMUP=${WARMUP:-10}
+REPEAT=${REPEAT:-50}
+
+mkdir -p "$OUTPUT_DIR"
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+
+common=(--logN 20 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --cross-twiddle fused --mod-multiply shoup)
+packet=(--segment-cores homogeneous-warp128-packet-shared-radix4-static-io
+        --segment-threads 128 --segment-units 4 --segment-data-space 4
+        --target-ctas-per-sm 4)
+v06=(--segment-cores dataflow-radix4 --segment-cta-weights 17,13
+     --target-ctas-per-sm 4)
+
+header_written=0
+run() {
+    local label=$1
+    shift
+    local temporary header row
+    temporary=$(mktemp)
+    "$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv >"$temporary"
+    header=$(grep '^device,' "$temporary" | tail -n 1)
+    row=$(grep '^"' "$temporary" | tail -n 1)
+    if [[ -z "$header" || -z "$row" ]]; then
+        cat "$temporary" >&2
+        rm -f "$temporary"
+        echo "benchmark did not produce CSV for $label" >&2
+        return 1
+    fi
+    if (( header_written == 0 )); then
+        printf 'label,%s\n' "$header" >"$RAW"
+        header_written=1
+    fi
+    printf '%s,%s\n' "$label" "$row" >>"$RAW"
+    rm -f "$temporary"
+}
+
+packet_weights() {
+    case "$1" in
+        16) printf '7,13' ;;
+        32|64) printf '5,15' ;;
+        *) echo "unsupported batch: $1" >&2; return 1 ;;
+    esac
+}
+
+run_variant() {
+    local variant=$1 batch=$2 trial=$3 weights=$4
+    case "$variant" in
+        v06)
+            run "v06_b${batch}_t${trial}" "${common[@]}" --batch "$batch" \
+                "${v06[@]}"
+            ;;
+        aggregate)
+            run "aggregate_b${batch}_t${trial}" "${common[@]}" --batch "$batch" \
+                "${packet[@]}" --segment-cta-weights "$weights" \
+                --segment-token-interleave 0,0
+            ;;
+        online)
+            run "online_b${batch}_t${trial}" "${common[@]}" --batch "$batch" \
+                "${packet[@]}" --segment-cta-weights "$weights" \
+                --segment-token-interleave 0,16
+            ;;
+    esac
+}
+
+echo '[preflight] forward and inverse correctness'
+"$BIN" "${common[@]}" --batch 1 "${v06[@]}" \
+    --warmup 0 --repeat 1 --verify >/dev/null
+"$BIN" "${common[@]}" --batch 1 "${packet[@]}" \
+    --segment-cta-weights 10,10 --segment-token-interleave 0,16 \
+    --warmup 0 --repeat 1 --verify >/dev/null
+"$BIN" "${common[@]}" --batch 1 "${packet[@]}" \
+    --segment-cta-weights 10,10 --segment-token-interleave 0,16 --inverse \
+    --warmup 0 --repeat 1 --verify >/dev/null
+
+rm -f "$RAW"
+orders=("v06 aggregate online" "online v06 aggregate" "aggregate online v06")
+for batch in $BATCHES; do
+    weights=$(packet_weights "$batch")
+    for ((trial = 1; trial <= TRIALS; ++trial)); do
+        order=${orders[$(((trial - 1) % ${#orders[@]}))]}
+        echo "[batch=$batch trial=$trial] $order"
+        for variant in $order; do
+            run_variant "$variant" "$batch" "$trial" "$weights"
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_packet_streaming_v06_comparison.py" "$RAW" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s, %s, and %s\n' "$RAW" "$OUTPUT_DIR/summary.csv" \
+    "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_packet_warp_rows_weights.sh b/scripts/benchmark_packet_warp_rows_weights.sh
new file mode 100755
index 0000000..43ac54b
--- /dev/null
+++ b/scripts/benchmark_packet_warp_rows_weights.sh
@@ -0,0 +1,66 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/packet_warp_rows_weights"}
+WARMUP=${WARMUP:-10}
+REPEAT=${REPEAT:-50}
+TRIALS=${TRIALS:-3}
+mkdir -p "$OUTPUT_DIR"
+RAW="$OUTPUT_DIR/raw.csv"
+rm -f "$RAW"
+
+common=(--logN 20 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --segment-cores homogeneous-warp128-packet-shared-radix4-static-io
+        --segment-threads 128 --segment-units 4 --segment-data-space 4
+        --target-ctas-per-sm 4 --cross-twiddle fused --mod-multiply shoup)
+
+append() {
+    local label=$1
+    shift
+    local output
+    output=$("$BIN" "${common[@]}" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    if [[ ! -s "$RAW" ]]; then
+        printf 'label,%s\n' "$(printf '%s\n' "$output" | sed -n '1p')" >"$RAW"
+    fi
+    printf '%s,%s\n' "$label" "$(printf '%s\n' "$output" | sed -n '2p')" >>"$RAW"
+}
+
+echo "[preflight] warp-row selected protocol"
+"$BIN" "${common[@]}" --batch 1 --segment-cta-weights 10,10 \
+    --segment-token-interleave 0,16 --ready-window 2 \
+    --packet-readiness wave-bitmap --packet-compute-layout warp-rows \
+    --warmup 0 --repeat 1 --verify >/dev/null
+
+for batch in 16 32 64; do
+    case "$batch" in
+        16) old_producer=7; ready_window=16 ;;
+        32) old_producer=5; ready_window=8 ;;
+        64) old_producer=5; ready_window=8 ;;
+    esac
+    for ((trial = 1; trial <= TRIALS; ++trial)); do
+        echo "[batch=$batch trial=$trial] producer/consumer weights"
+        append "aggregate_b${batch}_t${trial}" --batch "$batch" \
+            --segment-cta-weights "${old_producer},$((20 - old_producer))" \
+            --segment-token-interleave 0,0
+        append "interleaved_b${batch}_p${old_producer}_t${trial}" \
+            --batch "$batch" \
+            --segment-cta-weights "${old_producer},$((20 - old_producer))" \
+            --segment-token-interleave 0,16 --ready-window "$ready_window" \
+            --packet-readiness wave-bitmap
+        for producer in 4 5 6 7 8 9 10 11 12; do
+            append "warp_rows_b${batch}_p${producer}_t${trial}" \
+                --batch "$batch" \
+                --segment-cta-weights "${producer},$((20 - producer))" \
+                --segment-token-interleave 0,16 --ready-window "$ready_window" \
+                --packet-readiness wave-bitmap --packet-compute-layout warp-rows
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_packet_warp_rows_weights.py" "$RAW" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_resident_execution_groups.sh b/scripts/benchmark_resident_execution_groups.sh
new file mode 100755
index 0000000..522245b
--- /dev/null
+++ b/scripts/benchmark_resident_execution_groups.sh
@@ -0,0 +1,104 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/resident_execution_groups"}
+WARMUP=${WARMUP:-10}
+REPEAT=${REPEAT:-50}
+TRIALS=${TRIALS:-3}
+BATCHES=${BATCHES:-"1 4 16"}
+MIN_SEGMENTS=${MIN_SEGMENTS:-2}
+MAX_SEGMENTS=${MAX_SEGMENTS:-8}
+EXECUTION_GROUPS=${EXECUTION_GROUPS:-}
+INCLUDE_MATCHED_CONTROLS=${INCLUDE_MATCHED_CONTROLS:-1}
+SEGMENT_CORE=${SEGMENT_CORE:-radix4}
+EXECUTION_GROUP_CORE=${EXECUTION_GROUP_CORE:-}
+TARGET_CTAS_PER_SM=${TARGET_CTAS_PER_SM:-2}
+export EXECUTION_GROUPS INCLUDE_MATCHED_CONTROLS
+mkdir -p "$OUTPUT_DIR"
+SPACE="$OUTPUT_DIR/space.json"
+RAW="$OUTPUT_DIR/raw.csv"
+rm -f "$RAW"
+
+python3 "$ROOT/scripts/generate_ntt_partition_space.py" \
+    --logN 20 --batch 1 --word-bits 32 \
+    --min-segments "$MIN_SEGMENTS" --max-segments "$MAX_SEGMENTS" \
+    --top-per-count 1 --output "$SPACE"
+
+mapfile -t points < <(python3 - "$SPACE" <<'PY'
+import json
+import os
+import sys
+with open(sys.argv[1]) as handle:
+    document = json.load(handle)
+entries = {}
+allowed_g = {int(value) for value in os.environ["EXECUTION_GROUPS"].split(',')
+             if value}
+include_controls = os.environ["INCLUDE_MATCHED_CONTROLS"] != "0"
+for point in document["execution_shortlist"]:
+    realization = point["execution_template"]
+    if allowed_g and realization["execution_group_count"] not in allowed_g:
+        continue
+    key = (tuple(point["stage_partition"]),
+           realization["execution_group_count"],
+           tuple(realization["execution_stage_partition"]))
+    entries[key] = (point, realization)
+    if (include_controls and
+            realization["execution_group_count"] < point["segment_count"]):
+        control = {
+            "execution_group_count": point["segment_count"],
+            "execution_stage_partition": point["stage_partition"],
+            "boundary_storage": ["full-scratch"] *
+                                (point["segment_count"] - 1),
+        }
+        control_key = (tuple(point["stage_partition"]),
+                       point["segment_count"],
+                       tuple(point["stage_partition"]))
+        entries[control_key] = (point, control)
+for _, (point, realization) in sorted(entries.items()):
+    partition = ",".join(map(str, point["stage_partition"]))
+    weights = ",".join(map(str, point["default_cta_weights"]))
+    storage = ",".join(realization["boundary_storage"])
+    execution = "-".join(map(str, realization["execution_stage_partition"]))
+    print(f"{point['segment_count']}|{realization['execution_group_count']}|{partition}|{execution}|{weights}|{storage}")
+PY
+)
+
+append() {
+    local label=$1
+    shift
+    local output
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    if [[ ! -s "$RAW" ]]; then
+        printf 'label,%s\n' "$(printf '%s\n' "$output" | sed -n '1p')" >"$RAW"
+    fi
+    printf '%s,%s\n' "$label" "$(printf '%s\n' "$output" | sed -n '2p')" >>"$RAW"
+}
+
+common=(--logN 20 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --segment-cores "$SEGMENT_CORE"
+        --segment-threads 256 --target-ctas-per-sm "$TARGET_CTAS_PER_SM"
+        --cross-twiddle fused --mod-multiply shoup)
+if [[ -n "$EXECUTION_GROUP_CORE" ]]; then
+    common+=(--execution-group-cores "$EXECUTION_GROUP_CORE")
+fi
+
+for batch in $BATCHES; do
+    for ((trial = 1; trial <= TRIALS; ++trial)); do
+        offset=$((trial % ${#points[@]}))
+        for ((index = 0; index < ${#points[@]}; ++index)); do
+            point=${points[$(((index + offset) % ${#points[@]}))]}
+            IFS='|' read -r m g partition execution weights storage <<<"$point"
+            append "m${m}_g${g}_p${partition//,/-}_e${execution}_b${batch}_t${trial}" \
+                "${common[@]}" --batch "$batch" \
+                --stage-partition "$partition" \
+                --segment-cta-weights "$weights" \
+                --boundary-storage "$storage"
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_resident_execution_groups.py" "$RAW" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_resident_v06_comparison.sh b/scripts/benchmark_resident_v06_comparison.sh
new file mode 100755
index 0000000..c77d6e1
--- /dev/null
+++ b/scripts/benchmark_resident_v06_comparison.sh
@@ -0,0 +1,190 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/resident_v06_comparison"}
+LOGNS=${LOGNS:-"12 14 16 18 20"}
+BATCHES=${BATCHES:-"1 4 16"}
+WORD_BITS=${WORD_BITS:-"32 64"}
+TRIALS=${TRIALS:-3}
+WARMUP=${WARMUP:-10}
+REPEAT=${REPEAT:-50}
+VERIFY=${VERIFY:-1}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+mkdir -p "$OUTPUT_DIR"
+RAW="$OUTPUT_DIR/raw.csv"
+: >"$RAW"
+
+logical_partition() {
+    case "$1" in
+        12) echo 3,3,3,3 ;;
+        13) echo 3,3,3,4 ;;
+        14) echo 3,4,3,4 ;;
+        15) echo 3,4,4,4 ;;
+        16) echo 4,4,4,4 ;;
+        17) echo 4,4,4,5 ;;
+        18) echo 4,5,4,5 ;;
+        19) echo 4,5,5,5 ;;
+        20) echo 5,5,5,5 ;;
+        *) echo "unsupported logN for four-subgraph comparison: $1" >&2; return 1 ;;
+    esac
+}
+
+execution_partition() {
+    local logical
+    IFS=, read -ra logical <<<"$(logical_partition "$1")"
+    echo "$((logical[0] + logical[1])),$((logical[2] + logical[3]))"
+}
+
+execution_weights() {
+    # Preserve the established V100 10+10 role balance at the physical
+    # equivalence point. Other lengths start from stage-proportional weights.
+    [[ $1 == 20 ]] && echo 9,11 || execution_partition "$1"
+}
+
+modulus_for() {
+    case "$1" in
+        32) echo 998244353 ;;
+        64) echo 576460756061519873 ;;
+        *) echo "unsupported word width: $1" >&2; return 1 ;;
+    esac
+}
+
+target_for() {
+    [[ $1 == 32 ]] && echo 4 || echo 2
+}
+
+variant_args() {
+    local variant=$1 bits=$2 logn=$3
+    local logical execution weights target
+    logical=$(logical_partition "$logn")
+    execution=$(execution_partition "$logn")
+    weights=$(execution_weights "$logn")
+    target=$(target_for "$bits")
+    case "$variant" in
+        v06_hybrid2d)
+            printf '%s\0' --backend hybrid2d --compute-unit radix4 \
+                --cross-twiddle fused --mod-multiply shoup \
+                --output-order natural
+            ;;
+        v06_resident)
+            [[ $logn == 20 ]] || return 2
+            printf '%s\0' --backend hierarchical-dataflow \
+                --stage-partition 10,10 --boundary-storage full-scratch \
+                --segment-cores dataflow-radix4 \
+                --segment-data-time 1,1 --segment-cta-weights 9,11 \
+                --target-ctas-per-sm "$target" \
+                --cross-twiddle fused --mod-multiply shoup \
+                --output-order natural
+            ;;
+        v07_full)
+            printf '%s\0' --backend hierarchical-dataflow \
+                --stage-partition "$logical" \
+                --boundary-storage full-scratch,full-scratch,full-scratch \
+                --segment-cores radix4 --segment-threads 256 \
+                --segment-cta-weights "$logical" --target-ctas-per-sm 2 \
+                --cross-twiddle fused --mod-multiply shoup \
+                --output-order natural
+            ;;
+        v07_resident_generic)
+            printf '%s\0' --backend hierarchical-dataflow \
+                --stage-partition "$logical" \
+                --boundary-storage resident-fused,full-scratch,resident-fused \
+                --segment-cores radix4 --segment-threads 256 \
+                --segment-cta-weights "$logical" \
+                --execution-group-cores radix4,radix4 \
+                --execution-group-cta-weights "$execution" \
+                --target-ctas-per-sm 2 \
+                --cross-twiddle fused --mod-multiply shoup \
+                --output-order natural
+            ;;
+        v07_resident_core)
+            printf '%s\0' --backend hierarchical-dataflow \
+                --stage-partition "$logical" \
+                --boundary-storage resident-fused,full-scratch,resident-fused \
+                --segment-cores radix4 --segment-threads 256 \
+                --segment-cta-weights "$logical" \
+                --execution-group-cores dataflow-radix4,dataflow-radix4 \
+                --execution-group-cta-weights "$weights" \
+                --target-ctas-per-sm "$target" \
+                --cross-twiddle fused --mod-multiply shoup \
+                --output-order natural
+            ;;
+        *) echo "unknown variant: $variant" >&2; return 1 ;;
+    esac
+}
+
+read_variant_args() {
+    local variant=$1 bits=$2 logn=$3
+    VARIANT_ARGS=()
+    while IFS= read -r -d '' item; do VARIANT_ARGS+=("$item"); done \
+        < <(variant_args "$variant" "$bits" "$logn")
+}
+
+run_bench() {
+    local bits=$1 logn=$2 batch=$3 variant=$4 trial=$5 timed=$6
+    local modulus output header record
+    modulus=$(modulus_for "$bits")
+    read_variant_args "$variant" "$bits" "$logn"
+    local common=(--word-bits "$bits" --modulus "$modulus" \
+                  --logN "$logn" --batch "$batch")
+    if [[ $timed == 0 ]]; then
+        "$BIN" "${common[@]}" "${VARIANT_ARGS[@]}" \
+            --warmup 0 --repeat 1 --verify --csv >/dev/null
+        return
+    fi
+    output=$("$BIN" "${common[@]}" "${VARIANT_ARGS[@]}" \
+        --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    [[ -n "$header" && -n "$record" ]] || {
+        echo "missing benchmark CSV for $variant u$bits logN=$logn batch=$batch" >&2
+        return 1
+    }
+    if [[ ! -s "$RAW" ]]; then
+        printf 'variant,trial,%s\n' "$header" >"$RAW"
+    fi
+    printf '%s,%s,%s\n' "$variant" "$trial" "$record" >>"$RAW"
+}
+
+variants=(v06_hybrid2d v07_full v07_resident_generic v07_resident_core)
+
+if [[ $VERIFY != 0 ]]; then
+    printf '[preflight] checking forward correctness at batch=1\n'
+    for bits in $WORD_BITS; do
+        for logn in $LOGNS; do
+            for variant in "${variants[@]}"; do
+                run_bench "$bits" "$logn" 1 "$variant" 0 0
+            done
+            if [[ $logn == 20 ]]; then
+                run_bench "$bits" "$logn" 1 v06_resident 0 0
+            fi
+        done
+    done
+fi
+
+printf '[timed] word_bits={%s} logN={%s} batch={%s} trials=%s\n' \
+    "$WORD_BITS" "$LOGNS" "$BATCHES" "$TRIALS"
+for bits in $WORD_BITS; do
+    for logn in $LOGNS; do
+        point_variants=("${variants[@]}")
+        [[ $logn == 20 ]] && point_variants+=(v06_resident)
+        for batch in $BATCHES; do
+            for ((trial = 1; trial <= TRIALS; ++trial)); do
+                offset=$(((trial - 1) % ${#point_variants[@]}))
+                for ((index = 0; index < ${#point_variants[@]}; ++index)); do
+                    variant=${point_variants[$(((index + offset) % ${#point_variants[@]}))]}
+                    printf '  u%s logN=%s batch=%s trial=%s %s\n' \
+                        "$bits" "$logn" "$batch" "$trial" "$variant"
+                    run_bench "$bits" "$logn" "$batch" "$variant" "$trial" 1
+                done
+            done
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_resident_v06_comparison.py" "$RAW" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_stage_count_space.sh b/scripts/benchmark_stage_count_space.sh
new file mode 100755
index 0000000..09e6b5c
--- /dev/null
+++ b/scripts/benchmark_stage_count_space.sh
@@ -0,0 +1,70 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/stage_count_space"}
+WARMUP=${WARMUP:-10}
+REPEAT=${REPEAT:-50}
+TRIALS=${TRIALS:-3}
+BATCHES=${BATCHES:-"1 4 16"}
+MIN_SEGMENTS=${MIN_SEGMENTS:-2}
+MAX_SEGMENTS=${MAX_SEGMENTS:-8}
+PREFERRED_STAGE_LOGS=${PREFERRED_STAGE_LOGS:-"6,8,10"}
+mkdir -p "$OUTPUT_DIR"
+SPACE="$OUTPUT_DIR/space.json"
+RAW="$OUTPUT_DIR/raw.csv"
+rm -f "$RAW"
+
+python3 "$ROOT/scripts/generate_ntt_partition_space.py" \
+    --logN 20 --batch 1 --word-bits 32 \
+    --min-segments "$MIN_SEGMENTS" --max-segments "$MAX_SEGMENTS" \
+    --preferred-stage-logs "$PREFERRED_STAGE_LOGS" --top-per-count 1 \
+    --output "$SPACE"
+
+mapfile -t points < <(python3 - "$SPACE" <<'PY'
+import json
+import sys
+with open(sys.argv[1]) as handle:
+    document = json.load(handle)
+for point in document["shortlist"]:
+    partition = ",".join(map(str, point["stage_partition"]))
+    weights = ",".join(map(str, point["default_cta_weights"]))
+    print(f"{point['segment_count']}|{partition}|{weights}")
+PY
+)
+
+append() {
+    local label=$1
+    shift
+    local output
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    if [[ ! -s "$RAW" ]]; then
+        printf 'label,%s\n' "$(printf '%s\n' "$output" | sed -n '1p')" >"$RAW"
+    fi
+    printf '%s,%s\n' "$label" "$(printf '%s\n' "$output" | sed -n '2p')" >>"$RAW"
+}
+
+common=(--logN 20 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --segment-cores radix4
+        --segment-threads 256 --target-ctas-per-sm 2
+        --boundary-storage full-scratch --cross-twiddle fused
+        --mod-multiply shoup)
+
+for batch in $BATCHES; do
+    for ((trial = 1; trial <= TRIALS; ++trial)); do
+        offset=$((trial % ${#points[@]}))
+        for ((index = 0; index < ${#points[@]}; ++index)); do
+            point=${points[$(((index + offset) % ${#points[@]}))]}
+            IFS='|' read -r segments partition weights <<<"$point"
+            append "m${segments}_p${partition//,/-}_b${batch}_t${trial}" \
+                "${common[@]}" --batch "$batch" \
+                --stage-partition "$partition" \
+                --segment-cta-weights "$weights"
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_stage_count_space.py" "$RAW" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_three_level_partitions.sh b/scripts/benchmark_three_level_partitions.sh
new file mode 100755
index 0000000..fba0f48
--- /dev/null
+++ b/scripts/benchmark_three_level_partitions.sh
@@ -0,0 +1,48 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/three_level_partitions"}
+WARMUP=${WARMUP:-10}
+REPEAT=${REPEAT:-50}
+TRIALS=${TRIALS:-3}
+BATCHES=${BATCHES:-"1 4 16"}
+mkdir -p "$OUTPUT_DIR"
+RAW="$OUTPUT_DIR/raw.csv"
+rm -f "$RAW"
+
+common=(--logN 20 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --boundary-storage full-scratch
+        --segment-cores dataflow-radix4 --segment-threads 256
+        --segment-units 32 --target-ctas-per-sm 2
+        --cross-twiddle fused --mod-multiply shoup)
+
+append() {
+    local label=$1
+    shift
+    local output
+    output=$("$BIN" "${common[@]}" "$@" --warmup "$WARMUP" \
+             --repeat "$REPEAT" --verify --csv)
+    if [[ ! -s "$RAW" ]]; then
+        printf 'label,%s\n' "$(printf '%s\n' "$output" | sed -n '1p')" >"$RAW"
+    fi
+    printf '%s,%s\n' "$label" "$(printf '%s\n' "$output" | sed -n '2p')" >>"$RAW"
+}
+
+partitions=(6,7,7 7,6,7 7,7,6 6,6,8 6,8,6 8,6,6)
+for batch in $BATCHES; do
+    for ((trial = 1; trial <= TRIALS; ++trial)); do
+        offset=$((trial % ${#partitions[@]}))
+        for ((index = 0; index < ${#partitions[@]}; ++index)); do
+            partition=${partitions[$(((index + offset) % ${#partitions[@]}))]}
+            append "p${partition//,/-}_b${batch}_t${trial}" \
+                --batch "$batch" --stage-partition "$partition" \
+                --segment-cta-weights "$partition"
+        done
+    done
+done
+
+python3 "$ROOT/scripts/summarize_three_level_partitions.py" "$RAW" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/benchmark_v06_v07_crossover.sh b/scripts/benchmark_v06_v07_crossover.sh
new file mode 100755
index 0000000..66edd75
--- /dev/null
+++ b/scripts/benchmark_v06_v07_crossover.sh
@@ -0,0 +1,92 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/v06_v07_crossover"}
+WARMUP=${WARMUP:-30}
+REPEAT=${REPEAT:-500}
+TRIALS=${TRIALS:-3}
+VERIFY=${VERIFY:-1}
+mkdir -p "$OUTPUT_DIR"
+RAW="$OUTPUT_DIR/raw.csv"
+: >"$RAW"
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+
+append() {
+    local case_id=$1 variant=$2 trial=$3
+    shift 3
+    local output header record
+    output=$("$BIN" "$@" --warmup "$WARMUP" --repeat "$REPEAT" --csv)
+    header=$(printf '%s\n' "$output" | sed -n '/^device,/{p;q;}')
+    record=$(printf '%s\n' "$output" | tail -n 1)
+    if [[ ! -s "$RAW" ]]; then
+        printf 'case_id,variant,trial,%s\n' "$header" >"$RAW"
+    fi
+    printf '%s,%s,%s,%s\n' "$case_id" "$variant" "$trial" "$record" >>"$RAW"
+}
+
+n12_common=(--logN 12 --word-bits 32 --modulus 1073479681
+            --cross-twiddle fused --mod-multiply shoup
+            --output-order natural)
+hybrid_common=(--backend hybrid-dataflow --compute-unit radix4
+               --flow-tile-log 6 --stage-space 6 --data-space 32
+               --role-stages 6 --target-ctas-per-sm 1
+               --token-interleave 1)
+
+n20_common=(--logN 20 --batch 16 --word-bits 32 --modulus 998244353
+            --cross-twiddle fused --mod-multiply shoup
+            --output-order natural)
+resident=(--backend hierarchical-dataflow --stage-partition 10,10
+          --boundary-storage full-scratch --segment-data-time 1,1)
+
+if [[ $VERIFY != 0 ]]; then
+    printf '[preflight] checking focused crossover paths\n'
+    "$BIN" "${n12_common[@]}" --batch 1 --backend hybrid2d \
+        --warmup 0 --repeat 1 --verify >/dev/null
+    "$BIN" "${n12_common[@]}" --batch 1 "${hybrid_common[@]}" \
+        --data-time 12 --warmup 0 --repeat 1 --verify >/dev/null
+    "$BIN" "${n20_common[@]}" "${resident[@]}" \
+        --segment-cores homogeneous-warp128-packet-shared-radix4-static-io \
+        --segment-threads 128 --segment-units 4 --segment-data-space 4 \
+        --segment-cta-weights 7,13 --target-ctas-per-sm 4 \
+        --warmup 0 --repeat 1 --verify >/dev/null
+fi
+
+for batch in 80 160 256 512; do
+    for ((trial = 1; trial <= TRIALS; ++trial)); do
+        append n12_u32 "hybrid2d_b${batch}" "$trial" \
+            "${n12_common[@]}" --batch "$batch" \
+            --backend hybrid2d --compute-unit radix4
+        append n12_u32 "hybrid_td6_b${batch}" "$trial" \
+            "${n12_common[@]}" --batch "$batch" \
+            "${hybrid_common[@]}" --data-time 6
+        append n12_u32 "hybrid_td12_b${batch}" "$trial" \
+            "${n12_common[@]}" --batch "$batch" \
+            "${hybrid_common[@]}" --data-time 12
+    done
+done
+
+for ((trial = 1; trial <= TRIALS; ++trial)); do
+    append n20_u32_b16 hybrid2d "$trial" "${n20_common[@]}" \
+        --backend hybrid2d --compute-unit radix4
+    append n20_u32_b16 resident_9_11 "$trial" "${n20_common[@]}" \
+        "${resident[@]}" --segment-cores dataflow-radix4 \
+        --segment-cta-weights 9,11 --target-ctas-per-sm 4
+    append n20_u32_b16 packet_7_13 "$trial" "${n20_common[@]}" \
+        "${resident[@]}" \
+        --segment-cores homogeneous-warp128-packet-shared-radix4-static-io \
+        --segment-threads 128 --segment-units 4 --segment-data-space 4 \
+        --segment-cta-weights 7,13 --target-ctas-per-sm 4
+    append n20_u32_b16 lane32 "$trial" "${n20_common[@]}" \
+        "${resident[@]}" \
+        --segment-cores homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io \
+        --segment-threads 256 --segment-units 8 --segment-data-space 4 \
+        --segment-coefficient-reuse-stages 6 \
+        --segment-cta-weights 84,76 --target-ctas-per-sm 2
+done
+
+python3 "$ROOT/scripts/analyze_v06_v07_crossover.py" "$RAW" \
+    --csv "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/build_v07_sector_attribution.sh b/scripts/build_v07_sector_attribution.sh
new file mode 100755
index 0000000..7aa0751
--- /dev/null
+++ b/scripts/build_v07_sector_attribution.sh
@@ -0,0 +1,17 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BUILD_DIR=${BUILD_DIR:-"$ROOT/build-ncu-lineinfo"}
+CUDA_COMPILER=${CUDA_COMPILER:-/usr/local/cuda-11.8/bin/nvcc}
+CUDA_ARCHITECTURES=${CUDA_ARCHITECTURES:-70}
+JOBS=${JOBS:-$(nproc)}
+
+cmake -S "$ROOT" -B "$BUILD_DIR" \
+    -DCMAKE_BUILD_TYPE=Release \
+    -DCMAKE_CUDA_COMPILER="$CUDA_COMPILER" \
+    -DCMAKE_CUDA_ARCHITECTURES="$CUDA_ARCHITECTURES" \
+    -DCMAKE_CUDA_FLAGS=-lineinfo
+cmake --build "$BUILD_DIR" --target cuntt_bench -j"$JOBS"
+
+printf 'lineinfo profiling binary: %s\n' "$BUILD_DIR/cuntt_bench"
diff --git a/scripts/compare_appt_tail_ncu.py b/scripts/compare_appt_tail_ncu.py
new file mode 100644
index 0000000..a4d95c1
--- /dev/null
+++ b/scripts/compare_appt_tail_ncu.py
@@ -0,0 +1,84 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from pathlib import Path
+
+
+def read_summary(path):
+    return {row["label"]: row for row in csv.DictReader(path.open())}
+
+
+def value(row, key):
+    return float(row[key])
+
+
+def change(before, after, key):
+    return 100.0 * (value(after, key) / value(before, key) - 1.0)
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Compare matched APPT register-tail NCU captures")
+    parser.add_argument("before", type=Path)
+    parser.add_argument("after", type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+
+    before_rows = read_summary(args.before)
+    after_rows = read_summary(args.after)
+    records = []
+    for bits in (32, 64):
+        for batch in (1, 4):
+            label = f"register-tail_u{bits}_b{batch}"
+            before = before_rows[label]
+            after = after_rows[label]
+            baseline = after_rows[f"v06_u{bits}_b{batch}"]
+            records.append({
+                "bits": bits,
+                "batch": batch,
+                "before_us": value(before, "time_us"),
+                "after_us": value(after, "time_us"),
+                "speedup": value(before, "time_us") / value(after, "time_us"),
+                "loads": change(before, after, "global_load_sectors"),
+                "stores": change(before, after, "global_store_sectors"),
+                "warp": change(before, after, "warp_instructions"),
+                "integer": change(before, after, "integer_thread_instructions"),
+                "l1_before": value(before, "l1_hit_pct"),
+                "l1_after": value(after, "l1_hit_pct"),
+                "load_vs_v06": value(after, "global_load_sectors") /
+                               value(baseline, "global_load_sectors"),
+                "store_vs_v06": value(after, "global_store_sectors") /
+                                value(baseline, "global_store_sectors"),
+            })
+
+    load_changes = [-row["loads"] for row in records]
+    time_reductions = [100.0 * (1.0 - 1.0 / row["speedup"])
+                       for row in records]
+    l1_before = [row["l1_before"] for row in records]
+    l1_after = [row["l1_after"] for row in records]
+    lines = [
+        "# APPT Coefficient-Tree Cache Attribution", "",
+        "Matched V100 base-clock NCU replay. The baseline is the selected readiness-policy capture; the after capture adds CTA-local coefficient reuse for the producer and low tail and uses the corresponding role weights.", "",
+        "| bits | batch | before us | cached us | speedup | load sectors change | store sectors change | warp instructions change | integer instructions change |",
+        "|---:|---:|---:|---:|---:|---:|---:|---:|---:|",
+    ]
+    for row in records:
+        lines.append(
+            f"| {row['bits']} | {row['batch']} | {row['before_us']:.1f} | "
+            f"{row['after_us']:.1f} | {row['speedup']:.3f}x | "
+            f"{row['loads']:+.2f}% | {row['stores']:+.2f}% | "
+            f"{row['warp']:+.2f}% | {row['integer']:+.2f}% |")
+    lines += [
+        "", "The cache removes repeated coefficient requests rather than a materialized state: "
+        f"global-load sectors fall by {min(load_changes):.1f}%--{max(load_changes):.1f}% and replay time falls by "
+        f"{min(time_reductions):.1f}%--{max(time_reductions):.1f}%, while store sectors are unchanged.",
+        "", f"The L1 hit-rate percentage falls from {min(l1_before):.1f}%--{max(l1_before):.1f}% to {min(l1_after):.1f}%--{max(l1_after):.1f}% because the removed requests were the repeatedly reused, L1-friendly part of the stream. The remaining state, readiness, and final coefficient accesses have poorer L1 locality and remain mostly L2-served.",
+        "", f"The residual register-tail traffic is {min(row['load_vs_v06'] for row in records):.2f}x--{max(row['load_vs_v06'] for row in records):.2f}x the v0.6 load sectors and {min(row['store_vs_v06'] for row in records):.2f}x--{max(row['store_vs_v06'] for row in records):.2f}x the store sectors. For uint32 the store count is approximately N+N/8 sectors; for uint64 it is N+N/4. The state1 write is coalesced, but one fixed-c tail task writes natural-order values at 128-element strides. Removing that sector term requires a multi-c tail microgroup, not another readiness change.",
+        "", "The current source additionally preserves the same coefficient tree across the low and high tail halves. That later change is validated by CUDA-event timing and correctness but is not included in this NCU capture.",
+    ]
+    args.markdown.parent.mkdir(parents=True, exist_ok=True)
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/extract_hybrid_dataflow_resources.py b/scripts/extract_hybrid_dataflow_resources.py
new file mode 100755
index 0000000..cb6fdc7
--- /dev/null
+++ b/scripts/extract_hybrid_dataflow_resources.py
@@ -0,0 +1,61 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import re
+import subprocess
+from pathlib import Path
+
+
+KERNEL = re.compile(
+    r"hybrid_dataflow_kernelI(?P<word>[jm])Lj(?P<flow>\d+)ELj(?P<stage>\d+)E"
+    r"Lj(?P<td>\d+)ELj(?P<ur>\d+)ELj(?P<rb>\d+)ELj(?P<ti>\d+)E")
+RESOURCE = re.compile(r"REG:(?P<registers>\d+) STACK:(?P<stack>\d+).*LOCAL:(?P<local>\d+)")
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Extract HybridDataflow cubin resources")
+    parser.add_argument("binary", type=Path)
+    parser.add_argument("--cuobjdump", default="cuobjdump")
+    parser.add_argument("--output", "-o", required=True, type=Path)
+    args = parser.parse_args()
+    result = subprocess.run([args.cuobjdump, "--dump-resource-usage", str(args.binary)],
+                            check=True, capture_output=True, text=True)
+    rows = {}
+    pending = None
+    for line in result.stdout.splitlines():
+        match = KERNEL.search(line)
+        if match:
+            pending = match.groupdict()
+            continue
+        resource = RESOURCE.search(line)
+        if pending is None or not resource:
+            continue
+        row = {
+            "word_bits": 32 if pending["word"] == "j" else 64,
+            "flow_tile_log_n": int(pending["flow"]),
+            "stage_space": int(pending["stage"]),
+            "data_time": int(pending["td"]),
+            "role_stages": int(pending["ur"]),
+            "target_ctas_per_sm": int(pending["rb"]),
+            "token_interleave": int(pending["ti"]),
+            "registers_per_thread": int(resource["registers"]),
+            "stack_bytes": int(resource["stack"]),
+            "local_bytes": int(resource["local"]),
+        }
+        key = tuple(row[field] for field in (
+            "word_bits", "flow_tile_log_n", "stage_space", "data_time",
+            "role_stages", "target_ctas_per_sm", "token_interleave"))
+        rows[key] = row
+        pending = None
+    if not rows:
+        raise ValueError("no HybridDataflow resource records found")
+    fields = list(next(iter(rows.values())))
+    args.output.parent.mkdir(parents=True, exist_ok=True)
+    with args.output.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows[key] for key in sorted(rows))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/generate_appt_static_space.py b/scripts/generate_appt_static_space.py
new file mode 100755
index 0000000..b0a966d
--- /dev/null
+++ b/scripts/generate_appt_static_space.py
@@ -0,0 +1,72 @@
+#!/usr/bin/env python3
+"""Generate V100 APPT static-layout and online-writer design points."""
+
+from __future__ import annotations
+
+import argparse
+import itertools
+import json
+from pathlib import Path
+
+
+def parse_ints(value: str) -> list[int]:
+    return [int(item) for item in value.split(",")]
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--word-bits", type=int, choices=(32, 64), required=True)
+    parser.add_argument("--batch", type=int, default=1)
+    parser.add_argument("--fragment-widths", default="8,16,32")
+    parser.add_argument("--writer-tiles", default="1,2,4")
+    parser.add_argument("--producer-weights", default="7,8,9")
+    parser.add_argument("--tail-weights", default="10,12,14")
+    parser.add_argument("--writer-weights", default="1,2,3,4")
+    parser.add_argument("--output", type=Path)
+    args = parser.parse_args()
+
+    points = []
+    for fragment, tiles, producer, tail, writer, output_order in itertools.product(
+        parse_ints(args.fragment_widths), parse_ints(args.writer_tiles),
+        parse_ints(args.producer_weights), parse_ints(args.tail_weights),
+        parse_ints(args.writer_weights), ("natural", "appt-static"),
+    ):
+        if output_order == "appt-static" and (tiles != 1 or writer != 1):
+            continue
+        role_sum = producer + tail + (writer if output_order == "natural" else 0)
+        points.append({
+            "stage_partition": [7, 7, 6],
+            "physical_core": "appt-online-register-tail",
+            "word_bits": args.word_bits,
+            "batch": args.batch,
+            "input_order": "natural",
+            "output_order": output_order,
+            "fragment_width": fragment,
+            "writer_tiles_per_cta": tiles,
+            "role_weights": {
+                "producer": producer, "tail": tail, "writer": writer,
+            },
+            "normalized_role_shares": {
+                "producer": producer / role_sum,
+                "tail": tail / role_sum,
+                "writer": writer / role_sum if output_order == "natural" else 0.0,
+            },
+            "layout_id": f"appt-ntt-log20-7x7x6-xor-fw{fragment}-v1",
+        })
+    document = {
+        "schema": "cubutterfly-appt-static-space-v1",
+        "device_contract": "sm70-v100",
+        "shape": {"logN": 20, "batch": args.batch,
+                  "word_bits": args.word_bits},
+        "points": points,
+    }
+    rendered = json.dumps(document, indent=2) + "\n"
+    if args.output:
+        args.output.parent.mkdir(parents=True, exist_ok=True)
+        args.output.write_text(rendered)
+    else:
+        print(rendered, end="")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/generate_hybrid_dataflow.py b/scripts/generate_hybrid_dataflow.py
new file mode 100755
index 0000000..c34fd2c
--- /dev/null
+++ b/scripts/generate_hybrid_dataflow.py
@@ -0,0 +1,184 @@
+#!/usr/bin/env python3
+import argparse
+import json
+import pathlib
+
+
+LAYOUTS = {"hermes-xor": "DataflowLayout::HermesXor", "linear": "DataflowLayout::Linear"}
+STATES = {"inplace": "DataflowStateMode::InPlace", "ping-pong": "DataflowStateMode::PingPong"}
+HANDOFFS = {"named-barrier": "StageHandoff::NamedBarrier", "atomic": "StageHandoff::Atomic"}
+COMPUTE_UNITS = {"radix2": "ComputeUnit::Radix2", "radix4": "ComputeUnit::Radix4"}
+
+
+def values(entry, key, default):
+    value = entry.get(key, default)
+    return value if isinstance(value, list) else [value]
+
+
+def validate_point(point):
+    (word, tile, stages, data, data_time, buffers, layout, state, handoff,
+     role_stages, target_ctas, token_interleave) = point
+    if word not in (32, 64) or tile not in range(5, 9) or stages not in range(2, 9):
+        raise ValueError(f"unsupported generated point: {point}")
+    if stages > tile or data not in (8, 16, 32) or data_time not in range(1, 17) or buffers not in (1, 2, 3):
+        raise ValueError(f"illegal generated point: {point}")
+    if role_stages < 1 or role_stages > stages:
+        raise ValueError(f"illegal role fusion: {point}")
+    if target_ctas not in (1, 2, 3):
+        raise ValueError(f"illegal CTA residency target: {point}")
+    if token_interleave not in (1, 2) or token_interleave > data_time:
+        raise ValueError(f"illegal token interleave: {point}")
+    if token_interleave > 1 and (role_stages == 1 or data_time < role_stages * token_interleave):
+        raise ValueError(f"token interleave requires fused roles with enough packet tokens: {point}")
+    if word == 64 and data > 16 or word == 32 and data < 16:
+        raise ValueError(f"data-space/word-width mismatch: {point}")
+    if layout not in LAYOUTS or state not in STATES or handoff not in HANDOFFS:
+        raise ValueError(f"unknown generated policy: {point}")
+
+
+def load_points(path):
+    document = json.loads(path.read_text())
+    if document.get("schema_version") != 1:
+        raise ValueError("unsupported HybridDataflow schema")
+    primary = document["primary"]
+    points = set()
+    for word_text, data_spaces in primary["data_space_by_word"].items():
+        word = int(word_text)
+        for tile in primary["flow_tile_log_n"]:
+            for stages in primary["stage_space_by_tile"][str(tile)]:
+                for data in data_spaces:
+                    for data_time in primary["data_time"]:
+                        for role_stages in primary.get("role_stages", [1]):
+                            points.add((word, tile, stages, data, data_time, primary["pipeline_buffers"],
+                                        primary["layout"], primary["state"], primary["handoff"], role_stages,
+                                        primary.get("target_ctas_per_sm", 1), primary.get("token_interleave", 1)))
+    for entry in document.get("ablations", []):
+        for word in entry["word_bits"]:
+            for data_time in values(entry, "data_time", 1):
+                for role_stages in values(entry, "role_stages", 1):
+                    for target_ctas in values(entry, "target_ctas_per_sm", 1):
+                        for token_interleave in values(entry, "token_interleave", 1):
+                            points.add((word, entry["flow_tile_log_n"], entry["stage_space"],
+                                        entry["data_space_by_word"][str(word)], data_time,
+                                        entry["pipeline_buffers"], entry["layout"], entry["state"], entry["handoff"],
+                                        role_stages, target_ctas, token_interleave))
+    for point in points:
+        validate_point(point)
+    return sorted(points)
+
+
+def load_defaults(path, points):
+    document = json.loads(path.read_text())
+    defaults = []
+    point_set = set(points)
+    primary = document["primary"]
+    for entry in document.get("defaults", []):
+        for word in entry["word_bits"]:
+            data_space = entry["data_space_by_word"][str(word)]
+            point = (word, entry["flow_tile_log_n"], entry["stage_space"], data_space,
+                     entry["data_time"], primary["pipeline_buffers"], primary["layout"],
+                     primary["state"], primary["handoff"], entry["role_stages"],
+                     entry.get("target_ctas_per_sm", 1), entry.get("token_interleave", 1))
+            if point not in point_set:
+                raise ValueError(f"default is not a generated point: {point}")
+            compute_unit = entry.get("compute_unit", "radix2")
+            if compute_unit not in COMPUTE_UNITS:
+                raise ValueError(f"unsupported HybridDataflow default compute unit: {compute_unit}")
+            defaults.append((word, entry["log_n"], entry["flow_tile_log_n"], entry["stage_space"],
+                             data_space, entry.get("batch_min", 1), entry.get("batch_per_sm", 0),
+                             entry.get("batch_offset", 0),
+                             entry["role_stages"], entry["data_time"], entry.get("target_ctas_per_sm", 1),
+                             entry.get("token_interleave", 1), compute_unit))
+    return sorted(defaults, key=lambda value: (value[0], value[1], -value[6], -value[7], -value[5]))
+
+
+def write_header(path, points, defaults=()):
+    rows = []
+    for (word, tile, stages, data, data_time, buffers, layout, state, handoff,
+         role_stages, target_ctas, token_interleave) in points:
+        rows.append(f"    {{{word}, {tile}, {stages}, {data}, {data_time}, {buffers}, {role_stages}, {target_ctas}, {token_interleave}, {LAYOUTS[layout]}, {STATES[state]}, {HANDOFFS[handoff]}}}")
+    kernels = sorted({(point[1], point[2], point[4], point[9], point[10], point[11]) for point in points})
+    kernel_rows = " \\\n".join(f"    X({tile}, {stages}, {data_time}, {role_stages}, {target_ctas}, {token_interleave})" for tile, stages, data_time, role_stages, target_ctas, token_interleave in kernels)
+    default_rows = []
+    for (word, log_n, tile, stages, data, batch_min, batch_per_sm, batch_offset, role_stages,
+         data_time, target_ctas, token_interleave, compute_unit) in defaults:
+        default_rows.append(f"    {{{word}, {log_n}, {tile}, {stages}, {data}, {batch_min}, {batch_per_sm}, {batch_offset}, {role_stages}, {data_time}, {target_ctas}, {token_interleave}, {COMPUTE_UNITS[compute_unit]}}}")
+    path.write_text(f'''// Generated by scripts/generate_hybrid_dataflow.py. Do not edit.
+#pragma once
+#include <algorithm>
+#include <array>
+#include "cuntt/ntt.hpp"
+
+#define CUNTT_FOR_EACH_HYBRID_DATAFLOW_KERNEL(X) \\
+{kernel_rows}
+
+namespace cuntt::detail {{
+struct GeneratedHybridDataflowPoint {{
+    std::uint32_t word_bits, flow_tile_log_n, stage_space, data_space, data_time, pipeline_buffers, role_stages, target_ctas_per_sm, token_interleave;
+    DataflowLayout layout;
+    DataflowStateMode state;
+    StageHandoff handoff;
+}};
+inline constexpr std::array<GeneratedHybridDataflowPoint, {len(points)}> kGeneratedHybridDataflowPoints = {{{{
+{',\n'.join(rows)}
+}}}};
+struct GeneratedHybridDataflowDefault {{
+    std::uint32_t word_bits, log_n, flow_tile_log_n, stage_space, data_space;
+    std::size_t batch_min;
+    std::uint32_t batch_per_sm, batch_offset, role_stages, data_time, target_ctas_per_sm, token_interleave;
+    ComputeUnit compute_unit;
+}};
+inline constexpr std::array<GeneratedHybridDataflowDefault, {len(defaults)}> kGeneratedHybridDataflowDefaults = {{{{
+{',\n'.join(default_rows)}
+}}}};
+inline bool apply_generated_hybrid_dataflow_default(PlanConfig& config, std::uint32_t sm_count) noexcept {{
+    for (const auto& point : kGeneratedHybridDataflowDefaults) {{
+        const std::size_t threshold = std::max(point.batch_min,
+            static_cast<std::size_t>(point.batch_per_sm) * sm_count + point.batch_offset);
+        if (point.word_bits == config.word_bits && point.log_n == config.log_n &&
+            point.flow_tile_log_n == config.flow_tile_log_n && point.stage_space == config.stage_space &&
+            point.data_space == config.data_space && config.batch >= threshold) {{
+            config.role_stages = point.role_stages;
+            config.data_time = point.data_time;
+            config.target_ctas_per_sm = point.target_ctas_per_sm;
+            config.token_interleave = point.token_interleave;
+            config.compute_unit = point.compute_unit;
+            return true;
+        }}
+    }}
+    return false;
+}}
+inline bool generated_hybrid_dataflow_available(const PlanConfig& config) noexcept {{
+    for (const auto& point : kGeneratedHybridDataflowPoints) {{
+        if (point.word_bits == config.word_bits && point.flow_tile_log_n == config.flow_tile_log_n &&
+            point.stage_space == config.stage_space && point.data_space == config.data_space &&
+            point.data_time == config.data_time &&
+            point.role_stages == config.role_stages &&
+            point.target_ctas_per_sm == config.target_ctas_per_sm &&
+            point.token_interleave == config.token_interleave &&
+            point.pipeline_buffers == config.pipeline_buffers && point.layout == config.dataflow_layout &&
+            point.state == config.dataflow_state_mode && point.handoff == config.stage_handoff) return true;
+    }}
+    return false;
+}}
+}}  // namespace cuntt::detail
+''')
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--spec", type=pathlib.Path, required=True)
+    parser.add_argument("--header", type=pathlib.Path)
+    parser.add_argument("--check", action="store_true")
+    args = parser.parse_args()
+    points = load_points(args.spec)
+    defaults = load_defaults(args.spec, points)
+    if args.header:
+        args.header.parent.mkdir(parents=True, exist_ok=True)
+        write_header(args.header, points, defaults)
+    elif not args.check:
+        raise ValueError("provide --header or --check")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/generate_ntt_partition_space.py b/scripts/generate_ntt_partition_space.py
new file mode 100755
index 0000000..a6bae63
--- /dev/null
+++ b/scripts/generate_ntt_partition_space.py
@@ -0,0 +1,248 @@
+#!/usr/bin/env python3
+"""Generate the stage-count and ordered-partition layer of the NTT space."""
+
+from __future__ import annotations
+
+import argparse
+import json
+import math
+from collections import Counter
+from pathlib import Path
+
+from generate_ntt_streaming_space import stage_partitions, task_counts
+
+
+def publication_tokens(log_n: int, partition: tuple[int, ...], batch: int):
+    prefix = 0
+    tokens = 0
+    for segment, stages in enumerate(partition[:-1]):
+        next_remaining = log_n - prefix - stages - partition[segment + 1]
+        tokens += batch << (prefix + next_remaining)
+        prefix += stages
+    return tokens
+
+
+def physical_templates(partition: tuple[int, ...], cores: tuple[str, ...]):
+    templates = []
+    for core in cores:
+        templates.append({"kind": "homogeneous", "cores": [core] * len(partition)})
+    if len(partition) > 1 and "radix4" in cores and "radix8" in cores:
+        templates.append({
+            "kind": "tail-specialized",
+            "cores": ["radix4"] * (len(partition) - 1) + ["radix8"],
+        })
+    return templates
+
+
+def execution_templates(partition: tuple[int, ...], max_group_log: int = 10):
+    """Enumerate legal materialization choices for one logical partition."""
+    boundary_count = len(partition) - 1
+    templates = [{
+        "kind": "full-scratch",
+        "boundary_storage": ["full-scratch"] * boundary_count,
+        "execution_stage_partition": list(partition),
+        "execution_group_count": len(partition),
+        "materialized_boundary_count": boundary_count,
+    }, {
+        "kind": "ring",
+        "boundary_storage": ["ring"] * boundary_count,
+        "execution_stage_partition": list(partition),
+        "execution_group_count": len(partition),
+        "materialized_boundary_count": boundary_count,
+    }]
+    for fused_mask in range(1, 1 << boundary_count):
+        groups = []
+        storage = []
+        stages = partition[0]
+        valid = True
+        for boundary in range(boundary_count):
+            if fused_mask & (1 << boundary):
+                stages += partition[boundary + 1]
+                storage.append("resident-fused")
+                if stages > max_group_log:
+                    valid = False
+                    break
+            else:
+                groups.append(stages)
+                storage.append("full-scratch")
+                stages = partition[boundary + 1]
+        if not valid:
+            continue
+        groups.append(stages)
+        # A fully resident transform needs a separate whole-transform core and
+        # is intentionally outside the current streaming implementation.
+        if len(groups) < 2 or max(groups) > max_group_log:
+            continue
+        templates.append({
+            "kind": "resident-fused",
+            "boundary_storage": storage,
+            "execution_stage_partition": groups,
+            "execution_group_count": len(groups),
+            "materialized_boundary_count": len(groups) - 1,
+        })
+    templates.sort(key=lambda point: (
+        point["execution_group_count"], point["execution_stage_partition"],
+        point["kind"], point["boundary_storage"]))
+    return templates
+
+
+def make_partition_point(log_n: int, batch: int, partition: tuple[int, ...],
+                         word_bits: int, preferred_logs: tuple[int, ...],
+                         boundary_penalty: float, cores: tuple[str, ...]):
+    mismatch = sum(min(abs(stages - preferred) for preferred in preferred_logs)
+                   for stages in partition)
+    mean = log_n / len(partition)
+    imbalance = math.sqrt(sum((stages - mean) ** 2 for stages in partition) /
+                          len(partition))
+    # The final role also owns output permutation/finalization. This is only a
+    # shortlist tie-breaker; measurements remain the ranking authority.
+    tail_deficit = max(partition) - partition[-1]
+    logical_boundaries = len(partition) - 1
+    realizations = execution_templates(partition)
+    minimum_groups = min(point["execution_group_count"] for point in realizations)
+    minimum_boundaries = minimum_groups - 1
+    minimum_realization = min(
+        realizations,
+        key=lambda point: (point["materialized_boundary_count"],
+                           point["execution_stage_partition"]))
+    n = 1 << log_n
+    return {
+        "segment_count": len(partition),
+        "stage_partition": list(partition),
+        "logical_boundary_count": logical_boundaries,
+        "minimum_execution_group_count": minimum_groups,
+        "minimum_materialized_boundary_count": minimum_boundaries,
+        "full_scratch_value_passes": len(partition),
+        "full_scratch_workspace_bytes": logical_boundaries * batch * n *
+                                        (word_bits // 8),
+        "minimum_full_scratch_workspace_bytes": minimum_boundaries * batch * n *
+                                                 (word_bits // 8),
+        "publication_tokens": publication_tokens(log_n, partition, batch),
+        "minimum_publication_tokens": publication_tokens(
+            log_n, tuple(minimum_realization["execution_stage_partition"]), batch),
+        "task_counts": task_counts(log_n, partition, batch),
+        "stage_min": min(partition),
+        "stage_max": max(partition),
+        "stage_stddev": imbalance,
+        "default_cta_weights": list(partition),
+        "physical_templates": physical_templates(partition, cores),
+        "execution_templates": realizations,
+        "static_score": (mismatch + boundary_penalty * minimum_boundaries +
+                         0.25 * imbalance + 0.05 * tail_deficit),
+    }
+
+
+def generate_space(log_n: int, batch: int, word_bits: int, min_segments: int,
+                   max_segments: int, min_stage_log: int, max_stage_log: int,
+                   preferred_logs: tuple[int, ...], top_per_count: int,
+                   boundary_penalty: float, cores: tuple[str, ...],
+                   include_all: bool):
+    points = []
+    for partition in stage_partitions(log_n, min_stage_log, max_stage_log,
+                                      min_segments, max_segments):
+        if sum(partition) != log_n:
+            raise AssertionError("partition generator violated the stage sum")
+        points.append(make_partition_point(
+            log_n, batch, partition, word_bits, preferred_logs,
+            boundary_penalty, cores))
+    points.sort(key=lambda point: (
+        point["segment_count"], point["static_score"],
+        point["minimum_full_scratch_workspace_bytes"],
+        point["stage_partition"]))
+    counts = Counter(point["segment_count"] for point in points)
+    shortlist = []
+    selected = Counter()
+    for point in points:
+        count = point["segment_count"]
+        if selected[count] < top_per_count:
+            shortlist.append(point)
+            selected[count] += 1
+    execution_candidates = {}
+    for point in points:
+        for realization in point["execution_templates"]:
+            if realization["kind"] == "ring":
+                continue
+            key = (point["segment_count"],
+                   realization["execution_group_count"])
+            score = (point["static_score"] + boundary_penalty *
+                     (realization["materialized_boundary_count"] -
+                      point["minimum_materialized_boundary_count"]))
+            candidate = {
+                "segment_count": point["segment_count"],
+                "stage_partition": point["stage_partition"],
+                "default_cta_weights": point["default_cta_weights"],
+                "execution_template": realization,
+                "static_score": score,
+            }
+            previous = execution_candidates.get(key)
+            ordering = (score, candidate["stage_partition"],
+                        realization["execution_stage_partition"])
+            if previous is None or ordering < previous[0]:
+                execution_candidates[key] = (ordering, candidate)
+    execution_shortlist = [execution_candidates[key][1]
+                           for key in sorted(execution_candidates)]
+    return {
+        "schema": "cuntt-ntt-partition-space-v2",
+        "shape": {"logN": log_n, "batch": batch, "word_bits": word_bits},
+        "dimensions": {
+            "segment_count": [min_segments, max_segments],
+            "stage_log": [min_stage_log, max_stage_log],
+            "constraint": "sum(stage_partition) == logN",
+            "per_segment": ["core", "threads", "units", "data_space",
+                            "data_time", "cta_weight"],
+            "per_boundary": ["storage", "buffers", "readiness", "layout"],
+            "execution_group_count": [2, max_segments],
+            "lowering_constraint":
+                "resident-fused groups adjacent logical subgraphs; each execution group has at most 10 stages",
+        },
+        "preferred_stage_logs": list(preferred_logs),
+        "partition_count": len(points),
+        "partition_count_by_segments": {str(key): counts[key]
+                                         for key in sorted(counts)},
+        "shortlist_policy": {
+            "top_per_segment_count": top_per_count,
+            "boundary_penalty": boundary_penalty,
+            "note": "shortlist covers M; execution_shortlist covers every legal (M,G); event timing ranks candidates",
+        },
+        "shortlist": shortlist,
+        "execution_shortlist": execution_shortlist,
+        **({"partitions": points} if include_all else {}),
+    }
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--logN", type=int, required=True)
+    parser.add_argument("--batch", type=int, default=1)
+    parser.add_argument("--word-bits", type=int, choices=(32, 64), default=32)
+    parser.add_argument("--min-segments", type=int, default=2)
+    parser.add_argument("--max-segments", type=int, default=8)
+    parser.add_argument("--min-stage-log", type=int, default=2)
+    parser.add_argument("--max-stage-log", type=int, default=10)
+    parser.add_argument("--preferred-stage-logs", default="6,8,10")
+    parser.add_argument("--generic-cores", default="radix2,radix4,radix8")
+    parser.add_argument("--top-per-count", type=int, default=4)
+    parser.add_argument("--boundary-penalty", type=float, default=1.0)
+    parser.add_argument("--include-all", action="store_true")
+    parser.add_argument("--output", type=Path)
+    args = parser.parse_args()
+    if not 2 <= args.min_segments <= args.max_segments <= 8:
+        raise ValueError("segment count must satisfy 2 <= min <= max <= 8")
+    preferred = tuple(int(value) for value in args.preferred_stage_logs.split(','))
+    cores = tuple(value for value in args.generic_cores.split(',') if value)
+    if not preferred or not cores:
+        raise ValueError("preferred stage logs and generic cores cannot be empty")
+    document = generate_space(
+        args.logN, args.batch, args.word_bits, args.min_segments,
+        args.max_segments, args.min_stage_log, args.max_stage_log,
+        preferred, args.top_per_count, args.boundary_penalty, cores,
+        args.include_all)
+    rendered = json.dumps(document, indent=2) + "\n"
+    if args.output:
+        args.output.write_text(rendered)
+    else:
+        print(rendered, end="")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/generate_ntt_streaming_space.py b/scripts/generate_ntt_streaming_space.py
new file mode 100755
index 0000000..96bda8b
--- /dev/null
+++ b/scripts/generate_ntt_streaming_space.py
@@ -0,0 +1,301 @@
+#!/usr/bin/env python3
+"""Generate and validate architecture-level NTT subgraph streaming points."""
+
+from __future__ import annotations
+
+import argparse
+import json
+from pathlib import Path
+
+
+def stage_partitions(log_n: int, minimum: int = 5, maximum: int = 10,
+                     min_segments: int = 2, max_segments: int = 4):
+    def visit(remaining, count, prefix):
+        if count == 0:
+            if remaining == 0:
+                yield tuple(prefix)
+            return
+        for stages in range(minimum, maximum + 1):
+            if minimum * (count - 1) <= remaining - stages <= maximum * (count - 1):
+                yield from visit(remaining - stages, count - 1, prefix + [stages])
+
+    for count in range(min_segments, max_segments + 1):
+        yield from visit(log_n, count, [])
+
+
+def task_counts(log_n: int, partition: tuple[int, ...], batch: int = 1):
+    prefix = 0
+    counts = []
+    for stages in partition:
+        remaining = log_n - prefix - stages
+        counts.append(batch << (prefix + remaining))
+        prefix += stages
+    return counts
+
+
+def producer_task(log_n: int, partition: tuple[int, ...], consumer_segment: int,
+                  consumer_task: int, element: int):
+    prefix_before = sum(partition[:consumer_segment])
+    stages = partition[consumer_segment]
+    remaining = log_n - prefix_before - stages
+    remaining_n = 1 << remaining
+    prefix = consumer_task >> remaining
+    remainder = consumer_task & (remaining_n - 1)
+    logical = (prefix * (1 << stages) + element) * remaining_n + remainder
+
+    producer = consumer_segment - 1
+    producer_prefix = sum(partition[:producer])
+    producer_stages = partition[producer]
+    producer_remaining = log_n - producer_prefix - producer_stages
+    producer_remaining_n = 1 << producer_remaining
+    return ((logical >> (producer_stages + producer_remaining)) * producer_remaining_n +
+            (logical & (producer_remaining_n - 1)))
+
+
+def validate_dependency_graph(log_n: int, partition: tuple[int, ...]):
+    if sum(partition) != log_n or len(partition) < 2:
+        raise ValueError("partition must contain at least two segments and sum to logN")
+    counts = task_counts(log_n, partition)
+    for segment in range(1, len(partition)):
+        producer_count = counts[segment - 1]
+        for consumer in range(counts[segment]):
+            dependencies = {
+                producer_task(log_n, partition, segment, consumer, element)
+                for element in range(1 << partition[segment])
+            }
+            if not dependencies or min(dependencies) < 0 or max(dependencies) >= producer_count:
+                raise AssertionError("consumer dependency escapes the previous subgraph layer")
+    return True
+
+
+def make_point(log_n, batch, partition, threads, ctas_per_sm, word_bits,
+               boundary_storage="full-scratch", boundary_buffers=1,
+               core="dataflow-radix4", data_times=None, cta_weights=None,
+               data_space=0, coefficient_reuse_stages=0):
+    if "coefficient-reuse" in core and coefficient_reuse_stages == 0:
+        coefficient_reuse_stages = 1 if "warp256" in core else 4
+    counts = task_counts(log_n, partition, batch)
+    points = batch << log_n
+    slots = batch if boundary_storage == "full-scratch" else min(batch, boundary_buffers)
+    boundary_words = (len(partition) - 1) * slots * (1 << log_n)
+    if boundary_storage == "full-scratch":
+        prefix = 0
+        token_words = 0
+        for segment, stages in enumerate(partition[:-1]):
+            next_remaining = log_n - prefix - stages - partition[segment + 1]
+            token_words += (1 << (prefix + next_remaining)) * slots
+            prefix += stages
+    else:
+        token_words = sum((count // batch) * slots for count in counts[:-1])
+    # All segments perform N*q work; q-proportional CTA weights equalize service time.
+    score = sum(stages / max(stages, 1) for stages in partition)
+    # The generic kernel assigns one independent subgraph to each warp. This
+    # term distinguishes otherwise identical 128/256-thread candidates.
+    score += 256 / threads
+    score += token_words / points + max(1 << stages for stages in partition) / 4096
+    if boundary_storage == "ring" and slots < batch:
+        score += 1.0 / slots
+    single_transform_wavefront = len(partition) >= 3
+    if batch == 1 and not single_transform_wavefront:
+        score += 2.0
+    if cta_weights is None:
+        if log_n == 20 and partition == (10, 10):
+            cta_weights = (9, 11)
+        elif log_n == 20 and partition == (7, 7, 6):
+            cta_weights = (6, 6, 8)
+        else:
+            cta_weights = partition
+    if data_times is None:
+        data_times = (1,) * len(partition)
+    if len(data_times) != len(partition) or len(cta_weights) != len(partition):
+        raise ValueError("per-role data_time and CTA weights must match partition")
+    generated_kernel = None
+    resident_rows = None
+    physical_units = None
+    if log_n == 20 and partition == (10, 10) and boundary_storage == "full-scratch":
+        if core == "homogeneous-radix4" and threads == 256:
+            generated_kernel = "homogeneous-two-level-10x10"
+            resident_rows = physical_units = 4
+        elif core == "homogeneous-warp-radix2" and threads == 256:
+            generated_kernel = "homogeneous-warp-10x10"
+            physical_units = 8
+        elif core == "homogeneous-warp256-radix2" and threads in (128, 256):
+            generated_kernel = "homogeneous-warp256-10x10"
+            physical_units = threads // 32
+        elif (core == "homogeneous-warp256-static-radix2" and
+              threads in (128, 256)):
+            generated_kernel = "homogeneous-warp256-static-10x10"
+            physical_units = threads // 32
+        elif (core in ("homogeneous-warp256-static-io-radix2",
+                       "homogeneous-warp256-coefficient-reuse-static-io-radix2") and
+              threads in ((128,) if "coefficient-reuse" in core else (128, 256)) and
+              ("coefficient-reuse" not in core or
+               (word_bits == 32 and data_space == 4))):
+            suffix = "-coefficient-reuse" if "coefficient-reuse" in core else ""
+            generated_kernel = f"homogeneous-warp256{suffix}-static-io-10x10"
+            physical_units = threads // 32
+        elif (core in ("homogeneous-warp128-static-io-radix2",
+                       "homogeneous-warp128-coefficient-reuse-static-io-radix2",
+                       "homogeneous-warp128-vector-radix4-static-io",
+                       "homogeneous-warp128-vector-radix4-packed-stage6-static-io",
+                       "homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io",
+                       "homogeneous-warp128-packet-shared-radix4-static-io",
+                       "homogeneous-warp64-static-io-radix2") and
+              threads in ((128, 256) if "warp128" in core else (128,)) and
+              word_bits == 32 and data_space == 4):
+            tile = 128 if "warp128" in core else 64
+            suffix = ("-coefficient-reuse" if "coefficient-reuse" in core
+                      else "-packet-shared-radix4"
+                      if "packet-shared-radix4" in core
+                      else "-vector-radix4-packed-stage6-distributed"
+                      if "packed-stage6-distributed" in core
+                      else "-vector-radix4-packed-stage6"
+                      if "packed-stage6" in core
+                      else "-vector-radix4" if "vector-radix4" in core else "")
+            generated_kernel = f"homogeneous-warp{tile}{suffix}-static-io-10x10"
+            physical_units = threads // 32
+        elif (core == "homogeneous-warp128-pipeline-static-io-radix2" and
+              threads == 128 and word_bits == 32 and data_space == 4):
+            generated_kernel = "homogeneous-warp128-pipeline-static-io-10x10"
+            physical_units = 4
+        elif (core == "homogeneous-warp128-cooperative-static-io-radix2" and
+              threads == 128 and word_bits == 32 and data_space == 4):
+            generated_kernel = "homogeneous-warp128-cooperative-static-io-10x10"
+            physical_units = 4
+        elif core == "dataflow-radix4" and threads == 256:
+            generated_kernel = "resident-10x10"
+            resident_rows = physical_units = 4
+    elif (log_n == 20 and
+          partition in ((6, 7, 7), (7, 6, 7), (7, 7, 6),
+                        (6, 6, 8), (6, 8, 6), (8, 6, 6)) and
+          threads == 256 and boundary_storage == "full-scratch"):
+        generated_kernel = ("resident-7x7x6-wave" if partition == (7, 7, 6)
+                            else "resident-three-level-wave")
+        resident_rows = physical_units = 32
+    return {
+        "stage_partition": list(partition),
+        "subgraph_mappings": [
+            {"core": core, "threads": threads,
+             "units_per_cta": physical_units or 1,
+             "data_space": data_space, "data_time": data_time,
+             "coefficient_reuse_stages": coefficient_reuse_stages,
+             "cta_weight": weight}
+            for weight, data_time in zip(cta_weights, data_times)
+        ],
+        "boundaries": [{"storage": boundary_storage, "buffers": boundary_buffers}
+                       for _ in partition[:-1]],
+        "target_ctas_per_sm": ctas_per_sm,
+        "pipeline_buffers": 1,
+        "task_counts": counts,
+        "publication_tokens": token_words,
+        "single_transform_wavefront": single_transform_wavefront,
+        "generated_kernel": generated_kernel,
+        "compiled": generated_kernel is not None,
+        "resident_rows": resident_rows,
+        "physical_units_per_cta": physical_units,
+        "workspace_bytes": (boundary_words * (word_bits // 8) + token_words * 4 +
+                            ((len(partition) - 1) * slots * 12
+                             if boundary_storage == "ring" and slots < batch else 0)),
+        "model_score": score,
+    }
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--logN", type=int, required=True)
+    parser.add_argument("--batch", type=int, default=1)
+    parser.add_argument("--word-bits", type=int, choices=(32, 64), default=64)
+    parser.add_argument("--threads", default="128,256")
+    parser.add_argument("--ctas-per-sm", default="2,3")
+    parser.add_argument("--boundary-storage", default="full-scratch,ring")
+    parser.add_argument("--boundary-buffers", default="1,2,3")
+    parser.add_argument("--output", type=Path)
+    parser.add_argument("--validate-dag", action="store_true")
+    parser.add_argument("--homogeneous-two-level", action="store_true",
+                        help="emit two-role homogeneous physical-core instances")
+    parser.add_argument(
+        "--homogeneous-cores",
+        default="homogeneous-radix4,homogeneous-warp-radix2,homogeneous-warp256-radix2,homogeneous-warp256-static-radix2,homogeneous-warp256-static-io-radix2,homogeneous-warp256-coefficient-reuse-static-io-radix2,homogeneous-warp128-static-io-radix2,homogeneous-warp128-coefficient-reuse-static-io-radix2,homogeneous-warp128-vector-radix4-static-io,homogeneous-warp128-vector-radix4-packed-stage6-static-io,homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io,homogeneous-warp64-static-io-radix2,homogeneous-warp128-pipeline-static-io-radix2,homogeneous-warp128-cooperative-static-io-radix2",
+        help="comma-separated physical cores for the homogeneous template")
+    parser.add_argument("--producer-data-time", default="1")
+    parser.add_argument("--consumer-data-time", default="1")
+    parser.add_argument("--row-packets", default="0",
+                        help="row-packet data-space values for static warp cores")
+    parser.add_argument("--coefficient-reuse-stages", default="1,2,3,4,5,6,7",
+                        help="low-stage reuse depths for coefficient-reuse cores")
+    parser.add_argument("--cta-weight-pairs", default="9:11",
+                        help="comma-separated producer:consumer role weights")
+    args = parser.parse_args()
+
+    points = []
+    for partition in stage_partitions(args.logN):
+        if args.homogeneous_two_level and len(partition) != 2:
+            continue
+        if args.validate_dag:
+            validate_dependency_graph(args.logN, partition)
+        for threads in map(int, args.threads.split(',')):
+            for ctas in map(int, args.ctas_per_sm.split(',')):
+                for storage in args.boundary_storage.split(','):
+                    if args.homogeneous_two_level and storage != "full-scratch":
+                        continue
+                    buffers = (1,) if storage == "full-scratch" else tuple(
+                        map(int, args.boundary_buffers.split(',')))
+                    for depth in buffers:
+                        if args.homogeneous_two_level:
+                            for producer_dt in map(int, args.producer_data_time.split(',')):
+                                for consumer_dt in map(int, args.consumer_data_time.split(',')):
+                                    for pair in args.cta_weight_pairs.split(','):
+                                        producer_weight, consumer_weight = map(int, pair.split(':'))
+                                        for core in args.homogeneous_cores.split(','):
+                                            packets = (map(int, args.row_packets.split(','))
+                                                       if "static" in core else (0,))
+                                            for packet in packets:
+                                                configured_reuse_depths = tuple(
+                                                    map(int, args.coefficient_reuse_stages.split(',')))
+                                                if "coefficient-reuse" in core:
+                                                    reuse_depths = tuple(
+                                                        value for value in configured_reuse_depths
+                                                        if 1 <= value <= 6)
+                                                elif "packed-stage6" in core:
+                                                    reuse_depths = (6,)
+                                                elif "vector-radix4" in core:
+                                                    reuse_depths = ((0,) + tuple(
+                                                        value for value in configured_reuse_depths
+                                                        if 3 <= value <= 7))
+                                                else:
+                                                    reuse_depths = (0,)
+                                                for reuse_depth in reuse_depths:
+                                                    points.append(make_point(
+                                                        args.logN, args.batch, partition, threads, ctas,
+                                                        args.word_bits, storage, depth, core,
+                                                        (producer_dt, consumer_dt),
+                                                        (producer_weight, consumer_weight), packet,
+                                                        reuse_depth))
+                        else:
+                            points.append(make_point(
+                                args.logN, args.batch, partition, threads, ctas,
+                                args.word_bits, storage, depth))
+    points.sort(key=lambda point: (not point["compiled"], point["model_score"],
+                                   point["workspace_bytes"]))
+    document = {
+        "schema": ("cuntt-ntt-homogeneous-two-level-space-v1"
+                   if args.homogeneous_two_level
+                   else "cuntt-ntt-streaming-space-v1"),
+        "shape": {"logN": args.logN, "batch": args.batch, "word_bits": args.word_bits},
+        "template": ({
+            "logical_axes": ["stage_space", "stage_time", "data_space", "data_time"],
+            "physical_cores": args.homogeneous_cores.split(','),
+            "compiled_instance": "10+10/full-scratch",
+        } if args.homogeneous_two_level else None),
+        "recommended": points[0] if points else None,
+        "points": points,
+    }
+    rendered = json.dumps(document, indent=2) + "\n"
+    if args.output:
+        args.output.write_text(rendered)
+    else:
+        print(rendered, end="")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/profile_appt_core_space_ncu.sh b/scripts/profile_appt_core_space_ncu.sh
new file mode 100755
index 0000000..25f8ceb
--- /dev/null
+++ b/scripts/profile_appt_core_space_ncu.sh
@@ -0,0 +1,78 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-v07/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_appt_core_space"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,lts__t_sector_hit_rate.pct,l1tex__t_sector_hit_rate.pct,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_wait_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor}
+
+mkdir -p "$OUTPUT_DIR"
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+
+profile() {
+    local label=$1
+    shift
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none \
+        --clock-control base --launch-count 1 --metrics "$METRICS" --page raw \
+        --csv --force-overwrite --log-file "$OUTPUT_DIR/${label}.csv" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv
+}
+
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then
+        modulus=998244353
+        ctas=3
+    else
+        modulus=576460756061519873
+        ctas=2
+    fi
+    for batch in 1 4; do
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20 --batch "$batch")
+        profile "v06_u${bits}_b${batch}" "${common[@]}" \
+            --backend hierarchical-dataflow --stage-partition 10,10 \
+            --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+
+        if [[ $bits == 32 && $batch == 1 ]]; then warp_weights=6,6,8
+        elif [[ $bits == 32 ]]; then warp_weights=7,7,6
+        elif [[ $batch == 1 ]]; then warp_weights=8,8,4
+        else warp_weights=6,8,6
+        fi
+        if [[ $bits == 32 ]]; then cta_weights=7,6,7
+        elif [[ $batch == 1 ]]; then cta_weights=4,8,8
+        else cta_weights=5,7,8
+        fi
+
+        for point in "warp:${warp_weights}:appt-online" \
+                     "cta-radix4:${cta_weights}:appt-online-radix4"; do
+            IFS=: read -r label weights core <<< "$point"
+            profile "${label}_u${bits}_b${batch}" "${common[@]}" \
+                --backend hierarchical-dataflow --stage-partition 7,7,6 \
+                --segment-cores "$core" --segment-units 8 \
+                --segment-data-space 16,16,16 --segment-data-time 4 \
+                --segment-role-stages 2 --segment-token-interleave 1 \
+                --segment-cta-weights "$weights" --boundary-storage ring \
+                --boundary-buffers 2 --target-ctas-per-sm "$ctas"
+        done
+    done
+done
+
+shopt -s nullglob
+raw_reports=("$OUTPUT_DIR"/*.csv)
+filtered=()
+for report in "${raw_reports[@]}"; do
+    [[ $(basename "$report") == summary.csv ]] || filtered+=("$report")
+done
+(( ${#filtered[@]} > 0 )) || { echo "no NCU raw reports found" >&2; exit 1; }
+python3 "$ROOT/scripts/summarize_ncu.py" "${filtered[@]}" \
+    --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_appt_core_space_ncu.py" \
+    "$OUTPUT_DIR/summary.csv" --csv "$OUTPUT_DIR/analysis.csv" \
+    --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT physical-core NCU summary: %s\n' "$OUTPUT_DIR/summary.csv"
+printf 'APPT physical-core NCU analysis: %s\n' "$OUTPUT_DIR/analysis.md"
+if [[ -n ${SUDO_USER:-} ]]; then
+    chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+fi
diff --git a/scripts/profile_appt_grouped_producer_ncu.sh b/scripts/profile_appt_grouped_producer_ncu.sh
new file mode 100755
index 0000000..088dd1e
--- /dev/null
+++ b/scripts/profile_appt_grouped_producer_ncu.sh
@@ -0,0 +1,79 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_appt_grouped_producer"}
+BATCHES=${BATCHES:-1,4,16}
+A_GROUPS=${A_GROUPS:-8,16,32}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,lts__t_sector_hit_rate.pct,l1tex__t_sector_hit_rate.pct,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor}
+
+mkdir -p "$OUTPUT_DIR"
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+
+profile() {
+    local label=$1
+    shift
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none \
+        --clock-control base --launch-count 1 --metrics "$METRICS" --page raw \
+        --csv --force-overwrite --log-file "$OUTPUT_DIR/${label}.csv" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv >/dev/null
+}
+
+IFS=, read -ra selected_batches <<< "$BATCHES"
+IFS=, read -ra selected_groups <<< "$A_GROUPS"
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then modulus=998244353; resident=3
+    else modulus=576460756061519873; resident=2
+    fi
+    for batch in "${selected_batches[@]}"; do
+        case "$bits:$batch" in
+            32:1)  fragment=16; radix4_roles=7,13,3; grouped_roles=7,13,3 ;;
+            32:4)  fragment=16; radix4_roles=6,14,2; grouped_roles=6,14,2 ;;
+            32:16) fragment=32; radix4_roles=6,16,2; grouped_roles=6,16,2 ;;
+            64:1)  fragment=8;  radix4_roles=10,9,3; grouped_roles=10,9,3 ;;
+            64:4)  fragment=16; radix4_roles=9,11,2; grouped_roles=8,10,2 ;;
+            64:16) fragment=16; radix4_roles=9,11,2; grouped_roles=8,10,2 ;;
+            *) echo "unsupported bits/batch point: $bits/$batch" >&2; exit 1 ;;
+        esac
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20
+                --batch "$batch")
+        appt=("${common[@]}" --backend hierarchical-dataflow
+              --stage-partition 7,7,6 --segment-units 8
+              --segment-data-time 4 --segment-role-stages 2
+              --segment-token-interleave 1 --boundary-storage ring
+              --boundary-buffers 2 --target-ctas-per-sm "$resident"
+              --appt-fragment-width "$fragment" --appt-writer-tiles 2
+              --output-order natural)
+        profile "v06_u${bits}_b${batch}" "${common[@]}" \
+            --backend hierarchical-dataflow --stage-partition 10,10 \
+            --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+        profile "radix4_u${bits}_b${batch}" "${appt[@]}" \
+            --segment-cores appt-online-register-tail \
+            --segment-data-space 16 --appt-role-weights "$radix4_roles"
+        for group in "${selected_groups[@]}"; do
+            profile "group${group}_u${bits}_b${batch}" "${appt[@]}" \
+                --segment-cores appt-online-register-tail-grouped \
+                --segment-data-space "$group",16,16 \
+                --appt-role-weights "$grouped_roles"
+        done
+    done
+done
+
+shopt -s nullglob
+reports=("$OUTPUT_DIR"/*.csv)
+filtered=()
+for report in "${reports[@]}"; do
+    [[ $(basename "$report") == summary.csv ]] || filtered+=("$report")
+done
+python3 "$ROOT/scripts/summarize_ncu.py" "${filtered[@]}" \
+    --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_appt_grouped_producer_ncu.py" \
+    "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT grouped-producer NCU analysis: %s\n' "$OUTPUT_DIR/analysis.md"
+if [[ -n ${SUDO_USER:-} ]]; then
+    chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+fi
diff --git a/scripts/profile_appt_online_microgroups_ncu.sh b/scripts/profile_appt_online_microgroups_ncu.sh
new file mode 100755
index 0000000..aebcf95
--- /dev/null
+++ b/scripts/profile_appt_online_microgroups_ncu.sh
@@ -0,0 +1,45 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-v07/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_appt_online_microgroups"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_wait_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor}
+
+mkdir -p "$OUTPUT_DIR"
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+
+profile() {
+    local label=$1 batch=$2 spaces=$3 weights=$4
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none \
+        --clock-control base --launch-count 1 --metrics "$METRICS" --page raw \
+        --csv --force-overwrite --log-file "$OUTPUT_DIR/${label}_b${batch}.csv" \
+        "$BIN" --word-bits 64 --modulus 576460756061519873 --logN 20 \
+        --batch "$batch" --backend hierarchical-dataflow \
+        --stage-partition 7,7,6 --segment-cores appt-online \
+        --segment-units 8 --segment-data-space "$spaces" \
+        --segment-data-time 8 --segment-role-stages 2 \
+        --segment-token-interleave 2 --segment-cta-weights "$weights" \
+        --boundary-storage ring --boundary-buffers 2 \
+        --target-ctas-per-sm 2 --warmup 0 --repeat 1 --csv
+}
+
+for batch in 1 4; do
+    weights=5,7,8
+    [[ $batch == 1 ]] && weights=8,8,4
+    profile fine "$batch" 16,16,16 "$weights"
+    profile publish2 "$batch" 16,8,16 "$weights"
+    profile output4 "$batch" 16,16,32 "$weights"
+    profile publish2_output4 "$batch" 16,8,32 "$weights"
+done
+
+raw_reports=("$OUTPUT_DIR"/*_b1.csv "$OUTPUT_DIR"/*_b4.csv)
+python3 "$ROOT/scripts/summarize_ncu.py" "${raw_reports[@]}" \
+    --output "$OUTPUT_DIR/summary.csv"
+printf 'APPT online microgroup NCU summary: %s\n' "$OUTPUT_DIR/summary.csv"
+if [[ -n ${SUDO_USER:-} ]]; then
+    chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+fi
diff --git a/scripts/profile_appt_physical_cores_ncu.sh b/scripts/profile_appt_physical_cores_ncu.sh
new file mode 100755
index 0000000..fdbde6c
--- /dev/null
+++ b/scripts/profile_appt_physical_cores_ncu.sh
@@ -0,0 +1,77 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_appt_physical_cores"}
+BATCHES=${BATCHES:-1,4,16}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_st.sum,lts__t_sector_hit_rate.pct,l1tex__t_sector_hit_rate.pct,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor}
+
+mkdir -p "$OUTPUT_DIR"
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+
+profile() {
+    local label=$1; shift
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none \
+        --clock-control base --launch-count 1 --metrics "$METRICS" --page raw \
+        --csv --force-overwrite --log-file "$OUTPUT_DIR/${label}.csv" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv >/dev/null
+}
+
+IFS=, read -ra selected_batches <<< "$BATCHES"
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then modulus=998244353; resident=3
+    else modulus=576460756061519873; resident=2
+    fi
+    for batch in "${selected_batches[@]}"; do
+        case "$bits:$batch" in
+            32:1)  fragment=16; matched_roles=7,13,3; default_roles=8,12,2 ;;
+            32:4)  fragment=16; matched_roles=6,14,2; default_roles=7,14,2 ;;
+            32:16) fragment=32; matched_roles=6,16,2; default_roles=7,15,2 ;;
+            64:1)  fragment=8;  matched_roles=10,9,3; default_roles=11,9,2 ;;
+            64:4)  fragment=16; matched_roles=9,11,2; default_roles=11,9,2 ;;
+            64:16) fragment=16; matched_roles=9,11,2; default_roles=11,9,2 ;;
+            *) echo "unsupported bits/batch point: $bits/$batch" >&2; exit 1 ;;
+        esac
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20
+                --batch "$batch")
+        appt=("${common[@]}" --backend hierarchical-dataflow
+              --stage-partition 7,7,6 --segment-units 8
+              --segment-data-space 16 --segment-data-time 4
+              --segment-role-stages 2 --segment-token-interleave 1
+              --boundary-storage ring --boundary-buffers 2
+              --target-ctas-per-sm "$resident"
+              --appt-fragment-width "$fragment" --appt-writer-tiles 2
+              --output-order natural)
+        profile "v06_u${bits}_b${batch}" "${common[@]}" \
+            --backend hierarchical-dataflow --stage-partition 10,10 \
+            --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+        profile "radix4_default_u${bits}_b${batch}" "${appt[@]}" \
+            --segment-cores appt-online-register-tail \
+            --appt-role-weights "$default_roles"
+        profile "radix4_matched_u${bits}_b${batch}" "${appt[@]}" \
+            --segment-cores appt-online-register-tail \
+            --appt-role-weights "$matched_roles"
+        profile "radix8_matched_u${bits}_b${batch}" "${appt[@]}" \
+            --segment-cores appt-online-register-tail-radix8 \
+            --appt-role-weights "$matched_roles"
+    done
+done
+
+shopt -s nullglob
+reports=("$OUTPUT_DIR"/*.csv)
+filtered=()
+for report in "${reports[@]}"; do
+    [[ $(basename "$report") == summary.csv ]] || filtered+=("$report")
+done
+python3 "$ROOT/scripts/summarize_ncu.py" "${filtered[@]}" \
+    --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_appt_physical_cores_ncu.py" \
+    "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT physical-core NCU analysis: %s\n' "$OUTPUT_DIR/analysis.md"
+if [[ -n ${SUDO_USER:-} ]]; then
+    chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+fi
diff --git a/scripts/profile_appt_pipeline_ncu.sh b/scripts/profile_appt_pipeline_ncu.sh
new file mode 100755
index 0000000..9ca3242
--- /dev/null
+++ b/scripts/profile_appt_pipeline_ncu.sh
@@ -0,0 +1,79 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-v07/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_appt_pipeline"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,lts__t_sector_hit_rate.pct,l1tex__t_sector_hit_rate.pct,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_wait_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor}
+
+mkdir -p "$OUTPUT_DIR"
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+
+profile() {
+    local label=$1
+    shift
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none --clock-control base \
+        --launch-count 1 --metrics "$METRICS" --page raw --csv --force-overwrite \
+        --log-file "$OUTPUT_DIR/${label}.csv" "$BIN" "$@" --warmup 0 --repeat 1 --csv
+}
+
+common=(--word-bits 64 --modulus 576460756061519873 --logN 20)
+for batch in 1 4; do
+    profile "barrier_b${batch}" "${common[@]}" --batch "$batch" --backend hierarchical-barrier
+    profile "resident1010_b${batch}" "${common[@]}" --batch "$batch" \
+        --backend hierarchical-dataflow --stage-partition 10,10 \
+        --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+    profile "appt_us8_td8_b${batch}" "${common[@]}" --batch "$batch" \
+        --backend hierarchical-dataflow --stage-partition 8,8,4 \
+        --segment-cores appt-pipeline --segment-data-space 16 --segment-data-time 8 \
+        --segment-role-stages 1 --segment-token-interleave 1 --boundary-storage ring \
+        --boundary-buffers 2 --target-ctas-per-sm 2
+    profile "appt_us8_rs2_td8_b${batch}" "${common[@]}" --batch "$batch" \
+        --backend hierarchical-dataflow --stage-partition 8,8,4 \
+        --segment-cores appt-pipeline --segment-data-space 16 --segment-data-time 8 \
+        --segment-role-stages 2 --segment-token-interleave 1 --boundary-storage ring \
+        --boundary-buffers 2 --target-ctas-per-sm 2
+    profile "appt_us7_rs2_rep2_ti2_b${batch}" "${common[@]}" --batch "$batch" \
+        --backend hierarchical-dataflow --stage-partition 7,7,6 \
+        --segment-cores appt-pipeline --segment-units 8 --segment-data-space 16 \
+        --segment-data-time 8 --segment-role-stages 2 --segment-token-interleave 2 \
+        --boundary-storage ring --boundary-buffers 2 --target-ctas-per-sm 2
+    online_td=8
+    online_ti=2
+    online_weights=7,7,6
+    if [[ $batch == 1 ]]; then
+        online_td=4
+        online_ti=1
+        online_weights=8,8,4
+    fi
+    profile "appt_online_b${batch}" "${common[@]}" --batch "$batch" \
+        --backend hierarchical-dataflow --stage-partition 7,7,6 \
+        --segment-cores appt-online --segment-units 8 --segment-data-space 16 \
+        --segment-data-time "$online_td" --segment-role-stages 2 \
+        --segment-token-interleave "$online_ti" \
+        --segment-cta-weights "$online_weights" --boundary-storage ring \
+        --boundary-buffers 2 --target-ctas-per-sm 2
+done
+
+shopt -s nullglob
+raw_reports=(
+    "$OUTPUT_DIR"/barrier_b*.csv
+    "$OUTPUT_DIR"/resident1010_b*.csv
+    "$OUTPUT_DIR"/appt_*.csv
+)
+if (( ${#raw_reports[@]} == 0 )); then
+    echo "no NCU raw reports found in $OUTPUT_DIR" >&2
+    exit 1
+fi
+python3 "$ROOT/scripts/summarize_ncu.py" "${raw_reports[@]}" \
+    --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_appt_pipeline_ncu.py" "$OUTPUT_DIR/summary.csv" \
+    --csv "$OUTPUT_DIR/analysis.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT NCU summary: %s\n' "$OUTPUT_DIR/summary.csv"
+printf 'APPT NCU analysis: %s\n' "$OUTPUT_DIR/analysis.md"
+if [[ -n ${SUDO_USER:-} ]]; then
+    chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+fi
diff --git a/scripts/profile_appt_static_layout_ncu.sh b/scripts/profile_appt_static_layout_ncu.sh
new file mode 100755
index 0000000..95e3663
--- /dev/null
+++ b/scripts/profile_appt_static_layout_ncu.sh
@@ -0,0 +1,70 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_appt_static_layout"}
+BATCHES=${BATCHES:-1,4,16}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_st.sum,lts__t_sector_hit_rate.pct,l1tex__t_sector_hit_rate.pct,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_wait_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor}
+
+mkdir -p "$OUTPUT_DIR"
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+
+profile() {
+    local label=$1; shift
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none \
+        --clock-control base --launch-count 1 --metrics "$METRICS" --page raw \
+        --csv --force-overwrite --log-file "$OUTPUT_DIR/${label}.csv" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv >/dev/null
+}
+
+IFS=, read -ra batches <<< "$BATCHES"
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then modulus=998244353; resident=3
+    else modulus=576460756061519873; resident=2; roles=11,9,2
+    fi
+    for batch in "${batches[@]}"; do
+        if [[ $bits == 32 ]]; then
+            (( batch >= 16 )) && static_roles=7,14,1 || static_roles=8,12,1
+            if (( batch == 1 )); then roles=8,12,2
+            elif (( batch >= 16 )); then roles=7,15,2
+            else roles=7,14,2
+            fi
+        else
+            (( batch == 1 )) && static_roles=11,9,1 || static_roles=10,10,1
+        fi
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20 --batch "$batch")
+        profile "v06_u${bits}_b${batch}" "${common[@]}" \
+            --backend hierarchical-dataflow --stage-partition 10,10 \
+            --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+        appt=("${common[@]}" --backend hierarchical-dataflow --stage-partition 7,7,6
+              --segment-cores appt-online-register-tail --segment-units 8
+              --segment-data-space 16 --segment-data-time 4 --segment-role-stages 2
+              --segment-token-interleave 1 --boundary-storage ring --boundary-buffers 2
+              --target-ctas-per-sm "$resident" --appt-role-weights "$roles")
+        for fragment in 8 16 32; do
+            profile "static_fw${fragment}_u${bits}_b${batch}" "${appt[@]}" \
+                --output-order appt-static --appt-fragment-width "$fragment" \
+                --appt-writer-tiles 1 --appt-role-weights "$static_roles"
+            profile "natural_fw${fragment}_u${bits}_b${batch}" "${appt[@]}" \
+                --output-order natural --appt-fragment-width "$fragment" \
+                --appt-writer-tiles 2
+        done
+    done
+done
+
+shopt -s nullglob
+reports=("$OUTPUT_DIR"/*.csv)
+filtered=()
+for report in "${reports[@]}"; do
+    [[ $(basename "$report") == summary.csv ]] || filtered+=("$report")
+done
+(( ${#filtered[@]} > 0 )) || { echo "no NCU raw reports found" >&2; exit 1; }
+python3 "$ROOT/scripts/summarize_ncu.py" "${filtered[@]}" \
+    --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_appt_static_layout_ncu.py" \
+    "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT layout NCU analysis: %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/profile_appt_tail_cores_ncu.sh b/scripts/profile_appt_tail_cores_ncu.sh
new file mode 100755
index 0000000..3963d95
--- /dev/null
+++ b/scripts/profile_appt_tail_cores_ncu.sh
@@ -0,0 +1,82 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-v07/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_appt_tail_cores"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_st.sum,lts__t_sector_hit_rate.pct,l1tex__t_sector_hit_rate.pct,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_wait_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor}
+
+mkdir -p "$OUTPUT_DIR"
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+
+profile() {
+    local label=$1
+    shift
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none \
+        --clock-control base --launch-count 1 --metrics "$METRICS" --page raw \
+        --csv --force-overwrite --log-file "$OUTPUT_DIR/${label}.csv" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv
+}
+
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then modulus=998244353; resident=3
+    else modulus=576460756061519873; resident=2
+    fi
+    for batch in 1 4; do
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20 --batch "$batch")
+        if [[ $bits == 32 && $batch == 1 ]]; then warp=6,6,8; cta=7,6,7; full=9,6,5; split=7,7,6
+        elif [[ $bits == 32 ]]; then warp=7,7,6; cta=7,6,7; full=4,8,8; split=8,6,6
+        elif [[ $batch == 1 ]]; then warp=8,8,4; cta=4,8,8; full=9,6,5; split=4,6,10
+        else warp=6,8,6; cta=5,7,8; full=7,7,6; split=4,8,8
+        fi
+        if [[ $bits == 32 && $batch == 1 ]]; then register=8,7,5
+        elif [[ $bits == 32 ]]; then register=8,7,5
+        elif [[ $batch == 1 ]]; then register=11,5,4
+        else register=10,6,4
+        fi
+
+        profile "v06_u${bits}_b${batch}" "${common[@]}" \
+            --backend hierarchical-dataflow --stage-partition 10,10 \
+            --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+        for point in "warp:${warp}:appt-online:${resident}" \
+                     "cta-radix4:${cta}:appt-online-radix4:${resident}" \
+                     "fused-tail:${full}:appt-online-fused-tail:$([[ $bits == 32 ]] && printf 2 || printf 1)" \
+                     "split-tail:${split}:appt-online-split-tail:${resident}" \
+                     "register-tail:${register}:appt-online-register-tail:${resident}"; do
+            IFS=: read -r label weights core target <<< "$point"
+            profile "${label}_u${bits}_b${batch}" "${common[@]}" \
+                --backend hierarchical-dataflow --stage-partition 7,7,6 \
+                --segment-cores "$core" --segment-units 8 \
+                --segment-data-space 16,16,16 --segment-data-time 4 \
+                --segment-role-stages 2 --segment-token-interleave 1 \
+                --segment-cta-weights "$weights" --boundary-storage ring \
+                --boundary-buffers 2 --target-ctas-per-sm "$target"
+        done
+    done
+done
+
+shopt -s nullglob
+reports=("$OUTPUT_DIR"/*.csv)
+filtered=()
+for report in "${reports[@]}"; do
+    [[ $(basename "$report") == summary.csv ]] || filtered+=("$report")
+done
+(( ${#filtered[@]} > 0 )) || { echo "no NCU raw reports found" >&2; exit 1; }
+python3 "$ROOT/scripts/summarize_ncu.py" "${filtered[@]}" \
+    --output "$OUTPUT_DIR/summary.csv"
+analysis_args=(
+    "$OUTPUT_DIR/summary.csv"
+    --csv "$OUTPUT_DIR/analysis.csv"
+    --markdown "$OUTPUT_DIR/analysis.md"
+)
+if [[ -n ${ABLATION_BASELINE:-} ]]; then
+    analysis_args+=(--ablation-baseline "$ABLATION_BASELINE")
+fi
+python3 "$ROOT/scripts/analyze_appt_tail_cores_ncu.py" "${analysis_args[@]}"
+printf 'APPT tail-core NCU analysis: %s\n' "$OUTPUT_DIR/analysis.md"
+if [[ -n ${SUDO_USER:-} ]]; then
+    chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+fi
diff --git a/scripts/profile_appt_writer_final_ncu.sh b/scripts/profile_appt_writer_final_ncu.sh
new file mode 100755
index 0000000..2a6c231
--- /dev/null
+++ b/scripts/profile_appt_writer_final_ncu.sh
@@ -0,0 +1,81 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_appt_writer_final"}
+BATCHES=${BATCHES:-1,4,16}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,lts__t_sector_hit_rate.pct,l1tex__t_sector_hit_rate.pct,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor}
+
+mkdir -p "$OUTPUT_DIR"
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+
+profile() {
+    local label=$1
+    shift
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none \
+        --clock-control base --launch-count 1 --metrics "$METRICS" --page raw \
+        --csv --force-overwrite --log-file "$OUTPUT_DIR/${label}.csv" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv >/dev/null
+}
+
+IFS=, read -ra selected_batches <<< "$BATCHES"
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then modulus=998244353; resident=3
+    else modulus=576460756061519873; resident=2
+    fi
+    for batch in "${selected_batches[@]}"; do
+        case "$bits:$batch" in
+            32:1)  grouped_fragment=16; grouped_roles=7,13,3
+                   fragment=8; writer_tiles=1; roles=6,12,4 ;;
+            32:4)  grouped_fragment=16; grouped_roles=6,14,2
+                   fragment=8; writer_tiles=2; roles=6,12,4 ;;
+            32:16) grouped_fragment=32; grouped_roles=6,16,2
+                   fragment=16; writer_tiles=2; roles=6,12,4 ;;
+            64:1)  grouped_fragment=8; grouped_roles=10,9,3
+                   fragment=8; writer_tiles=2; roles=8,8,4 ;;
+            64:4)  grouped_fragment=16; grouped_roles=8,10,2
+                   fragment=8; writer_tiles=2; roles=8,8,4 ;;
+            64:16) grouped_fragment=16; grouped_roles=8,10,2
+                   fragment=16; writer_tiles=2; roles=8,8,4 ;;
+            *) echo "unsupported bits/batch point: $bits/$batch" >&2; exit 1 ;;
+        esac
+        common=(--word-bits "$bits" --modulus "$modulus" --logN 20
+                --batch "$batch")
+        appt=("${common[@]}" --backend hierarchical-dataflow
+              --stage-partition 7,7,6 --segment-units 8
+              --segment-data-space 32,16,16 --segment-data-time 4
+              --segment-role-stages 2 --segment-token-interleave 1
+              --boundary-storage ring --boundary-buffers 2
+              --target-ctas-per-sm "$resident" --output-order natural)
+        profile "v06_u${bits}_b${batch}" "${common[@]}" \
+            --backend hierarchical-dataflow --stage-partition 10,10 \
+            --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+        profile "grouped_u${bits}_b${batch}" "${appt[@]}" \
+            --segment-cores appt-online-register-tail-grouped \
+            --appt-fragment-width "$grouped_fragment" \
+            --appt-writer-tiles 2 --appt-role-weights "$grouped_roles"
+        profile "writer_final_u${bits}_b${batch}" "${appt[@]}" \
+            --segment-cores appt-online-register-tail-grouped-writer-final \
+            --appt-fragment-width "$fragment" \
+            --appt-writer-tiles "$writer_tiles" --appt-role-weights "$roles"
+    done
+done
+
+shopt -s nullglob
+reports=("$OUTPUT_DIR"/*.csv)
+filtered=()
+for report in "${reports[@]}"; do
+    [[ $(basename "$report") == summary.csv ]] || filtered+=("$report")
+done
+python3 "$ROOT/scripts/summarize_ncu.py" "${filtered[@]}" \
+    --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_appt_writer_final_ncu.py" \
+    "$OUTPUT_DIR/summary.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'APPT writer-final NCU analysis: %s\n' "$OUTPUT_DIR/analysis.md"
+if [[ -n ${SUDO_USER:-} ]]; then
+    chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+fi
diff --git a/scripts/profile_hierarchical_cores_ncu.sh b/scripts/profile_hierarchical_cores_ncu.sh
new file mode 100755
index 0000000..564b0dc
--- /dev/null
+++ b/scripts/profile_hierarchical_cores_ncu.sh
@@ -0,0 +1,46 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-11.8/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_hierarchical_cores"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor,launch__occupancy_limit_registers,launch__occupancy_limit_shared_mem,launch__occupancy_limit_warps}
+
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+mkdir -p "$OUTPUT_DIR"
+reports=()
+
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+
+profile() {
+    local label=$1
+    shift
+    local report="$OUTPUT_DIR/${label}.csv"
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none --clock-control base \
+        --launch-count 1 --metrics "$METRICS" --page raw --csv --force-overwrite \
+        --log-file "$report" "$BIN" "$@" --warmup 0 --repeat 1 --csv
+    reports+=("$report")
+}
+
+for word_bits in 32 64; do
+    if [[ $word_bits -eq 32 ]]; then modulus=998244353; rows=4; threads=256
+    else modulus=576460756061519873; rows=2; threads=512; fi
+    for core in dataflow-radix4 hybrid2d-radix4; do
+        profile "w${word_bits}_${core}" --word-bits "$word_bits" --modulus "$modulus" \
+            --logN 20 --batch 4 --backend hierarchical-barrier --hierarchical-core "$core" \
+            --rows-per-block "$rows" --data-time 1 --threads-per-block "$threads"
+    done
+done
+
+python3 "$ROOT/scripts/summarize_ncu.py" "${reports[@]}" --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_hierarchical_cores_ncu.py" "$OUTPUT_DIR/summary.csv" \
+    --csv "$OUTPUT_DIR/analysis.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'Hierarchical core NCU summary: %s\n' "$OUTPUT_DIR/summary.csv"
diff --git a/scripts/profile_hierarchical_dataflow_ncu.sh b/scripts/profile_hierarchical_dataflow_ncu.sh
new file mode 100755
index 0000000..cbdbd3c
--- /dev/null
+++ b/scripts/profile_hierarchical_dataflow_ncu.sh
@@ -0,0 +1,54 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-11.8/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_hierarchical_dataflow"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor,launch__occupancy_limit_registers,launch__occupancy_limit_shared_mem,launch__occupancy_limit_warps}
+
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+mkdir -p "$OUTPUT_DIR"
+reports=()
+
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+
+profile() {
+    local label=$1
+    local launch_count=$2
+    shift 2
+    local report="$OUTPUT_DIR/${label}.csv"
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none --clock-control base \
+        --launch-count "$launch_count" --metrics "$METRICS" --page raw --csv --force-overwrite \
+        --log-file "$report" "$BIN" "$@" --warmup 0 --repeat 1 --csv
+    reports+=("$report")
+}
+
+for word_bits in 32 64; do
+    if [[ $word_bits -eq 32 ]]; then
+        modulus=998244353
+        rows=4
+        threads=256
+    else
+        modulus=576460756061519873
+        rows=2
+        threads=512
+    fi
+    common=(--word-bits "$word_bits" --modulus "$modulus" --logN 20 --batch 4)
+    # Hybrid2D is a two-launch plan; HierarchicalDataflow is one cooperative launch.
+    profile "hybrid2d_w${word_bits}_n20_b4" 2 "${common[@]}" --backend hybrid2d --compute-unit radix4
+    profile "hierarchical_w${word_bits}_n20_b4" 1 "${common[@]}" --backend hierarchical-barrier \
+        --rows-per-block "$rows" --data-time 1 --threads-per-block "$threads"
+done
+
+python3 "$ROOT/scripts/summarize_ncu.py" "${reports[@]}" --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_hierarchical_dataflow_ncu.py" "$OUTPUT_DIR/summary.csv" \
+    --csv "$OUTPUT_DIR/plan_totals.csv" --markdown "$OUTPUT_DIR/analysis.md"
+printf 'HierarchicalDataflow NCU summary: %s\n' "$OUTPUT_DIR/summary.csv"
diff --git a/scripts/profile_hierarchical_streaming_ncu.sh b/scripts/profile_hierarchical_streaming_ncu.sh
new file mode 100755
index 0000000..cdd8003
--- /dev/null
+++ b/scripts/profile_hierarchical_streaming_ncu.sh
@@ -0,0 +1,68 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-11.8/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_hierarchical_streaming"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_wait_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor}
+
+mkdir -p "$OUTPUT_DIR"
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+
+profile() {
+    local label=$1
+    shift
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none --clock-control base \
+        --launch-count 1 --metrics "$METRICS" --page raw --csv --force-overwrite \
+        --log-file "$OUTPUT_DIR/${label}.csv" "$BIN" "$@" --warmup 0 --repeat 1 --csv
+}
+
+common=(--word-bits 64 --modulus 576460756061519873)
+profile barrier_n15_b2 "${common[@]}" --logN 15 --batch 2 --backend hierarchical-barrier
+profile streaming_n15_b2 "${common[@]}" --logN 15 --batch 2 --backend hierarchical-dataflow \
+    --stage-partition 5,5,5 --segment-cores dataflow-radix4 --segment-cta-weights 5,5,5
+profile barrier_n20_b4 "${common[@]}" --logN 20 --batch 4 --backend hierarchical-barrier
+profile streaming_generic_n20_b4 "${common[@]}" --logN 20 --batch 4 --backend hierarchical-dataflow \
+    --stage-partition 7,7,6 --segment-cores radix4 --segment-cta-weights 7,7,6
+profile streaming_resident_776_n20_b1 "${common[@]}" --logN 20 --batch 1 \
+    --backend hierarchical-dataflow --stage-partition 7,7,6 \
+    --segment-cores dataflow-radix4 --segment-units 32 \
+    --segment-cta-weights 6,6,8 \
+    --target-ctas-per-sm 2
+profile streaming_resident_776_n20_b4 "${common[@]}" --logN 20 --batch 4 \
+    --backend hierarchical-dataflow --stage-partition 7,7,6 \
+    --segment-cores dataflow-radix4 --segment-units 32 \
+    --segment-cta-weights 6,6,8 \
+    --target-ctas-per-sm 2
+profile streaming_specialized_n20_b4 "${common[@]}" --logN 20 --batch 4 \
+    --backend hierarchical-dataflow --stage-partition 10,10 \
+    --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+
+common32=(--word-bits 32 --modulus 998244353)
+profile barrier_w32_n20_b4 "${common32[@]}" --logN 20 --batch 4 \
+    --backend hierarchical-barrier
+profile streaming_specialized_w32_n20_b4 "${common32[@]}" --logN 20 --batch 4 \
+    --backend hierarchical-dataflow --stage-partition 10,10 \
+    --segment-cores dataflow-radix4 --segment-cta-weights 9,11
+profile streaming_resident_776_w32_n20_b1 "${common32[@]}" --logN 20 --batch 1 \
+    --backend hierarchical-dataflow --stage-partition 7,7,6 \
+    --segment-cores dataflow-radix4 --segment-units 32 \
+    --segment-cta-weights 6,6,8 \
+    --target-ctas-per-sm 3
+
+python3 "$ROOT/scripts/summarize_ncu.py" \
+    "$OUTPUT_DIR/barrier_n15_b2.csv" \
+    "$OUTPUT_DIR/streaming_n15_b2.csv" \
+    "$OUTPUT_DIR/barrier_n20_b4.csv" \
+    "$OUTPUT_DIR/streaming_generic_n20_b4.csv" \
+    "$OUTPUT_DIR/streaming_resident_776_n20_b1.csv" \
+    "$OUTPUT_DIR/streaming_resident_776_n20_b4.csv" \
+    "$OUTPUT_DIR/streaming_specialized_n20_b4.csv" \
+    "$OUTPUT_DIR/barrier_w32_n20_b4.csv" \
+    "$OUTPUT_DIR/streaming_specialized_w32_n20_b4.csv" \
+    "$OUTPUT_DIR/streaming_resident_776_w32_n20_b1.csv" \
+    --output "$OUTPUT_DIR/summary.csv"
+printf 'Streaming NCU summary: %s\n' "$OUTPUT_DIR/summary.csv"
diff --git a/scripts/profile_homogeneous_10x10_ncu.sh b/scripts/profile_homogeneous_10x10_ncu.sh
new file mode 100755
index 0000000..aca4a57
--- /dev/null
+++ b/scripts/profile_homogeneous_10x10_ncu.sh
@@ -0,0 +1,47 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_homogeneous_10x10"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,sm__throughput.avg.pct_of_peak_sustained_elapsed,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_wait_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor}
+BITS=${BITS:-32}
+BATCH=${BATCH:-16}
+BEST_DT=${BEST_DT:-1,2}
+BEST_WEIGHTS=${BEST_WEIGHTS:-9,11}
+
+mkdir -p "$OUTPUT_DIR"
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+if [[ $BITS == 32 ]]; then modulus=998244353; resident=4
+else modulus=576460756061519873; resident=2
+fi
+
+profile() {
+    local label=$1
+    shift
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none \
+        --clock-control base --launch-count 1 --metrics "$METRICS" \
+        --page raw --csv --force-overwrite \
+        --log-file "$OUTPUT_DIR/${label}.csv" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv
+}
+
+common=(--logN 20 --batch "$BATCH" --word-bits "$BITS" --modulus "$modulus"
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --target-ctas-per-sm "$resident")
+profile v06 "${common[@]}" --segment-cores dataflow-radix4 \
+    --segment-data-time 1,1 --segment-cta-weights 9,11
+profile homogeneous_dt1 "${common[@]}" --segment-cores homogeneous-radix4 \
+    --segment-threads 256 --segment-units 4 --segment-data-time 1,1 \
+    --segment-cta-weights 9,11
+profile homogeneous_best "${common[@]}" --segment-cores homogeneous-radix4 \
+    --segment-threads 256 --segment-units 4 --segment-data-time "$BEST_DT" \
+    --segment-cta-weights "$BEST_WEIGHTS"
+
+python3 "$ROOT/scripts/summarize_ncu.py" \
+    "$OUTPUT_DIR/v06.csv" "$OUTPUT_DIR/homogeneous_dt1.csv" \
+    "$OUTPUT_DIR/homogeneous_best.csv" --output "$OUTPUT_DIR/summary.csv"
+printf 'Homogeneous 10+10 NCU summary: %s\n' "$OUTPUT_DIR/summary.csv"
diff --git a/scripts/profile_homogeneous_small_tiles_ncu.sh b/scripts/profile_homogeneous_small_tiles_ncu.sh
new file mode 100755
index 0000000..558ff7a
--- /dev/null
+++ b/scripts/profile_homogeneous_small_tiles_ncu.sh
@@ -0,0 +1,154 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_homogeneous_online_tiles"}
+BATCH=${BATCH:-16}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_st.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_wait_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__grid_size,launch__waves_per_multiprocessor,launch__occupancy_limit_registers,launch__occupancy_limit_shared_mem,launch__occupancy_limit_warps}
+
+mkdir -p "$OUTPUT_DIR"
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || {
+        echo "missing executable: $executable" >&2
+        exit 1
+    }
+done
+
+case $BATCH in
+    1) role_weights=11,9 ;;
+    4) role_weights=8,7 ;;
+    16) role_weights=17,13 ;;
+    *) role_weights=11,9 ;;
+esac
+
+profile() {
+    local label=$1
+    shift
+    local output="$OUTPUT_DIR/${label}.csv"
+    local temporary="$output.tmp"
+    rm -f "$temporary"
+    if ! "$NCU" --target-processes all --replay-mode kernel --cache-control none \
+        --clock-control base --launch-count 1 --metrics "$METRICS" \
+        --page raw --csv --force-overwrite \
+        --log-file "$temporary" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv; then
+        [[ -f "$temporary" ]] && cat "$temporary" >&2
+        rm -f "$temporary"
+        return 1
+    fi
+    if ! grep -q '"Kernel Name"' "$temporary"; then
+        cat "$temporary" >&2
+        rm -f "$temporary"
+        echo "NCU did not produce a raw CSV table for $label" >&2
+        return 1
+    fi
+    mv "$temporary" "$output"
+}
+
+common=(--logN 20 --batch "$BATCH" --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --segment-cta-weights "$role_weights" --cross-twiddle fused
+        --mod-multiply shoup)
+
+profile v06 "${common[@]}" --segment-cores dataflow-radix4 \
+    --target-ctas-per-sm 4
+profile warp256_static_io_half "${common[@]}" \
+    --segment-cores homogeneous-warp256-static-io-radix2 \
+    --segment-threads 128 --segment-units 4 --segment-data-space 4 \
+    --target-ctas-per-sm 3
+profile warp256_coefficient_reuse_static_io_half "${common[@]}" \
+    --segment-cores \
+        homogeneous-warp256-coefficient-reuse-static-io-radix2 \
+    --segment-threads 128 --segment-units 4 --segment-data-space 4 \
+    --segment-coefficient-reuse-stages 6 \
+    --target-ctas-per-sm 3
+for reuse_stages in 1 2 3 4 5; do
+    profile "warp256_coefficient_reuse${reuse_stages}_static_io_half" \
+        "${common[@]}" \
+        --segment-cores \
+            homogeneous-warp256-coefficient-reuse-static-io-radix2 \
+        --segment-threads 128 --segment-units 4 --segment-data-space 4 \
+        --segment-coefficient-reuse-stages "$reuse_stages" \
+        --target-ctas-per-sm 3
+done
+profile warp128_static_io_half "${common[@]}" \
+    --segment-cores homogeneous-warp128-static-io-radix2 \
+    --segment-threads 128 --segment-units 4 --segment-data-space 4 \
+    --target-ctas-per-sm 4
+profile warp128_static_io_half_dual "${common[@]}" \
+    --segment-cores homogeneous-warp128-static-io-radix2 \
+    --segment-threads 256 --segment-units 8 --segment-data-space 4 \
+    --segment-cta-weights 8,7 \
+    --target-ctas-per-sm 2
+profile warp128_coefficient_reuse_static_io_half_dual "${common[@]}" \
+    --segment-cores \
+        homogeneous-warp128-coefficient-reuse-static-io-radix2 \
+    --segment-threads 256 --segment-units 8 --segment-data-space 4 \
+    --segment-coefficient-reuse-stages 6 \
+    --segment-cta-weights 8,7 \
+    --target-ctas-per-sm 2
+for reuse_stages in 1 2 3 4 5; do
+    profile "warp128_coefficient_reuse${reuse_stages}_static_io_half_dual" \
+        "${common[@]}" \
+        --segment-cores \
+            homogeneous-warp128-coefficient-reuse-static-io-radix2 \
+        --segment-threads 256 --segment-units 8 --segment-data-space 4 \
+        --segment-coefficient-reuse-stages "$reuse_stages" \
+        --segment-cta-weights 8,7 \
+        --target-ctas-per-sm 2
+done
+profile warp128_vector_radix4_static_io_half_dual "${common[@]}" \
+    --segment-cores homogeneous-warp128-vector-radix4-static-io \
+    --segment-threads 256 --segment-units 8 --segment-data-space 4 \
+    --segment-cta-weights 8,7 \
+    --target-ctas-per-sm 2
+profile warp64_static_io_half "${common[@]}" \
+    --segment-cores homogeneous-warp64-static-io-radix2 \
+    --segment-threads 128 --segment-units 4 --segment-data-space 4 \
+    --target-ctas-per-sm 4
+profile warp128_online_static_io_half "${common[@]}" \
+    --segment-cores homogeneous-warp128-pipeline-static-io-radix2 \
+    --segment-threads 128 --segment-units 4 --segment-data-space 4 \
+    --pipeline-buffers 1 --target-ctas-per-sm 4
+profile warp128_cooperative_static_io_half_occ4 "${common[@]}" \
+    --segment-cores homogeneous-warp128-cooperative-static-io-radix2 \
+    --segment-threads 128 --segment-units 4 --segment-data-space 4 \
+    --target-ctas-per-sm 4
+profile warp128_cooperative_static_io_half_occ3 "${common[@]}" \
+    --segment-cores homogeneous-warp128-cooperative-static-io-radix2 \
+    --segment-threads 128 --segment-units 4 --segment-data-space 4 \
+    --target-ctas-per-sm 3
+
+python3 "$ROOT/scripts/summarize_ncu.py" \
+    "$OUTPUT_DIR/v06.csv" \
+    "$OUTPUT_DIR/warp256_static_io_half.csv" \
+    "$OUTPUT_DIR/warp256_coefficient_reuse1_static_io_half.csv" \
+    "$OUTPUT_DIR/warp256_coefficient_reuse2_static_io_half.csv" \
+    "$OUTPUT_DIR/warp256_coefficient_reuse3_static_io_half.csv" \
+    "$OUTPUT_DIR/warp256_coefficient_reuse4_static_io_half.csv" \
+    "$OUTPUT_DIR/warp256_coefficient_reuse5_static_io_half.csv" \
+    "$OUTPUT_DIR/warp256_coefficient_reuse_static_io_half.csv" \
+    "$OUTPUT_DIR/warp128_static_io_half.csv" \
+    "$OUTPUT_DIR/warp128_static_io_half_dual.csv" \
+    "$OUTPUT_DIR/warp128_coefficient_reuse1_static_io_half_dual.csv" \
+    "$OUTPUT_DIR/warp128_coefficient_reuse2_static_io_half_dual.csv" \
+    "$OUTPUT_DIR/warp128_coefficient_reuse3_static_io_half_dual.csv" \
+    "$OUTPUT_DIR/warp128_coefficient_reuse4_static_io_half_dual.csv" \
+    "$OUTPUT_DIR/warp128_coefficient_reuse5_static_io_half_dual.csv" \
+    "$OUTPUT_DIR/warp128_coefficient_reuse_static_io_half_dual.csv" \
+    "$OUTPUT_DIR/warp128_vector_radix4_static_io_half_dual.csv" \
+    "$OUTPUT_DIR/warp64_static_io_half.csv" \
+    "$OUTPUT_DIR/warp128_online_static_io_half.csv" \
+    "$OUTPUT_DIR/warp128_cooperative_static_io_half_occ4.csv" \
+    "$OUTPUT_DIR/warp128_cooperative_static_io_half_occ3.csv" \
+    --output "$OUTPUT_DIR/summary.csv"
+printf 'Small-tile NCU summary: %s\n' "$OUTPUT_DIR/summary.csv"
diff --git a/scripts/profile_homogeneous_vector_radix4_ncu.sh b/scripts/profile_homogeneous_vector_radix4_ncu.sh
new file mode 100755
index 0000000..201340f
--- /dev/null
+++ b/scripts/profile_homogeneous_vector_radix4_ncu.sh
@@ -0,0 +1,85 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_homogeneous_vector_radix4"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_st.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_wait_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__grid_size,launch__waves_per_multiprocessor,launch__occupancy_limit_registers,launch__occupancy_limit_shared_mem,launch__occupancy_limit_warps}
+
+mkdir -p "$OUTPUT_DIR"
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || {
+        echo "missing executable: $executable" >&2
+        exit 1
+    }
+done
+
+profile() {
+    local label=$1
+    shift
+    local output="$OUTPUT_DIR/${label}.csv"
+    local temporary="$output.tmp"
+    rm -f "$temporary"
+    if ! "$NCU" --target-processes all --replay-mode kernel --cache-control none \
+        --clock-control base --launch-count 1 --metrics "$METRICS" \
+        --page raw --csv --force-overwrite --log-file "$temporary" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv; then
+        [[ -f "$temporary" ]] && cat "$temporary" >&2
+        rm -f "$temporary"
+        return 1
+    fi
+    if ! grep -q '"Kernel Name"' "$temporary"; then
+        cat "$temporary" >&2
+        rm -f "$temporary"
+        echo "NCU did not produce a raw CSV table for $label" >&2
+        return 1
+    fi
+    mv "$temporary" "$output"
+}
+
+common=(--logN 20 --batch 16 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --cross-twiddle fused --mod-multiply shoup)
+
+profile v06 "${common[@]}" \
+    --segment-cores dataflow-radix4 --segment-cta-weights 17,13 \
+    --target-ctas-per-sm 4
+profile warp128_coefficient_reuse4_dual "${common[@]}" \
+    --segment-cores homogeneous-warp128-coefficient-reuse-static-io-radix2 \
+    --segment-threads 256 --segment-units 8 --segment-data-space 4 \
+    --segment-coefficient-reuse-stages 4 --segment-cta-weights 8,7 \
+    --target-ctas-per-sm 2
+profile warp128_vector_radix4_dual "${common[@]}" \
+    --segment-cores homogeneous-warp128-vector-radix4-static-io \
+    --segment-threads 256 --segment-units 8 --segment-data-space 4 \
+    --segment-cta-weights 8,7 --target-ctas-per-sm 2
+for reuse_stages in 3 4 5 6 7; do
+    profile "warp128_vector_radix4_reuse${reuse_stages}_dual" \
+        "${common[@]}" \
+        --segment-cores homogeneous-warp128-vector-radix4-static-io \
+        --segment-threads 256 --segment-units 8 --segment-data-space 4 \
+        --segment-coefficient-reuse-stages "$reuse_stages" \
+        --segment-cta-weights 8,7 --target-ctas-per-sm 2
+done
+
+python3 "$ROOT/scripts/summarize_ncu.py" \
+    "$OUTPUT_DIR/v06.csv" \
+    "$OUTPUT_DIR/warp128_coefficient_reuse4_dual.csv" \
+    "$OUTPUT_DIR/warp128_vector_radix4_dual.csv" \
+    "$OUTPUT_DIR/warp128_vector_radix4_reuse3_dual.csv" \
+    "$OUTPUT_DIR/warp128_vector_radix4_reuse4_dual.csv" \
+    "$OUTPUT_DIR/warp128_vector_radix4_reuse5_dual.csv" \
+    "$OUTPUT_DIR/warp128_vector_radix4_reuse6_dual.csv" \
+    "$OUTPUT_DIR/warp128_vector_radix4_reuse7_dual.csv" \
+    --output "$OUTPUT_DIR/summary.csv"
+
+printf 'wrote %s\n' "$OUTPUT_DIR/summary.csv"
diff --git a/scripts/profile_homogeneous_warp_10x10_ncu.sh b/scripts/profile_homogeneous_warp_10x10_ncu.sh
new file mode 100755
index 0000000..636ab4d
--- /dev/null
+++ b/scripts/profile_homogeneous_warp_10x10_ncu.sh
@@ -0,0 +1,114 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_homogeneous_warp_10x10"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_st.sum,lts__t_sector_hit_rate.pct,l1tex__t_sector_hit_rate.pct,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_wait_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor,launch__occupancy_limit_registers,launch__occupancy_limit_shared_mem,launch__occupancy_limit_warps}
+BITS=${BITS:-32}
+BATCH=${BATCH:-16}
+
+mkdir -p "$OUTPUT_DIR"
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+if [[ $BITS == 32 ]]; then modulus=998244353; v06_resident=4
+else modulus=576460756061519873; v06_resident=2
+fi
+if [[ $BITS == 32 ]]; then half_packet=4
+else half_packet=2
+fi
+io_half_weights=9,11
+if [[ $BITS == 32 ]]; then
+    case $BATCH in
+        1) io_half_weights=11,9 ;;
+        4) io_half_weights=8,7 ;;
+        16) io_half_weights=17,13 ;;
+        *) io_half_weights=11,9 ;;
+    esac
+fi
+
+profile() {
+    local label=$1
+    shift
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none \
+        --clock-control base --launch-count 1 --metrics "$METRICS" \
+        --page raw --csv --force-overwrite \
+        --log-file "$OUTPUT_DIR/${label}.csv" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv
+}
+
+common=(--logN 20 --batch "$BATCH" --word-bits "$BITS" --modulus "$modulus"
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --segment-cta-weights 9,11)
+profile v06 "${common[@]}" --segment-cores dataflow-radix4 \
+    --target-ctas-per-sm "$v06_resident"
+profile warp1024 "${common[@]}" --segment-cores homogeneous-warp-radix2 \
+    --segment-threads 256 --segment-units 8 --target-ctas-per-sm 1
+profile warp256_t128 "${common[@]}" \
+    --segment-cores homogeneous-warp256-radix2 \
+    --segment-threads 128 --segment-units 4 --target-ctas-per-sm 3
+profile warp256_t256 "${common[@]}" \
+    --segment-cores homogeneous-warp256-radix2 \
+    --segment-threads 256 --segment-units 8 --target-ctas-per-sm 1
+profile warp256_static_t128 "${common[@]}" \
+    --segment-cores homogeneous-warp256-static-radix2 \
+    --segment-threads 128 --segment-units 4 --target-ctas-per-sm 2
+profile warp256_static_t256 "${common[@]}" \
+    --segment-cores homogeneous-warp256-static-radix2 \
+    --segment-threads 256 --segment-units 8 --target-ctas-per-sm 1
+profile warp256_static_io_t128 "${common[@]}" \
+    --segment-cores homogeneous-warp256-static-io-radix2 \
+    --segment-threads 128 --segment-units 4 --target-ctas-per-sm 2
+profile warp256_static_io_t256 "${common[@]}" \
+    --segment-cores homogeneous-warp256-static-io-radix2 \
+    --segment-threads 256 --segment-units 8 --target-ctas-per-sm 1
+profile warp256_static_half_t128 "${common[@]}" \
+    --segment-cores homogeneous-warp256-static-radix2 \
+    --segment-threads 128 --segment-units 4 \
+    --segment-data-space "$half_packet" --target-ctas-per-sm 3
+profile warp256_static_io_half_t128 "${common[@]}" \
+    --segment-cores homogeneous-warp256-static-io-radix2 \
+    --segment-threads 128 --segment-units 4 \
+    --segment-data-space "$half_packet" \
+    --segment-cta-weights "$io_half_weights" --target-ctas-per-sm 3
+if [[ $BITS == 32 ]]; then
+    profile warp128_static_io_half_t128 "${common[@]}" \
+        --segment-cores homogeneous-warp128-static-io-radix2 \
+        --segment-threads 128 --segment-units 4 \
+        --segment-data-space 4 \
+        --segment-cta-weights "$io_half_weights" --target-ctas-per-sm 4
+    profile warp64_static_io_half_t128 "${common[@]}" \
+        --segment-cores homogeneous-warp64-static-io-radix2 \
+        --segment-threads 128 --segment-units 4 \
+        --segment-data-space 4 \
+        --segment-cta-weights "$io_half_weights" --target-ctas-per-sm 4
+fi
+
+ncu_files=(
+    "$OUTPUT_DIR/v06.csv" "$OUTPUT_DIR/warp1024.csv"
+    "$OUTPUT_DIR/warp256_t128.csv" "$OUTPUT_DIR/warp256_t256.csv"
+    "$OUTPUT_DIR/warp256_static_t128.csv"
+    "$OUTPUT_DIR/warp256_static_t256.csv"
+    "$OUTPUT_DIR/warp256_static_io_t128.csv"
+    "$OUTPUT_DIR/warp256_static_io_t256.csv"
+    "$OUTPUT_DIR/warp256_static_half_t128.csv"
+    "$OUTPUT_DIR/warp256_static_io_half_t128.csv"
+)
+if [[ $BITS == 32 ]]; then
+    ncu_files+=(
+        "$OUTPUT_DIR/warp128_static_io_half_t128.csv"
+        "$OUTPUT_DIR/warp64_static_io_half_t128.csv"
+    )
+fi
+python3 "$ROOT/scripts/summarize_ncu.py" "${ncu_files[@]}" \
+    --output "$OUTPUT_DIR/summary.csv"
+printf 'Warp-granular 10+10 NCU summary: %s\n' "$OUTPUT_DIR/summary.csv"
diff --git a/scripts/profile_hybrid_dataflow_interleave_ncu.sh b/scripts/profile_hybrid_dataflow_interleave_ncu.sh
new file mode 100755
index 0000000..4110a76
--- /dev/null
+++ b/scripts/profile_hybrid_dataflow_interleave_ncu.sh
@@ -0,0 +1,63 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+root="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
+bench="${CUNTT_BENCH:-$root/build-11.8/cuntt_bench}"
+out="${1:-$root/results/ncu_hybrid_dataflow_interleave}"
+mkdir -p "$out"
+NCU="${NCU:-ncu}"
+section_folder="${NCU_SECTION_FOLDER:-/usr/lib/nsight-compute/sections}"
+
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$out"
+    fi
+}
+trap restore_owner EXIT
+
+metrics="sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__inst_executed.sum,smsp__inst_executed.avg.per_cycle_active,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,launch__registers_per_thread,launch__occupancy_limit_registers,launch__occupancy_limit_shared_mem"
+common=(--backend hybrid-dataflow --word-bits 64 --batch 256 --data-space 16 \
+        --pipeline-buffers 2 --warmup 0 --repeat 1)
+reports=()
+
+profile() {
+    local name="$1"
+    shift
+    local report="$out/$name.csv"
+    local section_args=()
+    if [[ -d "$section_folder" ]]; then
+        section_args=(--section-folder "$section_folder" --apply-rules no)
+    fi
+    echo "[NCU] profiling $name"
+    if ! "$NCU" "${section_args[@]}" --target-processes all --kernel-name-base demangled \
+        --replay-mode kernel --cache-control none --clock-control base --launch-count 1 \
+        --metrics "$metrics" --page raw --csv --force-overwrite --log-file "$report" \
+        "$bench" "$@" >/dev/null; then
+        echo "[NCU] failed: $name; diagnostic from $report:" >&2
+        tail -n 20 "$report" >&2 || true
+        return 1
+    fi
+    if ! grep -q '^"ID","Process ID"' "$report" || ! grep -q '^"0",' "$report"; then
+        echo "[NCU] invalid report: $report" >&2
+        tail -n 20 "$report" >&2 || true
+        return 1
+    fi
+    echo "[NCU] wrote $report"
+    reports+=("$report")
+}
+
+profile n10_ti1 "${common[@]}" --logN 10 --flow-tile-log 5 --stage-space 5 \
+    --role-stages 5 --data-time 4 --token-interleave 1
+profile n10_td10_ti1 "${common[@]}" --logN 10 --flow-tile-log 5 --stage-space 5 \
+    --role-stages 5 --data-time 10 --token-interleave 1
+profile n10_ti2 "${common[@]}" --logN 10 --flow-tile-log 5 --stage-space 5 \
+    --role-stages 5 --data-time 10 --token-interleave 2
+profile n12_ti1 "${common[@]}" --logN 12 --flow-tile-log 6 --stage-space 6 \
+    --role-stages 6 --data-time 8 --token-interleave 1
+profile n12_td12_ti1 "${common[@]}" --logN 12 --flow-tile-log 6 --stage-space 6 \
+    --role-stages 6 --data-time 12 --token-interleave 1
+profile n12_ti2 "${common[@]}" --logN 12 --flow-tile-log 6 --stage-space 6 \
+    --role-stages 6 --data-time 12 --token-interleave 2
+
+python3 "$root/scripts/summarize_ncu.py" "${reports[@]}" --output "$out/summary.csv"
+echo "NCU CSV files written to $out"
diff --git a/scripts/profile_hybrid_dataflow_ncu.sh b/scripts/profile_hybrid_dataflow_ncu.sh
new file mode 100755
index 0000000..4d2bfc5
--- /dev/null
+++ b/scripts/profile_hybrid_dataflow_ncu.sh
@@ -0,0 +1,46 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-11.8/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_hybrid_dataflow_td"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,lts__t_sector_hit_rate.pct,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor,launch__occupancy_limit_registers,launch__occupancy_limit_shared_mem,launch__occupancy_limit_warps}
+
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+mkdir -p "$OUTPUT_DIR"
+reports=()
+
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+
+profile() {
+    local label=$1
+    local report="$OUTPUT_DIR/${label}.csv"
+    shift
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none --clock-control base \
+        --launch-count 1 --metrics "$METRICS" --page raw --csv --force-overwrite \
+        --log-file "$report" "$BIN" "$@" --warmup 0 --repeat 1 --csv
+    reports+=("$report")
+}
+
+common=(--backend hybrid-dataflow --word-bits 64 --modulus 1152921504606584833 --data-space 16)
+profile primary_n8_b256 "${common[@]}" --logN 8 --batch 256 --flow-tile-log 8 --stage-space 8 --pipeline-buffers 2
+profile balanced_n10_td4_b16 "${common[@]}" --logN 10 --batch 16 --flow-tile-log 5 --stage-space 5 --data-time 4 --pipeline-buffers 2
+profile balanced_n12_td1_b16 "${common[@]}" --logN 12 --batch 16 --flow-tile-log 6 --stage-space 6 --data-time 1 --pipeline-buffers 2
+profile balanced_n12_td4_b16 "${common[@]}" --logN 12 --batch 16 --flow-tile-log 6 --stage-space 6 --data-time 4 --pipeline-buffers 2
+profile unbalanced_n12_td1_b16 "${common[@]}" --logN 12 --batch 16 --flow-tile-log 8 --stage-space 8 --data-time 1 --pipeline-buffers 2
+# Td=4 needs 114736 B at logN=13/Us=7; V100 permits 98304 B per CTA.
+profile balanced_n13_td2_b1 "${common[@]}" --logN 13 --batch 1 --flow-tile-log 7 --stage-space 7 --data-time 2 --pipeline-buffers 2
+profile us2_n12_td1_b16 "${common[@]}" --logN 12 --batch 16 --flow-tile-log 8 --stage-space 2 --data-time 1 --pipeline-buffers 2
+profile linear_n12_b16 "${common[@]}" --logN 12 --batch 16 --flow-tile-log 8 --stage-space 8 --pipeline-buffers 2 --dataflow-layout linear
+profile atomic_n12_b16 "${common[@]}" --logN 12 --batch 16 --flow-tile-log 8 --stage-space 8 --pipeline-buffers 2 --stage-handoff atomic
+
+python3 "$ROOT/scripts/summarize_ncu.py" "${reports[@]}" --output "$OUTPUT_DIR/summary.csv"
+printf 'HybridDataflow NCU summary: %s\n' "$OUTPUT_DIR/summary.csv"
diff --git a/scripts/profile_hybrid_dataflow_roles_ncu.sh b/scripts/profile_hybrid_dataflow_roles_ncu.sh
new file mode 100755
index 0000000..ca480be
--- /dev/null
+++ b/scripts/profile_hybrid_dataflow_roles_ncu.sh
@@ -0,0 +1,49 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-11.8/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_hybrid_dataflow_roles"}
+METRICS=${METRICS:-gpu__time_duration.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor,launch__occupancy_limit_registers,launch__occupancy_limit_shared_mem,launch__occupancy_limit_warps}
+
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+mkdir -p "$OUTPUT_DIR"
+reports=()
+
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+
+profile() {
+    local label=$1
+    shift
+    local report="$OUTPUT_DIR/${label}.csv"
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none --clock-control base \
+        --launch-count 1 --metrics "$METRICS" --page raw --csv --force-overwrite \
+        --log-file "$report" "$BIN" "$@" --warmup 0 --repeat 1 --csv
+    reports+=("$report")
+}
+
+common=(--backend hybrid-dataflow --word-bits 64 --modulus 1152921504606584833 \
+        --data-space 16 --pipeline-buffers 2 --batch 16)
+for role_stages in 1 2 5; do
+    profile "n10_ur${role_stages}_td4" "${common[@]}" --logN 10 --flow-tile-log 5 \
+        --stage-space 5 --role-stages "$role_stages" --data-time 4
+done
+for role_stages in 1 2 3 6; do
+    profile "n12_ur${role_stages}_td4" "${common[@]}" --logN 12 --flow-tile-log 6 \
+        --stage-space 6 --role-stages "$role_stages" --data-time 4
+    profile "n12_ur${role_stages}_td8" "${common[@]}" --logN 12 --flow-tile-log 6 \
+        --stage-space 6 --role-stages "$role_stages" --data-time 8
+done
+profile "n12_ur6_td8_rb3" "${common[@]}" --logN 12 --flow-tile-log 6 \
+    --stage-space 6 --role-stages 6 --target-ctas-per-sm 3 --data-time 8
+
+python3 "$ROOT/scripts/summarize_ncu.py" "${reports[@]}" --output "$OUTPUT_DIR/summary.csv"
+printf 'HybridDataflow role-fusion NCU summary: %s\n' "$OUTPUT_DIR/summary.csv"
diff --git a/scripts/profile_packed_stage6_lane32_schedule_ncu.sh b/scripts/profile_packed_stage6_lane32_schedule_ncu.sh
new file mode 100755
index 0000000..c780ee6
--- /dev/null
+++ b/scripts/profile_packed_stage6_lane32_schedule_ncu.sh
@@ -0,0 +1,78 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_packed_stage6_lane32_schedule"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,lts__t_sector_hit_rate.pct,smsp__inst_executed.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,launch__registers_per_thread}
+
+mkdir -p "$OUTPUT_DIR"
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || {
+        echo "missing executable: $executable" >&2
+        exit 1
+    }
+done
+
+common=(--logN 20 --batch 16 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --cross-twiddle fused --mod-multiply shoup)
+lane32=(--segment-cores
+        homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io
+        --segment-threads 256 --segment-units 8 --segment-data-space 4
+        --segment-coefficient-reuse-stages 6 --target-ctas-per-sm 2)
+
+profile() {
+    local label=$1
+    shift
+    local output="$OUTPUT_DIR/${label}.csv"
+    local temporary="$output.tmp"
+    rm -f "$temporary"
+    "$NCU" --target-processes all --replay-mode kernel --cache-control all \
+        --clock-control base --launch-count 1 --metrics "$METRICS" \
+        --page raw --csv --force-overwrite --log-file "$temporary" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv
+    grep -q '"Kernel Name"' "$temporary" || {
+        cat "$temporary" >&2
+        rm -f "$temporary"
+        echo "NCU did not produce a raw CSV table for $label" >&2
+        return 1
+    }
+    mv "$temporary" "$output"
+}
+
+echo "[preflight] lane32 86:74 forward/inverse"
+"$BIN" "${common[@]}" "${lane32[@]}" --segment-cta-weights 86,74 \
+    --warmup 0 --repeat 1 --verify >/dev/null
+"$BIN" "${common[@]}" "${lane32[@]}" --segment-cta-weights 86,74 \
+    --inverse --warmup 0 --repeat 1 --verify >/dev/null
+
+profile v06 "${common[@]}" --segment-cores dataflow-radix4 \
+    --segment-cta-weights 17,13 --target-ctas-per-sm 4
+profile d7 "${common[@]}" \
+    --segment-cores homogeneous-warp128-vector-radix4-static-io \
+    --segment-threads 256 --segment-units 8 --segment-data-space 4 \
+    --segment-coefficient-reuse-stages 7 --segment-cta-weights 85,75 \
+    --target-ctas-per-sm 2
+for producer in 84 85 86; do
+    consumer=$((160 - producer))
+    profile "lane32_${producer}_${consumer}" "${common[@]}" "${lane32[@]}" \
+        --segment-cta-weights "$producer,$consumer"
+done
+
+python3 "$ROOT/scripts/summarize_ncu.py" \
+    "$OUTPUT_DIR/v06.csv" "$OUTPUT_DIR/d7.csv" \
+    "$OUTPUT_DIR/lane32_84_76.csv" "$OUTPUT_DIR/lane32_85_75.csv" \
+    "$OUTPUT_DIR/lane32_86_74.csv" --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_packed_stage6_lane32_schedule_ncu.py" \
+    "$OUTPUT_DIR/summary.csv" --output "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s and %s\n' "$OUTPUT_DIR/summary.csv" "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/profile_packed_stage6_ncu.sh b/scripts/profile_packed_stage6_ncu.sh
new file mode 100755
index 0000000..7b900a9
--- /dev/null
+++ b/scripts/profile_packed_stage6_ncu.sh
@@ -0,0 +1,87 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_packed_stage6_lane32"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_st.sum,lts__t_sector_hit_rate.pct,l1tex__t_sector_hit_rate.pct,smsp__inst_executed.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor,launch__occupancy_limit_registers,launch__occupancy_limit_shared_mem,launch__occupancy_limit_warps}
+CACHE_CONTROL=${CACHE_CONTROL:-all}
+
+mkdir -p "$OUTPUT_DIR"
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || {
+        echo "missing executable: $executable" >&2
+        exit 1
+    }
+done
+
+common=(--logN 20 --batch 16 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --segment-threads 256 --segment-units 8 --segment-data-space 4
+        --segment-cta-weights 8,7 --target-ctas-per-sm 2
+        --cross-twiddle fused --mod-multiply shoup)
+vector=(--segment-cores homogeneous-warp128-vector-radix4-static-io)
+packed=(--segment-cores homogeneous-warp128-vector-radix4-packed-stage6-static-io)
+distributed=(--segment-cores homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io)
+
+echo "[preflight] packed stage6 forward/inverse"
+"$BIN" "${common[@]}" "${packed[@]}" \
+    --segment-coefficient-reuse-stages 6 --warmup 0 --repeat 1 --verify >/dev/null
+"$BIN" "${common[@]}" "${packed[@]}" \
+    --segment-coefficient-reuse-stages 6 --inverse \
+    --warmup 0 --repeat 1 --verify >/dev/null
+"$BIN" "${common[@]}" "${distributed[@]}" \
+    --segment-coefficient-reuse-stages 6 --warmup 0 --repeat 1 --verify >/dev/null
+"$BIN" "${common[@]}" "${distributed[@]}" \
+    --segment-coefficient-reuse-stages 6 --inverse \
+    --warmup 0 --repeat 1 --verify >/dev/null
+
+profile() {
+    local label=$1
+    shift
+    local output="$OUTPUT_DIR/${label}.csv"
+    local temporary="$output.tmp"
+    rm -f "$temporary"
+    "$NCU" --target-processes all --replay-mode kernel --cache-control "$CACHE_CONTROL" \
+        --clock-control base --launch-count 1 --metrics "$METRICS" \
+        --page raw --csv --force-overwrite --log-file "$temporary" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv
+    if ! grep -q '"Kernel Name"' "$temporary"; then
+        cat "$temporary" >&2
+        rm -f "$temporary"
+        echo "NCU did not produce a raw CSV table for $label" >&2
+        return 1
+    fi
+    mv "$temporary" "$output"
+}
+
+profile v06 "${common[@]}" --segment-cores dataflow-radix4 \
+    --segment-cta-weights 17,13 --target-ctas-per-sm 4
+profile vector_d6 "${common[@]}" "${vector[@]}" \
+    --segment-coefficient-reuse-stages 6
+profile vector_d7 "${common[@]}" "${vector[@]}" \
+    --segment-coefficient-reuse-stages 7
+profile vector_packed_stage6 "${common[@]}" "${packed[@]}" \
+    --segment-coefficient-reuse-stages 6
+profile vector_packed_stage6_distributed "${common[@]}" "${distributed[@]}" \
+    --segment-coefficient-reuse-stages 6
+
+python3 "$ROOT/scripts/summarize_ncu.py" \
+    "$OUTPUT_DIR/v06.csv" "$OUTPUT_DIR/vector_d6.csv" \
+    "$OUTPUT_DIR/vector_d7.csv" "$OUTPUT_DIR/vector_packed_stage6.csv" \
+    "$OUTPUT_DIR/vector_packed_stage6_distributed.csv" \
+    --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_packed_stage6.py" \
+    "$OUTPUT_DIR/summary.csv" --output "$OUTPUT_DIR/analysis.md"
+
+printf 'wrote %s and %s\n' \
+    "$OUTPUT_DIR/summary.csv" "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/profile_packet_shared_radix4_ncu.sh b/scripts/profile_packet_shared_radix4_ncu.sh
new file mode 100755
index 0000000..2db4376
--- /dev/null
+++ b/scripts/profile_packet_shared_radix4_ncu.sh
@@ -0,0 +1,105 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_packet_shared_radix4"}
+MIN_FREE_GPU_MIB=${MIN_FREE_GPU_MIB:-2048}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,smsp__inst_executed.sum,smsp__sass_inst_executed_op_global.sum,smsp__sass_inst_executed_op_shared.sum,smsp__inst_executed_pipe_adu.sum,smsp__inst_executed_pipe_alu.sum,smsp__inst_executed_pipe_cbu.sum,smsp__inst_executed_pipe_lsu.sum,smsp__inst_executed_pipe_xu.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,smsp__sass_thread_inst_executed_op_memory_pred_on.sum,smsp__sass_thread_inst_executed_op_control_pred_on.sum,smsp__sass_thread_inst_executed_op_misc_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block}
+
+mkdir -p "$OUTPUT_DIR"
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || {
+        echo "missing executable: $executable" >&2
+        exit 1
+    }
+done
+
+check_gpu_memory() {
+    command -v nvidia-smi >/dev/null || return 0
+    local free_mib
+    free_mib=$(nvidia-smi --query-gpu=memory.free \
+        --format=csv,noheader,nounits | head -n 1 | tr -d '[:space:]')
+    [[ "$free_mib" =~ ^[0-9]+$ ]] || return 0
+    if (( free_mib >= MIN_FREE_GPU_MIB )); then
+        echo "[preflight] GPU free memory: ${free_mib} MiB"
+        return 0
+    fi
+    echo "error: only ${free_mib} MiB GPU memory is free; this profile requires at least ${MIN_FREE_GPU_MIB} MiB" >&2
+    echo "active GPU compute processes:" >&2
+    while IFS=',' read -r pid process used_mib; do
+        pid=${pid//[[:space:]]/}
+        process=${process#${process%%[![:space:]]*}}
+        used_mib=${used_mib//[[:space:]]/}
+        local owner="unknown"
+        [[ "$pid" =~ ^[0-9]+$ ]] && owner=$(ps -o user= -p "$pid" 2>/dev/null | xargs || true)
+        printf '  pid=%s user=%s memory=%s MiB process=%s\n' \
+            "$pid" "${owner:-unknown}" "$used_mib" "$process" >&2
+    done < <(nvidia-smi --query-compute-apps=pid,process_name,used_gpu_memory \
+        --format=csv,noheader,nounits 2>/dev/null || true)
+    echo "wait for those jobs to finish or ask their owner before terminating them" >&2
+    return 1
+}
+
+check_gpu_memory
+
+common=(--logN 20 --batch 16 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --cross-twiddle fused --mod-multiply shoup)
+packet=(--segment-cores homogeneous-warp128-packet-shared-radix4-static-io
+        --segment-threads 128 --segment-units 4 --segment-data-space 4
+        --segment-coefficient-reuse-stages 0 --segment-cta-weights 9,11
+        --target-ctas-per-sm 4)
+
+profile() {
+    local label=$1
+    shift
+    local output="$OUTPUT_DIR/${label}.csv"
+    local temporary="$output.tmp"
+    echo "[ncu] $label"
+    rm -f "$temporary"
+    "$NCU" --target-processes all --replay-mode kernel --cache-control all \
+        --clock-control base --launch-count 1 --metrics "$METRICS" \
+        --page raw --csv --force-overwrite --log-file "$temporary" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv
+    grep -q '"Kernel Name"' "$temporary" || {
+        cat "$temporary" >&2
+        rm -f "$temporary"
+        echo "NCU did not produce a raw CSV table for $label" >&2
+        return 1
+    }
+    mv "$temporary" "$output"
+}
+
+echo "[preflight] packet128 forward/inverse"
+"$BIN" "${common[@]}" "${packet[@]}" --warmup 0 --repeat 1 --verify >/dev/null
+"$BIN" "${common[@]}" "${packet[@]}" --inverse --warmup 0 --repeat 1 --verify >/dev/null
+
+profile v06 "${common[@]}" --segment-cores dataflow-radix4 \
+    --segment-cta-weights 17,13 --target-ctas-per-sm 4
+profile d7 "${common[@]}" \
+    --segment-cores homogeneous-warp128-vector-radix4-static-io \
+    --segment-threads 256 --segment-units 8 --segment-data-space 4 \
+    --segment-coefficient-reuse-stages 7 --segment-cta-weights 85,75 \
+    --target-ctas-per-sm 2
+profile lane32 "${common[@]}" \
+    --segment-cores homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io \
+    --segment-threads 256 --segment-units 8 --segment-data-space 4 \
+    --segment-coefficient-reuse-stages 6 --segment-cta-weights 84,76 \
+    --target-ctas-per-sm 2
+profile packet128 "${common[@]}" "${packet[@]}"
+
+python3 "$ROOT/scripts/summarize_ncu.py" "$OUTPUT_DIR"/*.csv \
+    --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_packet_shared_radix4_ncu.py" \
+    "$OUTPUT_DIR/summary.csv" --output "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s and %s\n' "$OUTPUT_DIR/summary.csv" "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/profile_packet_streaming_ncu.sh b/scripts/profile_packet_streaming_ncu.sh
new file mode 100755
index 0000000..af88365
--- /dev/null
+++ b/scripts/profile_packet_streaming_ncu.sh
@@ -0,0 +1,108 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_packet_compute_layout"}
+MIN_FREE_GPU_MIB=${MIN_FREE_GPU_MIB:-2048}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,smsp__inst_executed.sum,smsp__sass_inst_executed_op_global.sum,smsp__sass_inst_executed_op_shared.sum,smsp__inst_executed_pipe_cbu.sum,smsp__inst_executed_pipe_lsu.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,smsp__warp_issue_stalled_short_scoreboard_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block}
+
+mkdir -p "$OUTPUT_DIR"
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+
+if command -v nvidia-smi >/dev/null; then
+    free_mib=$(nvidia-smi --query-gpu=memory.free --format=csv,noheader,nounits |
+        head -n 1 | tr -d '[:space:]')
+    if [[ "$free_mib" =~ ^[0-9]+$ ]] && (( free_mib < MIN_FREE_GPU_MIB )); then
+        echo "error: only ${free_mib} MiB GPU memory is free; need ${MIN_FREE_GPU_MIB} MiB" >&2
+        nvidia-smi --query-compute-apps=pid,process_name,used_gpu_memory \
+            --format=csv,noheader 2>/dev/null >&2 || true
+        exit 1
+    fi
+fi
+
+common=(--logN 20 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --segment-cores homogeneous-warp128-packet-shared-radix4-static-io
+        --segment-threads 128 --segment-units 4 --segment-data-space 4
+        --target-ctas-per-sm 4 --cross-twiddle fused --mod-multiply shoup)
+
+profile() {
+    local label=$1
+    shift
+    local output="$OUTPUT_DIR/${label}.csv"
+    local temporary="$output.tmp"
+    echo "[ncu] $label"
+    rm -f "$temporary"
+    "$NCU" --target-processes all --replay-mode kernel --cache-control all \
+        --clock-control base --launch-count 1 --metrics "$METRICS" \
+        --page raw --csv --force-overwrite --log-file "$temporary" \
+        "$BIN" "${common[@]}" "$@" --warmup 0 --repeat 1 --csv
+    grep -q '"Kernel Name"' "$temporary" || {
+        cat "$temporary" >&2
+        rm -f "$temporary"
+        echo "NCU did not produce a raw CSV table for $label" >&2
+        return 1
+    }
+    mv "$temporary" "$output"
+}
+
+echo "[preflight] bitmap interleaved and warp-row compute layouts"
+"$BIN" "${common[@]}" --batch 1 --segment-cta-weights 10,10 \
+    --segment-token-interleave 0,16 --ready-window 2 \
+    --packet-readiness wave-bitmap \
+    --warmup 0 --repeat 1 --verify >/dev/null
+"$BIN" "${common[@]}" --batch 1 --segment-cta-weights 10,10 \
+    --segment-token-interleave 0,16 --ready-window 2 \
+    --packet-readiness wave-bitmap --inverse \
+    --warmup 0 --repeat 1 --verify >/dev/null
+"$BIN" "${common[@]}" --batch 1 --segment-cta-weights 10,10 \
+    --segment-token-interleave 0,16 --ready-window 2 \
+    --packet-readiness wave-bitmap --packet-compute-layout warp-rows \
+    --warmup 0 --repeat 1 --verify >/dev/null
+"$BIN" "${common[@]}" --batch 1 --segment-cta-weights 10,10 \
+    --segment-token-interleave 0,16 --ready-window 2 \
+    --packet-readiness wave-bitmap --packet-compute-layout warp-rows \
+    --inverse --warmup 0 --repeat 1 --verify >/dev/null
+
+profile aggregate_b16 --batch 16 --segment-cta-weights 7,13 \
+    --segment-token-interleave 0,0
+profile bitmap_interleaved_b16 --batch 16 --segment-cta-weights 7,13 \
+    --segment-token-interleave 0,16 --ready-window 16 \
+    --packet-readiness wave-bitmap
+profile bitmap_warp_rows_b16 --batch 16 --segment-cta-weights 7,13 \
+    --segment-token-interleave 0,16 --ready-window 16 \
+    --packet-readiness wave-bitmap --packet-compute-layout warp-rows
+profile aggregate_b32 --batch 32 --segment-cta-weights 5,15 \
+    --segment-token-interleave 0,0
+profile bitmap_interleaved_b32 --batch 32 --segment-cta-weights 5,15 \
+    --segment-token-interleave 0,16 --ready-window 8 \
+    --packet-readiness wave-bitmap
+profile bitmap_warp_rows_b32 --batch 32 --segment-cta-weights 5,15 \
+    --segment-token-interleave 0,16 --ready-window 8 \
+    --packet-readiness wave-bitmap --packet-compute-layout warp-rows
+profile aggregate_b64 --batch 64 --segment-cta-weights 5,15 \
+    --segment-token-interleave 0,0
+profile bitmap_interleaved_b64 --batch 64 --segment-cta-weights 5,15 \
+    --segment-token-interleave 0,16 --ready-window 8 \
+    --packet-readiness wave-bitmap
+profile bitmap_warp_rows_b64 --batch 64 --segment-cta-weights 5,15 \
+    --segment-token-interleave 0,16 --ready-window 8 \
+    --packet-readiness wave-bitmap --packet-compute-layout warp-rows
+
+python3 "$ROOT/scripts/summarize_ncu.py" "$OUTPUT_DIR"/*.csv \
+    --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_packet_compute_layout_ncu.py" \
+    "$OUTPUT_DIR/summary.csv" --output "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s and %s\n' "$OUTPUT_DIR/summary.csv" "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/profile_resident_execution_groups_ncu.sh b/scripts/profile_resident_execution_groups_ncu.sh
new file mode 100755
index 0000000..0233701
--- /dev/null
+++ b/scripts/profile_resident_execution_groups_ncu.sh
@@ -0,0 +1,87 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_resident_execution_groups"}
+BATCHES=${BATCHES:-"1 16"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,smsp__inst_executed_pipe_adu.sum,smsp__inst_executed_pipe_cbu.sum,smsp__inst_executed_pipe_lsu.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor,launch__occupancy_limit_registers,launch__occupancy_limit_shared_mem,launch__occupancy_limit_warps}
+
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || {
+        echo "missing executable: $executable" >&2
+        exit 1
+    }
+done
+mkdir -p "$OUTPUT_DIR"
+reports=()
+
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+
+common=(--logN 20 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --cross-twiddle fused
+        --mod-multiply shoup --warmup 0 --repeat 1 --csv)
+
+verify() {
+    local label=$1
+    shift
+    echo "[preflight] $label"
+    "$BIN" "${common[@]}" "$@" --verify >/dev/null
+}
+
+profile() {
+    local label=$1
+    shift
+    local report="$OUTPUT_DIR/${label}.csv"
+    echo "[profile] $label"
+    "$NCU" --target-processes all --replay-mode kernel --cache-control all \
+        --clock-control base --launch-count 1 --metrics "$METRICS" \
+        --page raw --csv --force-overwrite --log-file "$report" \
+        "$BIN" "${common[@]}" "$@"
+    reports+=("$report")
+}
+
+for batch in $BATCHES; do
+    m4_g4=(--batch "$batch" --stage-partition 5,5,5,5
+           --segment-cores radix4 --segment-threads 256
+           --segment-cta-weights 5,5,5,5
+           --boundary-storage full-scratch --target-ctas-per-sm 2)
+    m4_g2_generic=(--batch "$batch" --stage-partition 5,5,5,5
+                   --segment-cores radix4 --segment-threads 256
+                   --segment-cta-weights 5,5,5,5
+                   --boundary-storage resident-fused,full-scratch,resident-fused
+                   --target-ctas-per-sm 2)
+    m4_g2_dataflow=(--batch "$batch" --stage-partition 5,5,5,5
+                    --segment-cores radix4 --segment-threads 256
+                    --segment-cta-weights 5,5,5,5
+                    --boundary-storage resident-fused,full-scratch,resident-fused
+                    --execution-group-cores dataflow-radix4
+                    --execution-group-cta-weights 10,10
+                    --target-ctas-per-sm 4)
+    m2_g2_dataflow=(--batch "$batch" --stage-partition 10,10
+                    --segment-cores dataflow-radix4 --segment-threads 256
+                    --segment-cta-weights 10,10 --boundary-storage full-scratch
+                    --target-ctas-per-sm 4)
+
+    verify "b${batch}_m4_g4_generic" "${m4_g4[@]}"
+    verify "b${batch}_m4_g2_generic" "${m4_g2_generic[@]}"
+    verify "b${batch}_m4_g2_dataflow" "${m4_g2_dataflow[@]}"
+    verify "b${batch}_m2_g2_dataflow" "${m2_g2_dataflow[@]}"
+    profile "b${batch}_m4_g4_generic" "${m4_g4[@]}"
+    profile "b${batch}_m4_g2_generic" "${m4_g2_generic[@]}"
+    profile "b${batch}_m4_g2_dataflow" "${m4_g2_dataflow[@]}"
+    profile "b${batch}_m2_g2_dataflow" "${m2_g2_dataflow[@]}"
+done
+
+python3 "$ROOT/scripts/summarize_ncu.py" "${reports[@]}" \
+    --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_resident_execution_groups_ncu.py" \
+    "$OUTPUT_DIR/summary.csv" --csv "$OUTPUT_DIR/analysis.csv" \
+    --markdown "$OUTPUT_DIR/analysis.md"
+printf 'wrote %s\n' "$OUTPUT_DIR/summary.csv"
diff --git a/scripts/profile_three_level_partitions_ncu.sh b/scripts/profile_three_level_partitions_ncu.sh
new file mode 100755
index 0000000..663de87
--- /dev/null
+++ b/scripts/profile_three_level_partitions_ncu.sh
@@ -0,0 +1,51 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_three_level_partitions"}
+METRICS=${METRICS:-gpu__time_duration.sum,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,smsp__inst_executed_pipe_adu.sum,smsp__inst_executed_pipe_cbu.sum,smsp__inst_executed_pipe_lsu.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum,l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__occupancy_limit_blocks,launch__occupancy_limit_registers,launch__occupancy_limit_shared_mem}
+
+mkdir -p "$OUTPUT_DIR"
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || { echo "missing executable: $executable" >&2; exit 1; }
+done
+
+common=(--logN 20 --batch 4 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --cross-twiddle fused
+        --mod-multiply shoup --warmup 0 --repeat 1 --csv)
+
+profile() {
+    local label=$1
+    shift
+    echo "[profile] $label"
+    "$NCU" --target-processes all --replay-mode kernel --cache-control all \
+        --clock-control base --launch-count 1 --metrics "$METRICS" \
+        --page raw --csv --force-overwrite \
+        --log-file "$OUTPUT_DIR/${label}.csv" \
+        "$BIN" "${common[@]}" "$@"
+}
+
+profile packet128_10x10 \
+    --stage-partition 10,10 --boundary-storage full-scratch \
+    --segment-cores homogeneous-warp128-packet-shared-radix4-static-io \
+    --segment-threads 128 --segment-units 4 --segment-data-space 4 \
+    --segment-data-time 1 --segment-cta-weights 10,10 \
+    --target-ctas-per-sm 4
+profile resident_7x7x6_rows32 \
+    --stage-partition 7,7,6 --segment-cores dataflow-radix4 \
+    --segment-threads 256 --segment-units 32 \
+    --segment-cta-weights 7,7,6 --target-ctas-per-sm 2
+profile resident_6x6x8_rows32 \
+    --stage-partition 6,6,8 --segment-cores dataflow-radix4 \
+    --segment-threads 256 --segment-units 32 \
+    --segment-cta-weights 4,4,12 --target-ctas-per-sm 2
+profile resident_6x6x8_rows4 \
+    --stage-partition 6,6,8 --segment-cores dataflow-radix4 \
+    --segment-threads 128 --segment-units 4 \
+    --segment-cta-weights 4,4,12 --target-ctas-per-sm 4
+
+python3 "$ROOT/scripts/summarize_ncu.py" "$OUTPUT_DIR"/*.csv \
+    --output "$OUTPUT_DIR/summary.csv"
+printf 'wrote %s\n' "$OUTPUT_DIR/summary.csv"
diff --git a/scripts/profile_v07_sector_attribution_ncu.sh b/scripts/profile_v07_sector_attribution_ncu.sh
new file mode 100755
index 0000000..a5ab648
--- /dev/null
+++ b/scripts/profile_v07_sector_attribution_ncu.sh
@@ -0,0 +1,131 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-ncu-lineinfo/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_v07_sector_attribution"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,dram__throughput.avg.pct_of_peak_sustained_elapsed,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_st.sum,lts__t_sector_hit_rate.pct,l1tex__t_sector_hit_rate.pct,smsp__inst_executed.sum,smsp__sass_thread_inst_executed_op_integer_pred_on.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_barrier_per_warp_active.pct,smsp__warp_issue_stalled_wait_per_warp_active.pct,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__grid_size,launch__waves_per_multiprocessor,launch__occupancy_limit_registers,launch__occupancy_limit_shared_mem,launch__occupancy_limit_warps}
+
+mkdir -p "$OUTPUT_DIR"
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || {
+        echo "missing executable: $executable" >&2
+        [[ "$executable" == "$BIN" ]] && \
+            echo "run $ROOT/scripts/build_v07_sector_attribution.sh first" >&2
+        exit 1
+    }
+done
+
+common=(--logN 20 --batch 16 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --cross-twiddle fused --mod-multiply shoup)
+
+v06=("${common[@]}" --segment-cores dataflow-radix4
+     --segment-cta-weights 17,13 --target-ctas-per-sm 4)
+vector_common=("${common[@]}"
+     --segment-cores homogeneous-warp128-vector-radix4-static-io
+     --segment-threads 256 --segment-units 8 --segment-data-space 4
+     --segment-cta-weights 8,7 --target-ctas-per-sm 2)
+
+printf '[preflight] verifying v0.6 and v0.7 d6\n'
+"$BIN" "${v06[@]}" --warmup 0 --repeat 1 --verify --csv >/dev/null
+"$BIN" "${v06[@]}" --inverse --warmup 0 --repeat 1 --verify --csv >/dev/null
+"$BIN" "${vector_common[@]}" --segment-coefficient-reuse-stages 6 \
+    --warmup 0 --repeat 1 --verify --csv >/dev/null
+"$BIN" "${vector_common[@]}" --segment-coefficient-reuse-stages 6 \
+    --inverse --warmup 0 --repeat 1 --verify --csv >/dev/null
+
+profile_aggregate() {
+    local label=$1
+    shift
+    local output="$OUTPUT_DIR/${label}.csv"
+    local temporary="$output.tmp"
+    printf '[aggregate] %s\n' "$label"
+    rm -f "$temporary"
+    if ! "$NCU" --target-processes all --replay-mode kernel \
+        --cache-control none --clock-control base --launch-count 1 \
+        --metrics "$METRICS" --page raw --csv --force-overwrite \
+        --log-file "$temporary" "$BIN" "$@" --warmup 0 --repeat 1 --csv; then
+        [[ -f "$temporary" ]] && cat "$temporary" >&2
+        rm -f "$temporary"
+        return 1
+    fi
+    if ! grep -q '"Kernel Name"' "$temporary"; then
+        cat "$temporary" >&2
+        rm -f "$temporary"
+        echo "NCU did not produce aggregate CSV for $label" >&2
+        return 1
+    fi
+    mv "$temporary" "$output"
+}
+
+profile_source() {
+    local label=$1
+    shift
+    local report_base="$OUTPUT_DIR/${label}_source"
+    local collect_log="$OUTPUT_DIR/${label}_source_collect.log"
+    local source_csv="$OUTPUT_DIR/${label}_source.csv"
+    printf '[source] %s (SourceCounters may require several replay passes)\n' "$label"
+    rm -f "$report_base" "$report_base.ncu-rep" "$collect_log" "$source_csv"
+    if ! "$NCU" --target-processes all --replay-mode kernel \
+        --cache-control none --clock-control base --launch-count 1 \
+        --section SourceCounters --import-source yes --force-overwrite \
+        --export "$report_base" --log-file "$collect_log" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv; then
+        cat "$collect_log" >&2
+        return 1
+    fi
+    local report="$report_base.ncu-rep"
+    [[ -f "$report" ]] || report="$report_base"
+    if ! "$NCU" --import "$report" --page source --print-source cuda,sass \
+        --csv --log-file "$source_csv"; then
+        cat "$source_csv" >&2
+        return 1
+    fi
+    if ! grep -Eq 'Theoretical Sectors|memory_l2_theoretical_sectors_global' \
+        "$source_csv"; then
+        cat "$source_csv" >&2
+        echo "NCU source page is missing global-sector columns for $label" >&2
+        return 1
+    fi
+}
+
+profile_aggregate v06 "${v06[@]}"
+profile_aggregate warp128_vector_radix4_dual "${vector_common[@]}"
+for reuse_stages in 3 4 5 6; do
+    profile_aggregate "warp128_vector_radix4_reuse${reuse_stages}_dual" \
+        "${vector_common[@]}" \
+        --segment-coefficient-reuse-stages "$reuse_stages"
+done
+
+python3 "$ROOT/scripts/summarize_ncu.py" \
+    "$OUTPUT_DIR/v06.csv" \
+    "$OUTPUT_DIR/warp128_vector_radix4_dual.csv" \
+    "$OUTPUT_DIR/warp128_vector_radix4_reuse3_dual.csv" \
+    "$OUTPUT_DIR/warp128_vector_radix4_reuse4_dual.csv" \
+    "$OUTPUT_DIR/warp128_vector_radix4_reuse5_dual.csv" \
+    "$OUTPUT_DIR/warp128_vector_radix4_reuse6_dual.csv" \
+    --output "$OUTPUT_DIR/summary.csv"
+
+profile_source v06 "${v06[@]}"
+profile_source v07_d6 "${vector_common[@]}" \
+    --segment-coefficient-reuse-stages 6
+
+python3 "$ROOT/scripts/analyze_v07_sector_attribution.py" \
+    "$OUTPUT_DIR/summary.csv" \
+    --source-v06 "$OUTPUT_DIR/v06_source.csv" \
+    --source-v07 "$OUTPUT_DIR/v07_d6_source.csv" \
+    --csv "$OUTPUT_DIR/stage_attribution.csv" \
+    --pc-csv "$OUTPUT_DIR/source_pc_attribution.csv" \
+    --markdown "$OUTPUT_DIR/analysis.md"
+
+printf 'wrote %s\n' "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/profile_vector_stage6_distribution_ncu.sh b/scripts/profile_vector_stage6_distribution_ncu.sh
new file mode 100755
index 0000000..5baf1d5
--- /dev/null
+++ b/scripts/profile_vector_stage6_distribution_ncu.sh
@@ -0,0 +1,79 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+NCU=${NCU:-/usr/local/cuda-11.8/bin/ncu}
+BIN=${BIN:-"$ROOT/build-cuda118-gcc9/cuntt_bench"}
+OUTPUT_DIR=${OUTPUT_DIR:-"$ROOT/results/ncu_vector_stage6_distribution"}
+METRICS=${METRICS:-gpu__time_duration.sum,dram__bytes_read.sum,dram__bytes_write.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_ld.sum,l1tex__t_sectors_pipe_lsu_mem_local_op_st.sum,smsp__inst_executed.sum,sm__warps_active.avg.pct_of_peak_sustained_active,smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct,smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct,launch__registers_per_thread,launch__shared_mem_per_block,launch__waves_per_multiprocessor,launch__occupancy_limit_registers,launch__occupancy_limit_shared_mem,launch__occupancy_limit_warps}
+
+mkdir -p "$OUTPUT_DIR"
+restore_owner() {
+    if [[ ${EUID:-$(id -u)} -eq 0 && -n ${SUDO_USER:-} ]]; then
+        chown -R "$SUDO_USER:$(id -gn "$SUDO_USER")" "$OUTPUT_DIR"
+    fi
+}
+trap restore_owner EXIT
+
+for executable in "$NCU" "$BIN"; do
+    [[ -x "$executable" ]] || {
+        echo "missing executable: $executable" >&2
+        exit 1
+    }
+done
+
+common=(--logN 20 --batch 16 --word-bits 32 --modulus 998244353
+        --backend hierarchical-dataflow --stage-partition 10,10
+        --boundary-storage full-scratch --segment-data-time 1,1
+        --cross-twiddle fused --mod-multiply shoup)
+vector=(--segment-cores homogeneous-warp128-vector-radix4-static-io
+        --segment-threads 256 --segment-units 8 --segment-data-space 4
+        --segment-cta-weights 8,7 --target-ctas-per-sm 2)
+
+echo "[preflight] d6 forward/inverse"
+"$BIN" "${common[@]}" "${vector[@]}" \
+    --segment-coefficient-reuse-stages 6 --warmup 0 --repeat 1 --verify >/dev/null
+"$BIN" "${common[@]}" "${vector[@]}" \
+    --segment-coefficient-reuse-stages 6 --inverse \
+    --warmup 0 --repeat 1 --verify >/dev/null
+echo "[preflight] d7 forward/inverse"
+"$BIN" "${common[@]}" "${vector[@]}" \
+    --segment-coefficient-reuse-stages 7 --warmup 0 --repeat 1 --verify >/dev/null
+"$BIN" "${common[@]}" "${vector[@]}" \
+    --segment-coefficient-reuse-stages 7 --inverse \
+    --warmup 0 --repeat 1 --verify >/dev/null
+
+profile() {
+    local label=$1
+    shift
+    local output="$OUTPUT_DIR/${label}.csv"
+    local temporary="$output.tmp"
+    rm -f "$temporary"
+    "$NCU" --target-processes all --replay-mode kernel --cache-control none \
+        --clock-control base --launch-count 1 --metrics "$METRICS" \
+        --page raw --csv --force-overwrite --log-file "$temporary" \
+        "$BIN" "$@" --warmup 0 --repeat 1 --csv
+    if ! grep -q '"Kernel Name"' "$temporary"; then
+        cat "$temporary" >&2
+        rm -f "$temporary"
+        echo "NCU did not produce a raw CSV table for $label" >&2
+        return 1
+    fi
+    mv "$temporary" "$output"
+}
+
+profile v06 "${common[@]}" --segment-cores dataflow-radix4 \
+    --segment-cta-weights 17,13 --target-ctas-per-sm 4
+profile vector_d6 "${common[@]}" "${vector[@]}" \
+    --segment-coefficient-reuse-stages 6
+profile vector_d7 "${common[@]}" "${vector[@]}" \
+    --segment-coefficient-reuse-stages 7
+
+python3 "$ROOT/scripts/summarize_ncu.py" \
+    "$OUTPUT_DIR/v06.csv" "$OUTPUT_DIR/vector_d6.csv" \
+    "$OUTPUT_DIR/vector_d7.csv" --output "$OUTPUT_DIR/summary.csv"
+python3 "$ROOT/scripts/analyze_vector_stage6_distribution.py" \
+    "$OUTPUT_DIR/summary.csv" --output "$OUTPUT_DIR/analysis.md"
+
+printf 'wrote %s and %s\n' \
+    "$OUTPUT_DIR/summary.csv" "$OUTPUT_DIR/analysis.md"
diff --git a/scripts/summarize_appt_core_space.py b/scripts/summarize_appt_core_space.py
new file mode 100755
index 0000000..e9aaf92
--- /dev/null
+++ b/scripts/summarize_appt_core_space.py
@@ -0,0 +1,80 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def median(rows, field):
+    return statistics.median(float(row[field]) for row in rows)
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Summarize the joint APPT physical-core and role-weight scan")
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+
+    rows = list(csv.DictReader(args.raw.open(newline="")))
+    groups = defaultdict(list)
+    baselines = defaultdict(list)
+    for row in rows:
+        key = (int(row["word_bits"]), int(row["batch"]))
+        if row["family"] == "v06":
+            baselines[key].append(row)
+        else:
+            groups[key + (row["physical_core"], row["weights"])].append(row)
+
+    records = []
+    for (bits, batch, core, weights), samples in sorted(groups.items()):
+        v06_ms = median(baselines[(bits, batch)], "kernel_ms")
+        kernel_ms = median(samples, "kernel_ms")
+        records.append({
+            "word_bits": bits,
+            "batch": batch,
+            "physical_core": core,
+            "weights": weights,
+            "kernel_ms": kernel_ms,
+            "min_ms": min(float(row["kernel_ms"]) for row in samples),
+            "trials": len(samples),
+            "v06_ms": v06_ms,
+            "speedup_vs_v06": v06_ms / kernel_ms,
+        })
+
+    best = {}
+    for row in records:
+        key = (row["word_bits"], row["batch"], row["physical_core"])
+        if key not in best or row["kernel_ms"] < best[key]["kernel_ms"]:
+            best[key] = row
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    with args.csv.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=list(records[0]))
+        writer.writeheader()
+        writer.writerows(records)
+
+    lines = [
+        "# APPT Physical-Core Design Space", "",
+        "The APPT schedule is fixed at 7+7+6. Each physical core is searched with the same role-weight simplex; timings are medians across trials.", "",
+        "| bits | batch | physical core | best weights | kernel ms | vs v0.6 | vs warp core |",
+        "|---:|---:|---|---:|---:|---:|---:|",
+    ]
+    for key, row in sorted(best.items()):
+        bits, batch, core = key
+        warp = best.get((bits, batch, "appt-online"))
+        versus_warp = warp["kernel_ms"] / row["kernel_ms"] if warp else 1.0
+        lines.append(
+            f"| {bits} | {batch} | `{core}` | `{row['weights']}` | "
+            f"{row['kernel_ms']:.6f} | {row['speedup_vs_v06']:.3f}x | "
+            f"{versus_warp:.3f}x |")
+    lines += [
+        "", "The role weights are part of a core's physical mapping, not a transferable scheduler constant. A core comparison is valid only after each core has been independently balanced.",
+    ]
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_appt_data_time.py b/scripts/summarize_appt_data_time.py
new file mode 100755
index 0000000..bd0541e
--- /dev/null
+++ b/scripts/summarize_appt_data_time.py
@@ -0,0 +1,103 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input", type=Path)
+    parser.add_argument("--csv", type=Path, required=True)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+
+    samples = defaultdict(list)
+    with args.input.open(newline="") as source:
+        for row in csv.DictReader(source):
+            key = (int(row["word_bits"]), int(row["batch"]), row["variant"],
+                   int(row["scan_data_time"]), row["roles"],
+                   int(row.get("role_mask", 7)))
+            samples[key].append(float(row["kernel_ms"]))
+
+    rows = []
+    for key, values in samples.items():
+        bits, batch, variant, data_time, roles, role_mask = key
+        rows.append({
+            "word_bits": bits, "batch": batch, "variant": variant,
+            "data_time": data_time, "roles": roles,
+            "role_mask": role_mask,
+            "kernel_ms": statistics.median(values), "trials": len(values),
+        })
+    baselines = {
+        (row["word_bits"], row["batch"], row["variant"]): row["kernel_ms"]
+        for row in rows if row["variant"] != "data-time"
+    }
+    for row in rows:
+        key = (row["word_bits"], row["batch"])
+        row["throughput_vs_v06"] = baselines[key + ("v06",)] / row["kernel_ms"]
+        row["throughput_vs_writer_final"] = (
+            baselines[key + ("writer-final",)] / row["kernel_ms"])
+    rows.sort(key=lambda row: (row["word_bits"], row["batch"],
+                               row["variant"], row["data_time"],
+                               row["role_mask"], row["roles"]))
+
+    best = {}
+    for row in rows:
+        if row["variant"] != "data-time":
+            continue
+        key = (row["word_bits"], row["batch"], row["data_time"],
+               row["role_mask"])
+        if key not in best or row["kernel_ms"] < best[key]["kernel_ms"]:
+            best[key] = row
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    fields = ["word_bits", "batch", "variant", "data_time", "role_mask", "roles",
+              "kernel_ms", "trials", "throughput_vs_v06",
+              "throughput_vs_writer_final"]
+    with args.csv.open("w", newline="") as target:
+        writer = csv.DictWriter(target, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+
+    lines = [
+        "# APPT Batch Data-Time Screen", "",
+        "Median CUDA-event time. Each row selects the best P/T/W mapping at fixed `T_d`; `T_d=1` is the controlled schedule-equivalence point.",
+        "",
+        "Role mask bits are producer=1, tail=2, writer=4.", "",
+        "| bits | batch | T_d | role mask | best weights | kernel ms | throughput/writer-final | throughput/v0.6 |",
+        "|---:|---:|---:|---:|---|---:|---:|---:|",
+    ]
+    for key in sorted(best):
+        row = best[key]
+        lines.append(
+            f"| {row['word_bits']} | {row['batch']} | {row['data_time']} | "
+            f"{row['role_mask']} | `{row['roles']}` | {row['kernel_ms']:.6f} | "
+            f"{row['throughput_vs_writer_final']:.3f}x | "
+            f"{row['throughput_vs_v06']:.3f}x |")
+    useful = [row for row in best.values() if row["data_time"] > 1]
+    overall = max(useful, key=lambda row: row["throughput_vs_writer_final"])
+    all_role = [row for row in useful if row["role_mask"] == 7]
+    best_all_role = max(all_role, key=lambda row: row["throughput_vs_writer_final"])
+    lines.extend([
+        "",
+        "## Interpretation", "",
+        f"The best temporal placement is mask `{overall['role_mask']}` at "
+        f"{overall['word_bits']}-bit batch {overall['batch']} and `T_d={overall['data_time']}`: "
+        f"{overall['throughput_vs_writer_final']:.3f}x writer-final and "
+        f"{overall['throughput_vs_v06']:.3f}x v0.6 throughput.",
+        "",
+        f"The best all-role (`7`) temporal point reaches only "
+        f"{best_all_role['throughput_vs_writer_final']:.3f}x writer-final. "
+        "Keeping producer in spatial wavefront order therefore avoids a measurable downstream-readiness delay, but role placement alone does not close the physical-core gap.",
+        "",
+        "This data-time core reuses coefficient/layout state inside each physical role. Producer, tail, and writer still exchange transform state through global memory, so this experiment is a role-local temporal traversal rather than end-to-end on-chip subgraph residence.",
+        "",
+        "The `7+7+6` DAG, grouped state format, writer-final codelet, and global boundary count are fixed.",
+    ])
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_appt_grouped_producer.py b/scripts/summarize_appt_grouped_producer.py
new file mode 100755
index 0000000..6398d2a
--- /dev/null
+++ b/scripts/summarize_appt_grouped_producer.py
@@ -0,0 +1,87 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input", type=Path)
+    parser.add_argument("--csv", type=Path, required=True)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+
+    samples = defaultdict(list)
+    with args.input.open(newline="") as source:
+        for row in csv.DictReader(source):
+            key = (int(row["word_bits"]), int(row["batch"]), row["variant"],
+                   int(row["a_group"]), row["roles"])
+            samples[key].append(float(row["kernel_ms"]))
+
+    rows = []
+    for (bits, batch, variant, group, roles), values in samples.items():
+        rows.append({
+            "word_bits": bits,
+            "batch": batch,
+            "variant": variant,
+            "a_group": group,
+            "roles": roles,
+            "kernel_ms": statistics.median(values),
+            "trials": len(values),
+        })
+    rows.sort(key=lambda row: (row["word_bits"], row["batch"],
+                               row["variant"], row["a_group"], row["roles"]))
+    baselines = {(row["word_bits"], row["batch"], row["variant"]): row["kernel_ms"]
+                 for row in rows if row["variant"] != "grouped"}
+    for row in rows:
+        key = (row["word_bits"], row["batch"])
+        row["throughput_vs_v06"] = (
+            baselines[key + ("v06",)] / row["kernel_ms"])
+        row["throughput_vs_radix4"] = (
+            baselines[key + ("radix4-matched",)] / row["kernel_ms"])
+
+    best = {}
+    for row in rows:
+        if row["variant"] != "grouped":
+            continue
+        key = (row["word_bits"], row["batch"], row["a_group"])
+        if key not in best or row["kernel_ms"] < best[key]["kernel_ms"]:
+            best[key] = row
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    fields = ["word_bits", "batch", "variant", "a_group", "roles",
+              "kernel_ms", "trials", "throughput_vs_v06",
+              "throughput_vs_radix4"]
+    with args.csv.open("w", newline="") as target:
+        writer = csv.DictWriter(target, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+
+    lines = [
+        "# APPT Grouped-Producer Screen",
+        "",
+        "> **Superseded correctness-negative capture.** The grouped producer published `[c][b][a]` while the tail consumed `[b][c][a]`. These timings are retained for diagnosis only.",
+        "",
+        "Median CUDA-event time. Each grouped row is the best role mapping for that `a`-space group.",
+        "",
+        "| bits | batch | a group | best roles (P/T/W) | kernel ms | throughput/v0.6 | throughput/radix4 |",
+        "|---:|---:|---:|---|---:|---:|---:|",
+    ]
+    for key in sorted(best):
+        row = best[key]
+        lines.append(
+            f"| {row['word_bits']} | {row['batch']} | {row['a_group']} | "
+            f"`{row['roles']}` | {row['kernel_ms']:.6f} | "
+            f"{row['throughput_vs_v06']:.3f}x | "
+            f"{row['throughput_vs_radix4']:.3f}x |")
+    lines.extend([
+        "",
+        "The grouped core changes the physical request layout only: the logical `7+7+6` APPT graph and butterfly arithmetic remain fixed.",
+    ])
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_appt_physical_cores.py b/scripts/summarize_appt_physical_cores.py
new file mode 100755
index 0000000..c9c3eaa
--- /dev/null
+++ b/scripts/summarize_appt_physical_cores.py
@@ -0,0 +1,68 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input", type=Path)
+    parser.add_argument("--csv", type=Path, required=True)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+
+    groups = defaultdict(list)
+    with args.input.open(newline="") as source:
+        for row in csv.DictReader(source):
+            key = (int(row["word_bits"]), int(row["batch"]), row["variant"])
+            groups[key].append(float(row["kernel_ms"]))
+
+    records = []
+    for (bits, batch, variant), samples in groups.items():
+        records.append({
+            "word_bits": bits,
+            "batch": batch,
+            "variant": variant,
+            "kernel_ms": statistics.median(samples),
+            "trials": len(samples),
+        })
+    records.sort(key=lambda row: (row["word_bits"], row["batch"], row["variant"]))
+    v06 = {(row["word_bits"], row["batch"]): row["kernel_ms"]
+           for row in records if row["variant"] == "v06"}
+    radix4 = {(row["word_bits"], row["batch"]): row["kernel_ms"]
+              for row in records if row["variant"] == "radix4-matched"}
+    for row in records:
+        key = (row["word_bits"], row["batch"])
+        row["throughput_vs_v06"] = v06[key] / row["kernel_ms"]
+        row["throughput_vs_matched_radix4"] = (
+            radix4[key] / row["kernel_ms"] if row["variant"] == "radix8-matched" else 0.0)
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    fields = ["word_bits", "batch", "variant", "kernel_ms", "trials",
+              "throughput_vs_v06", "throughput_vs_matched_radix4"]
+    with args.csv.open("w", newline="") as target:
+        writer = csv.DictWriter(target, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(records)
+
+    lines = [
+        "# APPT Physical-Core Comparison",
+        "",
+        "Median CUDA-event time. `radix4-matched` and `radix8-matched` use identical role and layout mappings.",
+        "",
+        "| bits | batch | variant | kernel ms | throughput/v0.6 | radix8/radix4 |",
+        "|---:|---:|---|---:|---:|---:|",
+    ]
+    for row in records:
+        relative = (f"{row['throughput_vs_matched_radix4']:.3f}x"
+                    if row["variant"] == "radix8-matched" else "-")
+        lines.append(
+            f"| {row['word_bits']} | {row['batch']} | `{row['variant']}` | "
+            f"{row['kernel_ms']:.6f} | {row['throughput_vs_v06']:.3f}x | {relative} |")
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_appt_pipeline.py b/scripts/summarize_appt_pipeline.py
new file mode 100755
index 0000000..8459d7c
--- /dev/null
+++ b/scripts/summarize_appt_pipeline.py
@@ -0,0 +1,104 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import re
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+POINT = re.compile(
+    r"appt-us(?P<us>\d+)-rs(?P<role_stages>\d+)"
+    r"(?:-rep(?P<replicas>\d+))?-td(?P<td>\d+)"
+    r"(?:-ti(?P<token_interleave>\d+))?-buf(?P<buffers>\d+)-cta(?P<ctas>\d+)"
+)
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Summarize the four-axis APPT pipeline scan")
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+
+    with args.raw.open(newline="") as stream:
+        rows = list(csv.DictReader(stream))
+    grouped = defaultdict(list)
+    metadata = {}
+    for row in rows:
+        key = (int(row["word_bits"]), int(row["logN"]), int(row["batch"]), row["label"])
+        grouped[key].append(float(row["kernel_ms"]))
+        metadata[key] = row
+
+    summary = []
+    for key, samples in grouped.items():
+        bits, logn, batch, label = key
+        row = metadata[key]
+        point = POINT.fullmatch(label)
+        folds = len(row["stage_partition"].split("+"))
+        record = {
+            "word_bits": bits, "logN": logn, "batch": batch,
+            "family": row["family"], "label": label,
+            "kernel_ms": statistics.median(samples), "trials": len(samples),
+            "stage_partition": row["stage_partition"],
+            "us": int(point.group("us")) if point else "",
+            "role_stages": int(point.group("role_stages")) if point else "",
+            "replicas": int(point.group("replicas") or 1) if point else "",
+            "td": int(point.group("td")) if point else "",
+            "token_interleave": int(point.group("token_interleave") or 1) if point else "",
+            "buffers": int(point.group("buffers")) if point else "",
+            "ctas_per_sm": int(point.group("ctas")) if point else "",
+        }
+        points = (1 << logn) * batch
+        state_bytes = 2 * (2 * folds - 1) * points * (bits // 8) if point else 0
+        record["state_traffic_gbps"] = state_bytes / (record["kernel_ms"] * 1.0e6) if point else ""
+        summary.append(record)
+
+    fields = list(summary[0])
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    with args.csv.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(sorted(summary, key=lambda row: (
+            row["word_bits"], row["logN"], row["batch"], row["kernel_ms"])))
+
+    indexed = defaultdict(list)
+    for row in summary:
+        indexed[(row["word_bits"], row["logN"], row["batch"])].append(row)
+    lines = [
+        "# APPT Four-Axis Pipeline Scan", "",
+        "Each APPT row is one fixed physical subgraph reused across stage-time folds. "
+        "The reported state bandwidth counts token reads/writes and online fold reorders, "
+        "but excludes twiddle traffic.", "",
+        "| bits | logN | batch | best staged APPT point | staged ms | online ms | v0.6 ms | online/staged | online/v0.6 |",
+        "|---:|---:|---:|:--|---:|---:|---:|---:|---:|",
+    ]
+    for shape in sorted(indexed):
+        candidates = indexed[shape]
+        appt = min((row for row in candidates if row["family"] == "appt"),
+                   key=lambda row: row["kernel_ms"])
+        v06 = next((row for row in candidates if row["label"] == "resident1010"), None)
+        online = min((row for row in candidates if row["family"] == "appt-online"),
+                     key=lambda row: row["kernel_ms"], default=None)
+        v06_ms = v06["kernel_ms"] if v06 else None
+        point = (f"({appt['us']},{appt['role_stages']},{appt['replicas']},"
+                 f"{appt['td']},{appt['token_interleave']},{appt['buffers']},"
+                 f"{appt['ctas_per_sm']})")
+        online_ms = online["kernel_ms"] if online else None
+        lines.append(
+            f"| {shape[0]} | {shape[1]} | {shape[2]} | {point} | "
+            f"{appt['kernel_ms']:.4f} | "
+            f"{online_ms:.4f} | " if online_ms is not None else
+            f"| {shape[0]} | {shape[1]} | {shape[2]} | {point} | "
+            f"{appt['kernel_ms']:.4f} | n/a | "
+        )
+        lines[-1] += f"{v06_ms:.4f} | " if v06_ms is not None else "n/a | "
+        lines[-1] += (f"{appt['kernel_ms'] / online_ms:.3f}x | "
+                      f"{v06_ms / online_ms:.3f}x |"
+                      if online_ms is not None and v06_ms is not None else
+                      "n/a | n/a |")
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_appt_resident_2d.py b/scripts/summarize_appt_resident_2d.py
new file mode 100755
index 0000000..b425df9
--- /dev/null
+++ b/scripts/summarize_appt_resident_2d.py
@@ -0,0 +1,83 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input", type=Path)
+    parser.add_argument("--csv", type=Path, required=True)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+
+    samples = defaultdict(list)
+    with args.input.open(newline="") as source:
+        for row in csv.DictReader(source):
+            key = (int(row["word_bits"]), int(row["batch"]),
+                   row["variant"], row["scan_roles"])
+            samples[key].append(float(row["kernel_ms"]))
+
+    rows = []
+    for (bits, batch, variant, roles), values in samples.items():
+        rows.append({
+            "word_bits": bits, "batch": batch, "variant": variant,
+            "roles": roles, "kernel_ms": statistics.median(values),
+            "trials": len(values),
+        })
+    baselines = {
+        (row["word_bits"], row["batch"], row["variant"]): row["kernel_ms"]
+        for row in rows if row["variant"] != "resident-2d"
+    }
+    for row in rows:
+        key = (row["word_bits"], row["batch"])
+        row["throughput_vs_writer_final"] = (
+            baselines[key + ("writer-final",)] / row["kernel_ms"])
+        row["throughput_vs_v06"] = (
+            baselines[key + ("v06",)] / row["kernel_ms"])
+    rows.sort(key=lambda row: (row["word_bits"], row["batch"],
+                               row["variant"], row["roles"]))
+
+    best = {}
+    for row in rows:
+        if row["variant"] != "resident-2d":
+            continue
+        key = (row["word_bits"], row["batch"])
+        if key not in best or row["kernel_ms"] < best[key]["kernel_ms"]:
+            best[key] = row
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    fields = ["word_bits", "batch", "variant", "roles", "kernel_ms",
+              "trials", "throughput_vs_writer_final", "throughput_vs_v06"]
+    with args.csv.open("w", newline="") as target:
+        writer = csv.DictWriter(target, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+
+    lines = [
+        "# APPT Resident 2D Screen", "",
+        "Median CUDA-event time. The resident core fixes `a`, executes the first two 7-stage dimensions in one 128x128 subgraph, then streams stage-13 state to the existing register tail and natural writer.",
+        "",
+        "| bits | batch | best P/T/W | resident ms | throughput/writer-final | throughput/v0.6 |",
+        "|---:|---:|---|---:|---:|---:|",
+    ]
+    for key in sorted(best):
+        row = best[key]
+        lines.append(
+            f"| {row['word_bits']} | {row['batch']} | `{row['roles']}` | "
+            f"{row['kernel_ms']:.6f} | "
+            f"{row['throughput_vs_writer_final']:.3f}x | "
+            f"{row['throughput_vs_v06']:.3f}x |")
+    lines.extend([
+        "", "## Interpretation", "",
+        "This is the first mathematically dependency-closed resident 2D point. A fixed producer `c` tile is not closed because the online `[b][c][a] -> [c][d][a]` reorder makes one tail tile consume columns from 128 producer tiles.",
+        "",
+        "The implementation uses 96 KiB dynamic shared memory, so every physical role in the unified cooperative kernel is limited to one CTA/SM. Event timing determines whether subgraph locality compensates for that loss of role concurrency.",
+    ])
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_appt_resident_quarter.py b/scripts/summarize_appt_resident_quarter.py
new file mode 100755
index 0000000..dbf0ebd
--- /dev/null
+++ b/scripts/summarize_appt_resident_quarter.py
@@ -0,0 +1,85 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input", type=Path)
+    parser.add_argument("--csv", type=Path, required=True)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+
+    samples = defaultdict(list)
+    with args.input.open(newline="") as source:
+        for row in csv.DictReader(source):
+            key = (int(row["word_bits"]), int(row["batch"]),
+                   row["variant"], row["scan_roles"])
+            samples[key].append(float(row["kernel_ms"]))
+
+    rows = []
+    for (bits, batch, variant, roles), values in samples.items():
+        rows.append({
+            "word_bits": bits, "batch": batch, "variant": variant,
+            "roles": roles, "kernel_ms": statistics.median(values),
+            "trials": len(values),
+        })
+    reference = {
+        (row["word_bits"], row["batch"], row["variant"]): row["kernel_ms"]
+        for row in rows if row["variant"] != "resident-quarter"
+    }
+    for row in rows:
+        key = (row["word_bits"], row["batch"])
+        row["throughput_vs_resident_2d"] = (
+            reference[key + ("resident-2d",)] / row["kernel_ms"])
+        row["throughput_vs_writer_final"] = (
+            reference[key + ("writer-final",)] / row["kernel_ms"])
+        row["throughput_vs_v06"] = (
+            reference[key + ("v06",)] / row["kernel_ms"])
+    rows.sort(key=lambda row: (row["word_bits"], row["batch"],
+                               row["variant"], row["roles"]))
+
+    best = {}
+    for row in rows:
+        if row["variant"] != "resident-quarter":
+            continue
+        key = (row["word_bits"], row["batch"])
+        if key not in best or row["kernel_ms"] < best[key]["kernel_ms"]:
+            best[key] = row
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    fields = ["word_bits", "batch", "variant", "roles", "kernel_ms",
+              "trials", "throughput_vs_resident_2d",
+              "throughput_vs_writer_final", "throughput_vs_v06"]
+    with args.csv.open("w", newline="") as target:
+        writer = csv.DictWriter(target, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+
+    lines = [
+        "# APPT Resident Quarter Screen", "",
+        "Median CUDA-event time. The quarter core executes four 32x128 tiles, joins quarter pairs at stage 12, and joins the two halves at stage 13.",
+        "",
+        "| bits | batch | best P/T/W | quarter ms | throughput/96KiB | throughput/writer-final | throughput/v0.6 |",
+        "|---:|---:|---|---:|---:|---:|---:|",
+    ]
+    for key in sorted(best):
+        row = best[key]
+        lines.append(
+            f"| {row['word_bits']} | {row['batch']} | `{row['roles']}` | "
+            f"{row['kernel_ms']:.6f} | "
+            f"{row['throughput_vs_resident_2d']:.3f}x | "
+            f"{row['throughput_vs_writer_final']:.3f}x | "
+            f"{row['throughput_vs_v06']:.3f}x |")
+    lines.extend([
+        "", "## Resource Interpretation", "",
+        "The 48 KiB specialization restores two CTA/SM, but launch-bounds cap it at 128 registers/thread. The current compiler allocation spills retained state to the thread stack, so event timing must be read together with cuobjdump resource usage.",
+    ])
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_appt_role_breakdown.py b/scripts/summarize_appt_role_breakdown.py
new file mode 100755
index 0000000..8222d24
--- /dev/null
+++ b/scripts/summarize_appt_role_breakdown.py
@@ -0,0 +1,121 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def median(rows, field):
+    return statistics.median(float(row[field]) for row in rows)
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Summarize APPT online role timing")
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+
+    rows = list(csv.DictReader(args.raw.open(newline="")))
+    grouped = defaultdict(list)
+    for row in rows:
+        grouped[(row["kind"], int(row["bits"]), int(row["batch"]), int(row["role"]))].append(row)
+
+    records = []
+    for bits in (32, 64):
+        for batch in (1, 4):
+            online = [grouped[("online", bits, batch, role)] for role in range(3)]
+            v06 = [grouped[("v06", bits, batch, role)] for role in range(2)]
+            kernel_ms = median(online[0], "kernel_ms")
+            v06_ms = median(v06[0], "kernel_ms")
+            active_ns = 0.0
+            wait_ns = 0.0
+            for role, role_rows in enumerate(online):
+                tasks = median(role_rows, "tasks")
+                wait = median(role_rows, "wait_ns")
+                compute = median(role_rows, "compute_ns")
+                boundary = median(role_rows, "boundary_ns")
+                active_ns += compute + boundary
+                wait_ns += wait
+                records.append({
+                    "word_bits": bits,
+                    "batch": batch,
+                    "role": role,
+                    "kernel_ms": kernel_ms,
+                    "v06_ms": v06_ms,
+                    "tasks": tasks,
+                    "wait_us_per_task": wait / tasks / 1000.0,
+                    "compute_us_per_task": compute / tasks / 1000.0,
+                    "boundary_us_per_task": boundary / tasks / 1000.0,
+                    "span_us": median(role_rows, "span_ns") / 1000.0,
+                    "start_delay_us": median(role_rows, "start_delay_ns") / 1000.0,
+                })
+            grid = 80 * (3 if bits == 32 else 2)
+            ideal_ms = active_ns / grid / 1.0e6
+            for record in records[-3:]:
+                record["work_conserving_lower_bound_ms"] = ideal_ms
+                record["measured_pipeline_efficiency"] = ideal_ms / kernel_ms
+                record["wait_share"] = wait_ns / (wait_ns + active_ns)
+                record["online_over_v06"] = v06_ms / kernel_ms
+                record["lower_bound_over_v06"] = v06_ms / ideal_ms
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    with args.csv.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=list(records[0]))
+        writer.writeheader()
+        writer.writerows(records)
+
+    lines = [
+        "# APPT Online Per-Role Breakdown", "",
+        "Intrusive device-globaltimer diagnostics; normal performance kernels do not include these timers.", "",
+        "| bits | batch | role | wait us/task | compute us/task | boundary us/task | role span us | start delay us |",
+        "|---:|---:|---:|---:|---:|---:|---:|---:|",
+    ]
+    for row in records:
+        lines.append(
+            f"| {row['word_bits']} | {row['batch']} | {row['role']} | "
+            f"{row['wait_us_per_task']:.2f} | {row['compute_us_per_task']:.2f} | "
+            f"{row['boundary_us_per_task']:.2f} | {row['span_us']:.1f} | "
+            f"{row['start_delay_us']:.1f} |"
+        )
+    lines += ["", "## Pipeline Lower Bound", "",
+              "The lower bound divides summed measured active CTA time by resident grid size. "
+              "It removes all readiness waiting and assumes perfect work-conserving role balance.", "",
+              "| bits | batch | measured ms | v0.6 ms | current/v0.6 | active lower bound ms | efficiency | lower-bound/v0.6 | wait share |",
+              "|---:|---:|---:|---:|---:|---:|---:|---:|---:|"]
+    for index in range(0, len(records), 3):
+        row = records[index]
+        lines.append(
+            f"| {row['word_bits']} | {row['batch']} | {row['kernel_ms']:.4f} | "
+            f"{row['v06_ms']:.4f} | {row['online_over_v06']:.3f}x | "
+            f"{row['work_conserving_lower_bound_ms']:.4f} | "
+            f"{100.0 * row['measured_pipeline_efficiency']:.1f}% | "
+            f"{row['lower_bound_over_v06']:.3f}x | {100.0 * row['wait_share']:.1f}% |"
+        )
+    target = records[-3:]
+    row = target[0]
+    compute_ns_per_point = [
+        target[0]["compute_us_per_task"] * 1000.0 / 16384,
+        target[1]["compute_us_per_task"] * 1000.0 / 16384,
+        target[2]["compute_us_per_task"] * 1000.0 / 8192,
+    ]
+    schedule_excess = row["kernel_ms"] - row["work_conserving_lower_bound_ms"]
+    physical_excess = row["work_conserving_lower_bound_ms"] - row["v06_ms"]
+    total_excess = row["kernel_ms"] - row["v06_ms"]
+    lines += [
+        "", "## Uint64 Batch-4 Attribution", "",
+        f"Compute time normalized by task points is `{compute_ns_per_point[0]:.2f}`, "
+        f"`{compute_ns_per_point[1]:.2f}`, and `{compute_ns_per_point[2]:.2f} ns/point` "
+        "for folds 0/1/2. The butterfly work is balanced; there is no isolated slow fold formula.", "",
+        f"Relative to v0.6, `{100.0 * schedule_excess / total_excess:.1f}%` of the measured "
+        f"excess is above the work-conserving active-work lower bound, while "
+        f"`{100.0 * physical_excess / total_excess:.1f}%` remains below that bound. "
+        "The first part is the target for ready-task stealing and role migration. The residual "
+        "requires reducing the extra global fold and using the resident radix-4/twiddle core.",
+    ]
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_appt_static_layout.py b/scripts/summarize_appt_static_layout.py
new file mode 100755
index 0000000..4b74a46
--- /dev/null
+++ b/scripts/summarize_appt_static_layout.py
@@ -0,0 +1,50 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+    groups = defaultdict(list)
+    with args.raw.open(newline="") as stream:
+        for row in csv.DictReader(stream):
+            key = (int(row["word_bits"]), int(row["batch"]), row["variant"])
+            groups[key].append(float(row["kernel_ms"]))
+    records = []
+    baselines = {}
+    for (bits, batch, variant), values in sorted(groups.items()):
+        record = {"word_bits": bits, "batch": batch, "variant": variant,
+                  "kernel_ms": statistics.median(values), "trials": len(values)}
+        records.append(record)
+        if variant == "v06": baselines[(bits, batch)] = record["kernel_ms"]
+    for record in records:
+        record["throughput_vs_v06"] = baselines[(record["word_bits"], record["batch"])] / record["kernel_ms"]
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    with args.csv.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=list(records[0]))
+        writer.writeheader(); writer.writerows(records)
+    best = {}
+    for record in records:
+        if record["variant"] == "v06": continue
+        kind = "static" if record["variant"].startswith("static-") else "natural"
+        key = (record["word_bits"], record["batch"], kind)
+        if key not in best or record["kernel_ms"] < best[key]["kernel_ms"]:
+            best[key] = record
+    lines = ["# APPT Static Layout Search", "",
+             "Median V100 logN=20 timings. Natural includes the online writer; static is the chaining ceiling.", "",
+             "| bits | batch | contract | best point | kernel ms | throughput/v0.6 |",
+             "|---:|---:|---|---|---:|---:|"]
+    for (bits, batch, kind), row in sorted(best.items()):
+        lines.append(f"| {bits} | {batch} | {kind} | `{row['variant']}` | {row['kernel_ms']:.6f} | {row['throughput_vs_v06']:.3f}x |")
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_appt_tail_cores.py b/scripts/summarize_appt_tail_cores.py
new file mode 100755
index 0000000..2d074b3
--- /dev/null
+++ b/scripts/summarize_appt_tail_cores.py
@@ -0,0 +1,60 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Summarize APPT tail-core timings")
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+
+    groups = defaultdict(list)
+    for row in csv.DictReader(args.raw.open(newline="")):
+        groups[(int(row["word_bits"]), int(row["batch"]),
+                row["physical_core"], row["weights"])].append(
+                    float(row["kernel_ms"]))
+
+    records = []
+    baselines = {}
+    for (bits, batch, core, weights), values in sorted(groups.items()):
+        median_ms = statistics.median(values)
+        record = {
+            "word_bits": bits, "batch": batch, "physical_core": core,
+            "weights": weights, "kernel_ms": median_ms,
+            "min_ms": min(values), "trials": len(values),
+        }
+        records.append(record)
+        if core == "v06":
+            baselines[(bits, batch)] = median_ms
+    for record in records:
+        record["throughput_vs_v06"] = (
+            baselines[(record["word_bits"], record["batch"])] /
+            record["kernel_ms"])
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    with args.csv.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=list(records[0]))
+        writer.writeheader()
+        writer.writerows(records)
+
+    lines = [
+        "# APPT Tail Physical Cores", "",
+        "V100 logN=20 timings at independently calibrated role weights.", "",
+        "| bits | batch | physical core | weights | kernel ms | throughput/v0.6 |",
+        "|---:|---:|---|---:|---:|---:|",
+    ]
+    for row in records:
+        lines.append(
+            f"| {row['word_bits']} | {row['batch']} | `{row['physical_core']}` | "
+            f"`{row['weights']}` | {row['kernel_ms']:.6f} | "
+            f"{row['throughput_vs_v06']:.3f}x |")
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_appt_writer_final.py b/scripts/summarize_appt_writer_final.py
new file mode 100755
index 0000000..9f44fa5
--- /dev/null
+++ b/scripts/summarize_appt_writer_final.py
@@ -0,0 +1,114 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input", type=Path)
+    parser.add_argument("--csv", type=Path, required=True)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+
+    samples = defaultdict(list)
+    with args.input.open(newline="") as source:
+        for row in csv.DictReader(source):
+            key = (int(row["word_bits"]), int(row["batch"]), row["variant"],
+                   int(row["fragment_width"]), int(row["writer_tiles"]),
+                   row["roles"])
+            samples[key].append(float(row["kernel_ms"]))
+
+    rows = []
+    for key, values in samples.items():
+        bits, batch, variant, fragment, writer_tiles, roles = key
+        rows.append({
+            "word_bits": bits,
+            "batch": batch,
+            "variant": variant,
+            "fragment_width": fragment,
+            "writer_tiles": writer_tiles,
+            "roles": roles,
+            "kernel_ms": statistics.median(values),
+            "trials": len(values),
+        })
+    baselines = {
+        (row["word_bits"], row["batch"], row["variant"]): row["kernel_ms"]
+        for row in rows if row["variant"] != "writer-final"
+    }
+    for row in rows:
+        key = (row["word_bits"], row["batch"])
+        row["throughput_vs_v06"] = baselines[key + ("v06",)] / row["kernel_ms"]
+        row["throughput_vs_grouped"] = (
+            baselines[key + ("grouped",)] / row["kernel_ms"])
+    rows.sort(key=lambda row: (
+        row["word_bits"], row["batch"], row["variant"],
+        row["fragment_width"], row["writer_tiles"], row["roles"]))
+
+    best_by_fragment = {}
+    best_overall = {}
+    for row in rows:
+        if row["variant"] != "writer-final":
+            continue
+        fragment_key = (row["word_bits"], row["batch"],
+                        row["fragment_width"])
+        overall_key = (row["word_bits"], row["batch"])
+        if (fragment_key not in best_by_fragment or
+                row["kernel_ms"] < best_by_fragment[fragment_key]["kernel_ms"]):
+            best_by_fragment[fragment_key] = row
+        if (overall_key not in best_overall or
+                row["kernel_ms"] < best_overall[overall_key]["kernel_ms"]):
+            best_overall[overall_key] = row
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    fields = ["word_bits", "batch", "variant", "fragment_width",
+              "writer_tiles", "roles", "kernel_ms", "trials",
+              "throughput_vs_v06", "throughput_vs_grouped"]
+    with args.csv.open("w", newline="") as target:
+        writer = csv.DictWriter(target, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+
+    lines = [
+        "# APPT Writer-Final Screen",
+        "",
+        "Median CUDA-event time. The grouped baseline uses the corrected group-32 layout with the prior selected mapping.",
+        "",
+        "## Best Overall",
+        "",
+        "| bits | batch | fragment | writer tiles | roles (P/T/W) | kernel ms | throughput/v0.6 | throughput/grouped |",
+        "|---:|---:|---:|---:|---|---:|---:|---:|",
+    ]
+    for key in sorted(best_overall):
+        row = best_overall[key]
+        lines.append(
+            f"| {row['word_bits']} | {row['batch']} | "
+            f"{row['fragment_width']} | {row['writer_tiles']} | "
+            f"`{row['roles']}` | {row['kernel_ms']:.6f} | "
+            f"{row['throughput_vs_v06']:.3f}x | "
+            f"{row['throughput_vs_grouped']:.3f}x |")
+    lines.extend([
+        "",
+        "## Best Per Fragment",
+        "",
+        "| bits | batch | fragment | writer tiles | roles (P/T/W) | kernel ms | throughput/grouped |",
+        "|---:|---:|---:|---:|---|---:|---:|",
+    ])
+    for key in sorted(best_by_fragment):
+        row = best_by_fragment[key]
+        lines.append(
+            f"| {row['word_bits']} | {row['batch']} | "
+            f"{row['fragment_width']} | {row['writer_tiles']} | "
+            f"`{row['roles']}` | {row['kernel_ms']:.6f} | "
+            f"{row['throughput_vs_grouped']:.3f}x |")
+    lines.extend([
+        "",
+        "Writer-final preserves the `7+7+6` logical graph. It moves stage 19 into the existing static-to-natural writer so the final coefficient axis is lane-coalesced.",
+    ])
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_hierarchical_dataflow.py b/scripts/summarize_hierarchical_dataflow.py
new file mode 100755
index 0000000..20ab675
--- /dev/null
+++ b/scripts/summarize_hierarchical_dataflow.py
@@ -0,0 +1,79 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import math
+from pathlib import Path
+
+
+FIELDS = (
+    "word_bits", "logN", "batch", "backend", "n1_log", "rows_per_block",
+    "threads_per_block", "data_time", "target_ctas_per_sm", "hierarchical_core",
+    "kernel_ms", "correct",
+)
+
+
+def read_rows(paths):
+    rows = []
+    for path in paths:
+        with Path(path).open(newline="") as stream:
+            for row in csv.DictReader(stream):
+                if not row.get("backend"):
+                    continue
+                rows.append({field: row.get(field, "") for field in FIELDS})
+    return rows
+
+
+def number(row, field):
+    try:
+        return float(row[field])
+    except (KeyError, TypeError, ValueError):
+        return math.inf
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Summarize HierarchicalDataflow scans")
+    parser.add_argument("inputs", nargs="+")
+    parser.add_argument("--csv", required=True)
+    parser.add_argument("--markdown", required=True)
+    args = parser.parse_args()
+    rows = read_rows(args.inputs)
+    if not rows:
+        raise ValueError("no benchmark CSV records found")
+
+    output_csv = Path(args.csv)
+    output_csv.parent.mkdir(parents=True, exist_ok=True)
+    with output_csv.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=FIELDS)
+        writer.writeheader()
+        writer.writerows(sorted(rows, key=lambda r: (int(r["word_bits"]), int(r["logN"]), int(r["batch"]), r["backend"], number(r, "kernel_ms"))))
+
+    groups = {}
+    for row in rows:
+        groups.setdefault((row["word_bits"], row["logN"], row["batch"]), []).append(row)
+    lines = [
+        "# HierarchicalDataflow comparison", "",
+        "| bits | logN | batch | Hybrid2D ms | best hierarchical ms | speedup | core | rows | Td | threads | Rb | correct |",
+        "|---:|---:|---:|---:|---:|---:|:--|---:|---:|---:|---:|:---:|",
+    ]
+    for key in sorted(groups, key=lambda k: tuple(map(int, k))):
+        group = groups[key]
+        baselines = [r for r in group if r["backend"] == "hybrid2d"]
+        candidates = [r for r in group if r["backend"] in ("hierarchical-barrier", "hierarchical-dataflow")]
+        if not candidates:
+            continue
+        best = min(candidates, key=lambda r: number(r, "kernel_ms"))
+        base_ms = min((number(r, "kernel_ms") for r in baselines), default=math.inf)
+        best_ms = number(best, "kernel_ms")
+        base_text = f"{base_ms:.6f}" if math.isfinite(base_ms) else "n/a"
+        speedup = f"{base_ms / best_ms:.3f}x" if math.isfinite(base_ms) and best_ms > 0 else "n/a"
+        correct = "yes" if best["correct"] == "1" else "no"
+        lines.append(
+            f"| {key[0]} | {key[1]} | {key[2]} | {base_text} | {best_ms:.6f} | {speedup} | "
+            f"{best['hierarchical_core'] or 'dataflow-radix4'} | {best['rows_per_block']} | {best['data_time']} | {best['threads_per_block']} | "
+            f"{best['target_ctas_per_sm']} | {correct} |"
+        )
+    Path(args.markdown).write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_hierarchical_streaming_comparison.py b/scripts/summarize_hierarchical_streaming_comparison.py
new file mode 100755
index 0000000..ca5899f
--- /dev/null
+++ b/scripts/summarize_hierarchical_streaming_comparison.py
@@ -0,0 +1,98 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import math
+import re
+import statistics
+from pathlib import Path
+
+
+LABEL = re.compile(r"^(barrier|resident1010|generic776|resident776)-w(32|64)-b([0-9]+)$")
+
+
+def summarize(rows):
+    samples = {}
+    correct = {}
+    barriers = {}
+    for row in rows:
+        match = LABEL.match(row["label"])
+        if not match:
+            raise ValueError(f"invalid comparison label: {row['label']}")
+        variant, bits, batch = match.group(1), int(match.group(2)), int(match.group(3))
+        key = (variant, bits, batch)
+        samples.setdefault(key, []).append(float(row["kernel_ms"]))
+        correct.setdefault(key, []).append(int(row["correct"]))
+    parsed = []
+    for (variant, bits, batch), values in samples.items():
+        median = statistics.median(values)
+        record = {
+            "variant": variant, "word_bits": bits, "batch": batch,
+            "trials": len(values), "kernel_ms": median,
+            "min_kernel_ms": min(values), "max_kernel_ms": max(values),
+            "spread_pct": (max(values) / min(values) - 1.0) * 100.0,
+            "correct": 0 if 0 in correct[(variant, bits, batch)] else correct[(variant, bits, batch)][0],
+        }
+        parsed.append(record)
+        if variant == "barrier":
+            barriers[(bits, batch)] = median
+    for record in parsed:
+        base = barriers.get((record["word_bits"], record["batch"]))
+        if base is None:
+            raise ValueError(f"missing barrier for uint{record['word_bits']} batch {record['batch']}")
+        record["speedup_vs_barrier"] = base / record["kernel_ms"]
+    return sorted(parsed, key=lambda row: (row["word_bits"], row["batch"], row["variant"]))
+
+
+def geomean(values):
+    return math.exp(sum(math.log(value) for value in values) / len(values))
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Summarize hierarchical streaming batch scaling")
+    parser.add_argument("raw")
+    parser.add_argument("--csv", required=True)
+    parser.add_argument("--markdown", required=True)
+    args = parser.parse_args()
+    with Path(args.raw).open(newline="") as stream:
+        records = summarize(list(csv.DictReader(stream)))
+    with Path(args.csv).open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=list(records[0]))
+        writer.writeheader()
+        writer.writerows(records)
+
+    variants = ("barrier", "resident1010", "generic776", "resident776")
+    lines = [
+        "# Hierarchical Streaming Batch Comparison", "",
+        "CUDA-event times use identical V100 binaries and measurement settings. "
+        "Rows are medians of independent process trials; speedup above one is "
+        "better than the v0.6 barrier implementation.", "",
+    ]
+    for bits in (32, 64):
+        subset = [row for row in records if row["word_bits"] == bits]
+        batches = sorted({row["batch"] for row in subset})
+        indexed = {(row["batch"], row["variant"]): row for row in subset}
+        lines.extend([
+            f"## uint{bits}", "",
+            "| batch | barrier ms | resident 10+10 ms/speedup | generic 7+7+6 ms/speedup | resident 7+7+6 ms/speedup |",
+            "|---:|---:|:--|:--|:--|",
+        ])
+        for batch in batches:
+            cells = []
+            for variant in variants[1:]:
+                row = indexed[(batch, variant)]
+                cells.append(f"{row['kernel_ms']:.6f} / {row['speedup_vs_barrier']:.3f}x")
+            lines.append(
+                f"| {batch} | {indexed[(batch, 'barrier')]['kernel_ms']:.6f} | "
+                f"{cells[0]} | {cells[1]} | {cells[2]} |"
+            )
+        lines.extend(["", "Geomean speedup versus barrier:", ""])
+        for variant in variants[1:]:
+            values = [row["speedup_vs_barrier"] for row in subset if row["variant"] == variant]
+            lines.append(f"- `{variant}`: `{geomean(values):.3f}x`")
+        max_spread = max(row["spread_pct"] for row in subset)
+        lines.extend(["", f"Maximum trial spread: `{max_spread:.2f}%`.", ""])
+    Path(args.markdown).write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_homogeneous_10x10.py b/scripts/summarize_homogeneous_10x10.py
new file mode 100755
index 0000000..5277baa
--- /dev/null
+++ b/scripts/summarize_homogeneous_10x10.py
@@ -0,0 +1,106 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input", type=Path)
+    parser.add_argument("--csv", type=Path, required=True)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+
+    samples = defaultdict(list)
+    with args.input.open(newline="") as source:
+        for row in csv.DictReader(source):
+            key = (int(row["word_bits"]), int(row["batch"]), row["variant"],
+                   int(row["producer_dt"]), int(row["consumer_dt"]),
+                   row["weights"], int(row["resident_ctas"]))
+            samples[key].append(float(row["kernel_ms"]))
+
+    rows = []
+    for key, values in samples.items():
+        bits, batch, variant, producer_dt, consumer_dt, weights, resident = key
+        rows.append({
+            "word_bits": bits, "batch": batch, "variant": variant,
+            "producer_dt": producer_dt, "consumer_dt": consumer_dt,
+            "weights": weights, "resident_ctas": resident,
+            "kernel_ms": statistics.median(values), "trials": len(values),
+        })
+
+    baselines = {}
+    for row in rows:
+        if row["variant"] == "v06":
+            key = (row["word_bits"], row["batch"])
+            if key not in baselines or row["kernel_ms"] < baselines[key]:
+                baselines[key] = row["kernel_ms"]
+    for row in rows:
+        row["throughput_vs_v06"] = (
+            baselines[(row["word_bits"], row["batch"])] / row["kernel_ms"])
+    rows.sort(key=lambda row: (row["word_bits"], row["batch"], row["variant"],
+                               row["producer_dt"], row["consumer_dt"],
+                               row["weights"]))
+
+    best = {}
+    equivalent = {}
+    temporal = {}
+    for row in rows:
+        if row["variant"] != "homogeneous":
+            continue
+        key = (row["word_bits"], row["batch"])
+        if key not in best or row["kernel_ms"] < best[key]["kernel_ms"]:
+            best[key] = row
+        if row["producer_dt"] == 1 and row["consumer_dt"] == 1:
+            if key not in equivalent or row["kernel_ms"] < equivalent[key]["kernel_ms"]:
+                equivalent[key] = row
+        elif key not in temporal or row["kernel_ms"] < temporal[key]["kernel_ms"]:
+            temporal[key] = row
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    fields = ["word_bits", "batch", "variant", "producer_dt", "consumer_dt",
+              "weights", "resident_ctas", "kernel_ms", "trials",
+              "throughput_vs_v06"]
+    with args.csv.open("w", newline="") as target:
+        writer = csv.DictWriter(target, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+
+    lines = [
+        "# Homogeneous 10+10 Subgraph Screen", "",
+        "Median CUDA-event time after warmup. v0.6 and the generated template use the same resident radix-4 arithmetic core, full-scratch boundary, and cooperative launch.",
+        "",
+        "| bits | batch | v0.6 ms | template D_t=1 ms | equivalence | best non-degenerate D_t | weights | temporal ms | temporal/v0.6 |",
+        "|---:|---:|---:|---:|---:|---|---|---:|---:|",
+    ]
+    for key in sorted(best):
+        bits, batch = key
+        candidate = temporal[key]
+        control = equivalent[key]
+        lines.append(
+            f"| {bits} | {batch} | {baselines[key]:.6f} | "
+            f"{control['kernel_ms']:.6f} | {control['throughput_vs_v06']:.3f}x | "
+            f"`{candidate['producer_dt']}:{candidate['consumer_dt']}` | "
+            f"`{candidate['weights']}` | {candidate['kernel_ms']:.6f} | "
+            f"{candidate['throughput_vs_v06']:.3f}x |")
+
+    ratios_by_bits = defaultdict(list)
+    for key, row in temporal.items():
+        ratios_by_bits[key[0]].append((key[1], row["throughput_vs_v06"]))
+    lines.extend(["", "## Interpretation", ""])
+    for bits in sorted(ratios_by_bits):
+        ordered = sorted(ratios_by_bits[bits])
+        trend = ", ".join(f"batch {batch}: {ratio:.3f}x"
+                          for batch, ratio in ordered)
+        lines.append(f"- {bits}-bit best/v0.6 by batch: {trend}.")
+    lines.extend([
+        "",
+        "`D_t=1:1` isolates template/selector overhead. Non-degenerate rows test role-local temporal traversal; the GPU warp scheduler selects among ready resident warps but does not overlap load/compute/store inside one CTA subgraph.",
+    ])
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_homogeneous_warp_10x10.py b/scripts/summarize_homogeneous_warp_10x10.py
new file mode 100755
index 0000000..52bf918
--- /dev/null
+++ b/scripts/summarize_homogeneous_warp_10x10.py
@@ -0,0 +1,98 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input", type=Path)
+    parser.add_argument("--csv", type=Path, required=True)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+
+    samples = defaultdict(list)
+    with args.input.open(newline="") as source:
+        for row in csv.DictReader(source):
+            key = (int(row["word_bits"]), int(row["batch"]), row["variant"],
+                   int(row["scan_threads"]), int(row["scan_units"]),
+                   int(row["scan_resident"]))
+            samples[key].append(float(row["kernel_ms"]))
+
+    rows = []
+    for key, values in samples.items():
+        bits, batch, variant, threads, units, resident = key
+        rows.append({
+            "word_bits": bits, "batch": batch, "variant": variant,
+            "threads": threads, "units": units, "resident": resident,
+            "kernel_ms": statistics.median(values), "trials": len(values),
+        })
+    baseline = {(r["word_bits"], r["batch"]): r["kernel_ms"]
+                for r in rows if r["variant"] == "v06"}
+    for row in rows:
+        row["throughput_vs_v06"] = (
+            baseline[(row["word_bits"], row["batch"])] / row["kernel_ms"])
+    rows.sort(key=lambda r: (r["word_bits"], r["batch"], r["variant"],
+                             r["threads"]))
+
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    fields = ["word_bits", "batch", "variant", "threads", "units",
+              "resident", "kernel_ms", "trials", "throughput_vs_v06"]
+    with args.csv.open("w", newline="") as target:
+        writer = csv.DictWriter(target, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+
+    lines = [
+        "# Warp-Granular 10+10 Physical-Core Screen", "",
+        "Median CUDA-event time across repeated trials; trial count, warmup, "
+        "and repetitions are controlled by the benchmark environment.", "",
+        "| bits | batch | v0.6 ms | best full packet | full ms | best half packet | half ms | selected mapping | selected ms | selected/v0.6 |",
+        "|---:|---:|---:|---:|---:|---:|---:|---|---:|---:|",
+    ]
+    for bits in (32, 64):
+        for batch in sorted({r["batch"] for r in rows if r["word_bits"] == bits}):
+            selected = [r for r in rows if r["word_bits"] == bits and
+                        r["batch"] == batch]
+            v06 = next(r for r in selected if r["variant"] == "v06")
+            warp1024 = next(r for r in selected if r["variant"] == "warp1024")
+            warp256 = min((r for r in selected if r["variant"] == "warp256"),
+                          key=lambda r: r["kernel_ms"])
+            static = min((r for r in selected
+                          if r["variant"] == "warp256_static"),
+                         key=lambda r: r["kernel_ms"])
+            static_io = min((r for r in selected
+                             if r["variant"] == "warp256_static_io"),
+                            key=lambda r: r["kernel_ms"])
+            full = min((static, static_io), key=lambda r: r["kernel_ms"])
+            half = min((r for r in selected if r["variant"] in
+                        ("warp256_static_half", "warp256_static_io_half")),
+                       key=lambda r: r["kernel_ms"])
+            best = min((full, half), key=lambda r: r["kernel_ms"])
+            packet = 4 if bits == 32 else 2
+            full_name = f"{full['variant'].removeprefix('warp256_')}/t{full['threads']}"
+            half_name = f"{half['variant'].removeprefix('warp256_')}/t{half['threads']}/r{packet}"
+            if bits == 32 and half["variant"] == "warp256_static_io_half":
+                weight = {1: "11:9", 4: "8:7", 16: "17:13"}.get(
+                    batch, "11:9")
+                half_name += f"/w{weight}"
+            best_name = full_name if best is full else half_name
+            lines.append(
+                f"| {bits} | {batch} | {v06['kernel_ms']:.6f} | "
+                f"{full_name} | {full['kernel_ms']:.6f} | "
+                f"{half_name} | {half['kernel_ms']:.6f} | {best_name} | "
+                f"{best['kernel_ms']:.6f} | {best['throughput_vs_v06']:.3f}x |")
+    lines.extend([
+        "", "## Interpretation", "",
+        "Full packets fill 32-byte sectors; half packets trade transaction "
+        "packing for one additional resident 128-thread CTA. The selected "
+        "mapping jointly searches IO mode, shared layout, packet width, CTA "
+        "width, and producer/consumer role balance.",
+    ])
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_hybrid_dataflow.py b/scripts/summarize_hybrid_dataflow.py
new file mode 100755
index 0000000..ea47348
--- /dev/null
+++ b/scripts/summarize_hybrid_dataflow.py
@@ -0,0 +1,64 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from collections import defaultdict
+from pathlib import Path
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Summarize HybridDataflow benchmark CSV files")
+    parser.add_argument("inputs", nargs="+", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+
+    rows = []
+    for path in args.inputs:
+        with path.open(newline="") as handle:
+            record = next(csv.DictReader(handle))
+        record.setdefault("role_stages", "0")
+        record.setdefault("target_ctas_per_sm", "0")
+        record.setdefault("token_interleave", "1")
+        record["case"] = path.stem
+        rows.append(record)
+    rows.sort(key=lambda row: (int(row["word_bits"]), int(row["logN"]), int(row["batch"]), row["case"]))
+
+    fields = ["case", "backend", "word_bits", "logN", "batch", "stage_space", "role_stages", "target_ctas_per_sm", "data_space", "data_time", "token_interleave",
+              "pipeline_buffers", "dataflow_layout", "dataflow_state", "kernel_ms", "kernel_ntt_s", "correct"]
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    with args.csv.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows({field: row[field] for field in fields} for row in rows)
+
+    lines = ["# HybridDataflow benchmark", "", "| case | bits | logN | batch | backend | Us | Ur | Rb | Ud | Td | Ti | kernel ms | correct |",
+             "|---|---:|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|---:|"]
+    for row in rows:
+        lines.append(f"| {row['case']} | {row['word_bits']} | {row['logN']} | {row['batch']} | "
+                     f"{row['backend']} | {row['stage_space']} | {row['role_stages']} | {row['target_ctas_per_sm']} | "
+                     f"{row['data_space']} | {row['data_time']} | {row['token_interleave']} | "
+                     f"{float(row['kernel_ms']):.6f} | {row['correct']} |")
+    groups = defaultdict(list)
+    for row in rows:
+        groups[(row["word_bits"], row["logN"], row["batch"])].append(row)
+    lines += ["", "## Best generated point versus baseline", "",
+              "| bits | logN | batch | baseline | baseline ms | best Us | best Ur | best Rb | best Td | dataflow ms | baseline/dataflow |",
+              "|---:|---:|---:|---|---:|---:|---:|---:|---:|---:|---:|"]
+    for key in sorted(groups, key=lambda item: tuple(map(int, item))):
+        group = groups[key]
+        dataflow = [row for row in group if row["backend"] == "hybrid-dataflow"]
+        baselines = [row for row in group if row["backend"] not in ("hybrid-dataflow", "stage-pipeline")]
+        if not dataflow or not baselines:
+            continue
+        best = min(dataflow, key=lambda row: float(row["kernel_ms"]))
+        baseline = min(baselines, key=lambda row: float(row["kernel_ms"]))
+        ratio = float(baseline["kernel_ms"]) / float(best["kernel_ms"])
+        lines.append(f"| {key[0]} | {key[1]} | {key[2]} | {baseline['backend']} | "
+                     f"{float(baseline['kernel_ms']):.6f} | {best['stage_space']} | {best['role_stages']} | "
+                     f"{best['target_ctas_per_sm']} | {best['data_time']} | "
+                     f"{float(best['kernel_ms']):.6f} | {ratio:.3f}x |")
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_hybrid_dataflow_td_batch_fine.py b/scripts/summarize_hybrid_dataflow_td_batch_fine.py
new file mode 100755
index 0000000..d48c350
--- /dev/null
+++ b/scripts/summarize_hybrid_dataflow_td_batch_fine.py
@@ -0,0 +1,74 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+from collections import defaultdict
+from pathlib import Path
+
+
+def compress_regions(winners):
+    regions = []
+    start = previous = winners[0][0]
+    td = winners[0][1]
+    for batch, winner in winners[1:]:
+        if winner != td:
+            regions.append((start, previous, td))
+            start, td = batch, winner
+        previous = batch
+    regions.append((start, previous, td))
+    return ", ".join(f"{start}{'' if start == end else '-' + str(end)}:Td{td}"
+                     for start, end, td in regions)
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Summarize fine batch/Td boundary scans")
+    parser.add_argument("inputs", nargs="+", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+
+    rows = []
+    groups = defaultdict(list)
+    for path in args.inputs:
+        with path.open(newline="") as handle:
+            source = next(csv.DictReader(handle))
+        if int(source["correct"]) != 1:
+            raise ValueError(f"incorrect batch-boundary point: {path}")
+        row = {"word_bits": int(source["word_bits"]), "logN": int(source["logN"]),
+               "batch": int(source["batch"]), "data_time": int(source["data_time"]),
+               "kernel_ms": float(source["kernel_ms"]), "case": path.stem}
+        rows.append(row)
+        groups[(row["word_bits"], row["logN"], row["batch"])].append(row)
+    for group in groups.values():
+        best = min(row["kernel_ms"] for row in group)
+        for row in group:
+            row["regret"] = row["kernel_ms"] / best
+    rows.sort(key=lambda row: (row["word_bits"], row["logN"], row["batch"], row["data_time"]))
+
+    fields = ["case", "word_bits", "logN", "batch", "data_time", "kernel_ms", "regret"]
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    with args.csv.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+
+    shape_groups = defaultdict(list)
+    for key, group in groups.items():
+        best = min(group, key=lambda row: row["kernel_ms"])
+        plateau = ",".join(str(row["data_time"]) for row in group if row["regret"] <= 1.02)
+        shape_groups[key[:2]].append((key[2], best["data_time"], best["kernel_ms"], plateau))
+    lines = ["# HybridDataflow fine batch/Td boundaries", "",
+             "| bits | logN | compressed winner regions |", "|---:|---:|---|"]
+    for shape, values in sorted(shape_groups.items()):
+        winners = [(batch, td) for batch, td, _, _ in sorted(values)]
+        lines.append(f"| {shape[0]} | {shape[1]} | {compress_regions(winners)} |")
+    lines += ["", "## Per-batch winner", "",
+              "| bits | logN | batch | best Td | kernel ms | <=2% candidates |",
+              "|---:|---:|---:|---:|---:|---|"]
+    for shape, values in sorted(shape_groups.items()):
+        for batch, td, kernel_ms, plateau in sorted(values):
+            lines.append(f"| {shape[0]} | {shape[1]} | {batch} | {td} | {kernel_ms:.6f} | {plateau} |")
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_hybrid_dataflow_td_confirm.py b/scripts/summarize_hybrid_dataflow_td_confirm.py
new file mode 100755
index 0000000..eb63843
--- /dev/null
+++ b/scripts/summarize_hybrid_dataflow_td_confirm.py
@@ -0,0 +1,67 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Summarize repeated HybridDataflow Td confirmation scans")
+    parser.add_argument("inputs", nargs="+", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+
+    samples = defaultdict(list)
+    for path in args.inputs:
+        with path.open(newline="") as handle:
+            row = next(csv.DictReader(handle))
+        if int(row["correct"]) != 1:
+            raise ValueError(f"incorrect confirmation point: {path}")
+        key = (int(row["word_bits"]), int(row["logN"]), int(row["batch"]),
+               int(row["role_stages"]), int(row["data_time"]))
+        samples[key].append(float(row["kernel_ms"]))
+
+    rows = []
+    for key, values in sorted(samples.items()):
+        if len(values) != 3:
+            raise ValueError(f"expected three trials for {key}, got {len(values)}")
+        median = statistics.median(values)
+        rows.append({
+            "word_bits": key[0], "logN": key[1], "batch": key[2], "role_stages": key[3],
+            "data_time": key[4], "median_ms": median, "min_ms": min(values), "max_ms": max(values),
+            "cv_pct": 100.0 * statistics.pstdev(values) / statistics.mean(values),
+        })
+
+    groups = defaultdict(list)
+    for row in rows:
+        groups[(row["word_bits"], row["logN"], row["batch"])].append(row)
+    for group in groups.values():
+        best = min(row["median_ms"] for row in group)
+        for row in group:
+            row["regret"] = row["median_ms"] / best
+
+    fields = ["word_bits", "logN", "batch", "role_stages", "data_time", "median_ms",
+              "min_ms", "max_ms", "cv_pct", "regret"]
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    with args.csv.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+
+    lines = ["# HybridDataflow repeated Td confirmation", "",
+             "Each candidate has three trials of 30 warmups and 500 timed repetitions.", "",
+             "| bits | logN | batch | best Td | median ms | <=2% candidates | winner CV |",
+             "|---:|---:|---:|---:|---:|---|---:|"]
+    for key in sorted(groups):
+        group = groups[key]
+        best = min(group, key=lambda row: row["median_ms"])
+        plateau = ",".join(str(row["data_time"]) for row in group if row["regret"] <= 1.02)
+        lines.append(f"| {key[0]} | {key[1]} | {key[2]} | {best['data_time']} | "
+                     f"{best['median_ms']:.6f} | {plateau} | {best['cv_pct']:.2f}% |")
+    args.markdown.write_text("\n".join(lines) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_hybrid_dataflow_td_fine.py b/scripts/summarize_hybrid_dataflow_td_fine.py
new file mode 100755
index 0000000..1dda410
--- /dev/null
+++ b/scripts/summarize_hybrid_dataflow_td_fine.py
@@ -0,0 +1,118 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import math
+from collections import defaultdict
+from pathlib import Path
+
+
+def read_rows(paths):
+    rows = []
+    for path in paths:
+        with path.open(newline="") as handle:
+            row = next(csv.DictReader(handle))
+        row["case"] = path.stem
+        row["word_bits"] = int(row["word_bits"])
+        row["logN"] = int(row["logN"])
+        row["batch"] = int(row["batch"])
+        row["role_stages"] = int(row["role_stages"])
+        row["data_time"] = int(row["data_time"])
+        row["kernel_ms"] = float(row["kernel_ms"])
+        row["correct"] = int(row["correct"])
+        rows.append(row)
+    return sorted(rows, key=lambda row: (row["word_bits"], row["logN"], row["batch"], row["data_time"]))
+
+
+def enrich(rows):
+    groups = defaultdict(list)
+    for row in rows:
+        groups[(row["word_bits"], row["logN"], row["batch"])].append(row)
+    for group in groups.values():
+        best_ms = min(row["kernel_ms"] for row in group)
+        previous_ms = None
+        for row in group:
+            replicas = row["role_stages"]
+            row["full_replica_rounds"] = row["data_time"] // replicas
+            row["tail_replicas"] = row["data_time"] % replicas
+            row["tokens_per_replica"] = row["data_time"] / replicas
+            token_count = 1 << (row["logN"] - row["role_stages"])
+            row["token_count"] = token_count
+            row["packet_count"] = math.ceil(token_count / row["data_time"])
+            row["serial_slots_per_packet"] = math.ceil(row["data_time"] / replicas)
+            row["serial_token_slots"] = row["packet_count"] * row["serial_slots_per_packet"]
+            capacity = row["serial_token_slots"] * replicas
+            row["token_capacity_utilization"] = token_count / capacity
+            row["regret"] = row["kernel_ms"] / best_ms
+            row["adjacent_speedup"] = "" if previous_ms is None else previous_ms / row["kernel_ms"]
+            previous_ms = row["kernel_ms"]
+    return groups
+
+
+def write_csv(path, rows):
+    fields = ["case", "word_bits", "logN", "batch", "role_stages", "data_time",
+              "full_replica_rounds", "tail_replicas", "tokens_per_replica", "kernel_ms",
+              "token_count", "packet_count", "serial_slots_per_packet", "serial_token_slots",
+              "token_capacity_utilization",
+              "adjacent_speedup", "regret", "correct"]
+    path.parent.mkdir(parents=True, exist_ok=True)
+    with path.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows({field: row[field] for field in fields} for row in rows)
+
+
+def write_markdown(path, groups):
+    lines = [
+        "# HybridDataflow fine packet-depth scan",
+        "",
+        "All points use `Ti=1`; `Td` is scanned from 1 through 16.",
+        "",
+        "| bits | logN | batch | Ur | best Td | Td/Ur | packets | serial slots | utilization | best ms | Td1/best | <=2% plateau | negative adjacent steps |",
+        "|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---|---|",
+    ]
+    for key in sorted(groups):
+        group = groups[key]
+        best = min(group, key=lambda row: row["kernel_ms"])
+        td1 = next(row for row in group if row["data_time"] == 1)
+        plateau = [str(row["data_time"]) for row in group if row["regret"] <= 1.02]
+        negative = [str(row["data_time"]) for row in group
+                    if row["adjacent_speedup"] != "" and row["adjacent_speedup"] < 1.0]
+        lines.append(
+            f"| {key[0]} | {key[1]} | {key[2]} | {best['role_stages']} | {best['data_time']} | "
+            f"{best['tokens_per_replica']:.2f} | {best['packet_count']} | {best['serial_token_slots']} | "
+            f"{best['token_capacity_utilization']:.3f} | {best['kernel_ms']:.6f} | "
+            f"{td1['kernel_ms'] / best['kernel_ms']:.3f}x | {','.join(plateau)} | {','.join(negative)} |")
+
+    preferences = defaultdict(list)
+    for (bits, log_n, batch), group in groups.items():
+        best = min(group, key=lambda row: row["kernel_ms"])
+        preferences[(bits, log_n)].append((batch, best["data_time"]))
+    lines += ["", "## Winner map", "", "| bits | logN | batch -> best Td |", "|---:|---:|---|"]
+    for key in sorted(preferences):
+        mapping = ", ".join(f"{batch}->{td}" for batch, td in sorted(preferences[key]))
+        lines.append(f"| {key[0]} | {key[1]} | {mapping} |")
+
+    lines += ["", "## Full curves", ""]
+    for key in sorted(groups):
+        group = groups[key]
+        curve = ", ".join(f"{row['data_time']}:{row['kernel_ms']:.6f}" for row in group)
+        lines.append(f"- `{key[0]}-bit logN={key[1]} batch={key[2]}`: {curve}")
+    path.write_text("\n".join(lines) + "\n")
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Summarize fine HybridDataflow Td scans")
+    parser.add_argument("inputs", nargs="+", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+    rows = read_rows(args.inputs)
+    if not rows or any(row["correct"] != 1 for row in rows):
+        raise ValueError("fine Td scan is empty or contains an incorrect result")
+    groups = enrich(rows)
+    write_csv(args.csv, rows)
+    write_markdown(args.markdown, groups)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_hybrid_radix4_comparison.py b/scripts/summarize_hybrid_radix4_comparison.py
new file mode 100644
index 0000000..4859788
--- /dev/null
+++ b/scripts/summarize_hybrid_radix4_comparison.py
@@ -0,0 +1,111 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import json
+import math
+import pathlib
+import statistics
+
+
+def read_rows(path):
+    with path.open(newline="") as source:
+        return list(csv.DictReader(source))
+
+
+def geomean(values):
+    return math.exp(statistics.mean(math.log(value) for value in values))
+
+
+def build_rows(rows):
+    groups = {}
+    for row in rows:
+        groups.setdefault(row["group"], []).append(row)
+    output = []
+    for group, entries in sorted(groups.items()):
+        mature = [row for row in entries if row["implementation"].startswith("v0.6-")]
+        pipeline = next(row for row in entries if row["implementation"] == "v0.7-pipeline-radix2")
+        resident = next(row for row in entries if row["implementation"] == "v0.7-resident-radix4")
+        if not mature:
+            raise ValueError(f"{group} has no v0.6 comparison")
+        mature_best = min(mature, key=lambda row: float(row["median_kernel_ms"]))
+        mature_ms = float(mature_best["median_kernel_ms"])
+        pipeline_ms = float(pipeline["median_kernel_ms"])
+        resident_ms = float(resident["median_kernel_ms"])
+        output.append({
+            "group": group, "precision": resident["precision"], "logN": int(resident["logN"]),
+            "batch": int(resident["batch"]), "v06_best": mature_best["implementation"],
+            "v06_best_ms": mature_ms, "v07_pipeline_ms": pipeline_ms,
+            "v07_resident_radix4_ms": resident_ms,
+            "radix4_speedup_vs_pipeline": pipeline_ms / resident_ms,
+            "radix4_throughput_vs_v06": mature_ms / resident_ms,
+            "winner": "v0.7-resident-radix4" if resident_ms < mature_ms else mature_best["implementation"],
+            "correct": int(all(row["correct"] == "1" for row in entries)),
+        })
+    return output
+
+
+def aggregate(rows):
+    groups = {"overall": rows}
+    for precision, log_n in sorted({(row["precision"], row["logN"]) for row in rows}):
+        groups[f"{precision}/logN{log_n}"] = [row for row in rows
+                                               if row["precision"] == precision and row["logN"] == log_n]
+    return [{
+        "numeric": name, "shapes": len(samples),
+        "radix4_speedup_vs_pipeline": geomean([row["radix4_speedup_vs_pipeline"] for row in samples]),
+        "radix4_throughput_vs_v06": geomean([row["radix4_throughput_vs_v06"] for row in samples]),
+        "radix4_wins": sum(row["radix4_throughput_vs_v06"] > 1.03 for row in samples),
+        "parity": sum(0.97 <= row["radix4_throughput_vs_v06"] <= 1.03 for row in samples),
+        "v06_wins": sum(row["radix4_throughput_vs_v06"] < 0.97 for row in samples),
+    } for name, samples in groups.items()]
+
+
+def write_csv(path, rows):
+    path.parent.mkdir(parents=True, exist_ok=True)
+    with path.open("w", newline="") as destination:
+        writer = csv.DictWriter(destination, fieldnames=list(rows[0]), lineterminator="\n")
+        writer.writeheader()
+        writer.writerows(rows)
+
+
+def write_markdown(path, rows, metrics):
+    lines = ["# V100 HybridDataflow Resident Radix-4 Comparison", "",
+             "All rows use 30 warmups, 500 timed iterations, three randomized process trials, and correctness checks.",
+             "The v0.6 column is the measured minimum of the legal mature cores in that group.", "",
+             "| Numeric | logN | Batch | v0.6 best | v0.6 ms | v0.7 pipeline ms | v0.7 resident R4 ms | R4/pipeline | R4/v0.6 throughput | Winner |",
+             "|:--|--:|--:|:--|--:|--:|--:|--:|--:|:--|"]
+    for row in rows:
+        lines.append(f"| {row['precision']} | {row['logN']} | {row['batch']:,} | {row['v06_best']} | "
+                     f"{row['v06_best_ms']:.6f} | {row['v07_pipeline_ms']:.6f} | "
+                     f"{row['v07_resident_radix4_ms']:.6f} | {row['radix4_speedup_vs_pipeline']:.3f}x | "
+                     f"{row['radix4_throughput_vs_v06']:.3f}x | {row['winner']} |")
+    lines += ["", "## Aggregate", "",
+              "| Numeric | Shapes | R4/pipeline | R4/v0.6 throughput | R4 wins | Parity | v0.6 wins |",
+              "|:--|--:|--:|--:|--:|--:|--:|"]
+    for row in metrics:
+        lines.append(f"| {row['numeric']} | {row['shapes']} | {row['radix4_speedup_vs_pipeline']:.3f}x | "
+                     f"{row['radix4_throughput_vs_v06']:.3f}x | {row['radix4_wins']} | "
+                     f"{row['parity']} | {row['v06_wins']} |")
+    path.parent.mkdir(parents=True, exist_ok=True)
+    path.write_text("\n".join(lines) + "\n")
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input", type=pathlib.Path)
+    parser.add_argument("--output", required=True, type=pathlib.Path)
+    parser.add_argument("--metrics", required=True, type=pathlib.Path)
+    parser.add_argument("--markdown", required=True, type=pathlib.Path)
+    args = parser.parse_args()
+    rows = build_rows(read_rows(args.input))
+    metrics = aggregate(rows)
+    if not rows or not all(row["correct"] for row in rows):
+        raise ValueError("comparison contains no rows or a correctness failure")
+    write_csv(args.output, rows)
+    args.metrics.parent.mkdir(parents=True, exist_ok=True)
+    args.metrics.write_text(json.dumps(metrics, indent=2) + "\n")
+    write_markdown(args.markdown, rows, metrics)
+    print(json.dumps(metrics, indent=2))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_ncu.py b/scripts/summarize_ncu.py
index 6e5b4d5..6355c49 100755
--- a/scripts/summarize_ncu.py
+++ b/scripts/summarize_ncu.py
@@ -10,20 +10,39 @@
     "gpu__time_duration.sum": ("time_us", 1.0e-3),
     "dram__bytes_read.sum": ("dram_read_mib", 1.0 / (1024.0 * 1024.0)),
     "dram__bytes_write.sum": ("dram_write_mib", 1.0 / (1024.0 * 1024.0)),
+    "l1tex__t_sectors_pipe_lsu_mem_global_op_ld.sum": ("global_load_sectors", 1.0),
+    "l1tex__t_sectors_pipe_lsu_mem_global_op_st.sum": ("global_store_sectors", 1.0),
+    "l1tex__t_sectors_pipe_lsu_mem_local_op_ld.sum": ("local_load_sectors", 1.0),
+    "l1tex__t_sectors_pipe_lsu_mem_local_op_st.sum": ("local_store_sectors", 1.0),
     "dram__throughput.avg.pct_of_peak_sustained_elapsed": ("dram_peak_pct", 1.0),
     "lts__t_sector_hit_rate.pct": ("l2_hit_pct", 1.0),
     "l1tex__t_sector_hit_rate.pct": ("l1_hit_pct", 1.0),
     "l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_ld.sum": ("shared_load_bank_conflicts", 1.0),
     "l1tex__data_bank_conflicts_pipe_lsu_mem_shared_op_st.sum": ("shared_store_bank_conflicts", 1.0),
     "smsp__inst_executed.sum": ("warp_instructions", 1.0),
+    "smsp__inst_executed.avg.per_cycle_active": ("instructions_per_active_cycle", 1.0),
     "smsp__sass_thread_inst_executed_op_integer_pred_on.sum": ("integer_thread_instructions", 1.0),
+    "smsp__sass_thread_inst_executed_op_memory_pred_on.sum": ("memory_thread_instructions", 1.0),
+    "smsp__sass_thread_inst_executed_op_control_pred_on.sum": ("control_thread_instructions", 1.0),
+    "smsp__sass_thread_inst_executed_op_misc_pred_on.sum": ("misc_thread_instructions", 1.0),
+    "smsp__sass_thread_inst_executed_op_conversion_pred_on.sum": ("conversion_thread_instructions", 1.0),
+    "smsp__sass_inst_executed_op_global.sum": ("global_warp_instructions", 1.0),
+    "smsp__sass_inst_executed_op_shared.sum": ("shared_warp_instructions", 1.0),
+    "smsp__inst_executed_pipe_adu.sum": ("adu_warp_instructions", 1.0),
+    "smsp__inst_executed_pipe_alu.sum": ("alu_warp_instructions", 1.0),
+    "smsp__inst_executed_pipe_cbu.sum": ("cbu_warp_instructions", 1.0),
+    "smsp__inst_executed_pipe_lsu.sum": ("lsu_warp_instructions", 1.0),
+    "smsp__inst_executed_pipe_xu.sum": ("xu_warp_instructions", 1.0),
     "smsp__sass_thread_inst_executed_op_fp32_pred_on.sum": ("fp32_thread_instructions", 1.0),
     "smsp__sass_thread_inst_executed_op_fp64_pred_on.sum": ("fp64_thread_instructions", 1.0),
     "smsp__inst_executed_pipe_tensor.sum": ("tensor_warp_instructions", 1.0),
     "sm__pipe_tensor_cycles_active.avg.pct_of_peak_sustained_active": ("tensor_active_pct", 1.0),
     "sm__warps_active.avg.pct_of_peak_sustained_active": ("active_warps_pct", 1.0),
     "smsp__warp_issue_stalled_barrier_per_warp_active.pct": ("barrier_stall_pct", 1.0),
+    "smsp__warp_issue_stalled_wait_per_warp_active.pct": ("wait_stall_pct", 1.0),
     "smsp__warp_issue_stalled_long_scoreboard_per_warp_active.pct": ("long_scoreboard_stall_pct", 1.0),
+    "smsp__warp_issue_stalled_short_scoreboard_per_warp_active.pct": ("short_scoreboard_stall_pct", 1.0),
+    "smsp__warp_issue_stalled_mio_throttle_per_warp_active.pct": ("mio_throttle_stall_pct", 1.0),
     "launch__registers_per_thread": ("registers_per_thread", 1.0),
     "launch__shared_mem_per_block": ("shared_mem_bytes", 1.0),
     "launch__waves_per_multiprocessor": ("waves_per_sm", 1.0),
@@ -112,6 +131,17 @@ def read_ncu_csv(path):
     raise ValueError(f"no supported NCU CSV header found in {path}")
 
 
+def is_derived_csv(path):
+    """Identify this script's output and the APPT analysis, not malformed NCU input."""
+    for line in path.read_text(errors="replace").splitlines():
+        if not line.strip():
+            continue
+        header = set(next(csv.reader([line]), []))
+        return ({"label", "kernel_id", "kernel_name"} <= header or
+                {"implementation", "batch1_us", "batch4_us"} <= header)
+    return False
+
+
 def main():
     parser = argparse.ArgumentParser(description="Pivot Nsight Compute raw CSV files into one row per kernel.")
     parser.add_argument("inputs", nargs="+", type=pathlib.Path)
@@ -120,8 +150,15 @@ def main():
 
     records = []
     for path in args.inputs:
+        if ((args.output and path.resolve() == args.output.resolve()) or
+                is_derived_csv(path)):
+            print(f"skip derived CSV: {path}", file=sys.stderr)
+            continue
         records.extend(read_ncu_csv(path))
 
+    if not records:
+        raise ValueError("no NCU kernel records found in the supplied inputs")
+
     fields = ["label", "kernel_id", "kernel_name", "grid_size", "block_size"] + [value[0] for value in METRICS.values()]
     output = args.output.open("w", newline="") if args.output else sys.stdout
     try:
diff --git a/scripts/summarize_packed_stage6_lane32_schedule.py b/scripts/summarize_packed_stage6_lane32_schedule.py
new file mode 100755
index 0000000..53828bb
--- /dev/null
+++ b/scripts/summarize_packed_stage6_lane32_schedule.py
@@ -0,0 +1,107 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+def summarize(input_path):
+    samples = defaultdict(list)
+    with input_path.open(newline="") as source:
+        for row in csv.DictReader(source):
+            key = (row["variant"], int(row["producer_dt"]),
+                   int(row["consumer_dt"]), int(row["producer_blocks"]),
+                   int(row["consumer_blocks"]))
+            samples[key].append(float(row["kernel_ms"]))
+    rows = []
+    for key, values in samples.items():
+        variant, producer_dt, consumer_dt, producer_blocks, consumer_blocks = key
+        rows.append({
+            "variant": variant,
+            "producer_dt": producer_dt,
+            "consumer_dt": consumer_dt,
+            "producer_blocks": producer_blocks,
+            "consumer_blocks": consumer_blocks,
+            "kernel_ms": statistics.median(values),
+            "trials": len(values),
+            "relative_range": ((max(values) - min(values)) /
+                               statistics.median(values)),
+        })
+    v06_ms = min(row["kernel_ms"] for row in rows if row["variant"] == "v06")
+    d7_ms = min(row["kernel_ms"] for row in rows if row["variant"] == "d7")
+    for row in rows:
+        row["throughput_vs_v06"] = v06_ms / row["kernel_ms"]
+        row["throughput_vs_d7"] = d7_ms / row["kernel_ms"]
+    rows.sort(key=lambda row: (row["variant"], row["kernel_ms"]))
+    return rows, v06_ms, d7_ms
+
+
+def report(rows, v06_ms, d7_ms):
+    candidates = sorted((row for row in rows if row["variant"] == "lane32"),
+                        key=lambda row: row["kernel_ms"])
+    best = candidates[0]
+    v06 = next(row for row in rows if row["variant"] == "v06")
+    d7 = next(row for row in rows if row["variant"] == "d7")
+    controls_stable = max(v06["relative_range"], d7["relative_range"]) <= 0.03
+    lines = [
+        "# Packed Stage-6 Lane32 Schedule Search", "",
+        f"v0.6 bracket median: {v06_ms:.6f} ms (range "
+        f"{v06['relative_range']:.1%}); d7 control: {d7_ms:.6f} ms "
+        f"(range {d7['relative_range']:.1%}).",
+        "",
+        "| rank | D_t producer:consumer | producer:consumer CTAs | kernel ms | vs v0.6 | vs d7 |",
+        "|---:|:---:|:---:|---:|---:|---:|",
+    ]
+    for rank, row in enumerate(candidates[:12], 1):
+        lines.append(
+            f"| {rank} | `{row['producer_dt']}:{row['consumer_dt']}` | "
+            f"`{row['producer_blocks']}:{row['consumer_blocks']}` | "
+            f"{row['kernel_ms']:.6f} | {row['throughput_vs_v06']:.3f}x | "
+            f"{row['throughput_vs_d7']:.3f}x |")
+    lines.extend(["", "## Decision", ""])
+    if not controls_stable:
+        lines.append(
+            "Cross-core event controls exceed the 3% stability limit. Use this screen only "
+            "to select the lane32-local schedule; fixed-clock NCU is required for v0.6/d7 "
+            "claims.")
+    elif best["kernel_ms"] < v06_ms:
+        lines.append("The lane32 schedule screen exceeds the bracketed v0.6 control.")
+    elif best["kernel_ms"] < d7_ms:
+        lines.append(
+            "The lane32 schedule remains the best v0.7 physical point, but does not yet "
+            "close the v0.6 instruction/occupancy gap.")
+    else:
+        lines.append(
+            "No lane32 schedule beats d7; keep the physical core experimental and inspect "
+            "the role trace before expanding the search.")
+    best_text = (
+        f"Best point: D_t={best['producer_dt']}:{best['consumer_dt']}, "
+        f"CTAs={best['producer_blocks']}:{best['consumer_blocks']}, "
+        f"time={best['kernel_ms']:.6f} ms")
+    if controls_stable:
+        best_text += f", throughput/v0.6={best['throughput_vs_v06']:.3f}x"
+    lines.append(best_text + ".")
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input", type=Path)
+    parser.add_argument("--csv", type=Path, required=True)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+    rows, v06_ms, d7_ms = summarize(args.input)
+    args.csv.parent.mkdir(parents=True, exist_ok=True)
+    fields = ["variant", "producer_dt", "consumer_dt", "producer_blocks",
+              "consumer_blocks", "kernel_ms", "trials", "relative_range",
+              "throughput_vs_v06", "throughput_vs_d7"]
+    with args.csv.open("w", newline="") as target:
+        writer = csv.DictWriter(target, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+    args.markdown.write_text(report(rows, v06_ms, d7_ms))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_packet_compute_layout.py b/scripts/summarize_packet_compute_layout.py
new file mode 100755
index 0000000..ffa429b
--- /dev/null
+++ b/scripts/summarize_packet_compute_layout.py
@@ -0,0 +1,84 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import re
+import statistics
+from pathlib import Path
+
+
+LABEL = re.compile(r"(.+)_b(\d+)_t(\d+)$")
+MODES = (
+    "aggregate",
+    "per_packet_interleaved_rows",
+    "per_packet_warp_rows",
+    "wave_bitmap_interleaved_rows",
+    "wave_bitmap_warp_rows",
+)
+
+
+def summarize(rows):
+    samples = {}
+    for row in rows:
+        match = LABEL.fullmatch(row["label"])
+        if not match or match.group(1) not in MODES:
+            continue
+        mode, batch, _ = match.groups()
+        samples.setdefault((int(batch), mode), []).append(float(row["kernel_ms"]))
+    result = []
+    for (batch, mode), values in sorted(samples.items()):
+        result.append({
+            "batch": batch,
+            "mode": mode,
+            "kernel_ms": statistics.median(values),
+            "trials": len(values),
+        })
+    for batch in sorted({row["batch"] for row in result}):
+        present = {row["mode"] for row in result if row["batch"] == batch}
+        if set(MODES) != present:
+            raise ValueError(f"incomplete batch {batch}")
+    if not result:
+        raise ValueError("no packet compute-layout records found")
+    return result
+
+
+def make_markdown(rows):
+    lines = [
+        "# Packet Compute Layout Screen", "",
+        "CUDA-event medians from independent processes.", "",
+        "| batch | mode | kernel (ms) |",
+        "|---:|:--|---:|",
+    ]
+    for row in rows:
+        lines.append(f"| {row['batch']} | {row['mode']} | {row['kernel_ms']:.6f} |")
+    lines.extend(["", "## Deltas", ""])
+    for batch in sorted({row["batch"] for row in rows}):
+        points = {row["mode"]: row["kernel_ms"] for row in rows if row["batch"] == batch}
+        packet_gain = points["per_packet_interleaved_rows"] / points["per_packet_warp_rows"]
+        bitmap_gain = points["wave_bitmap_interleaved_rows"] / points["wave_bitmap_warp_rows"]
+        best = min(points, key=points.get)
+        aggregate_ratio = points["aggregate"] / points[best]
+        lines.append(
+            f"Batch {batch}: warp-row per-packet={packet_gain:.3f}x; "
+            f"warp-row bitmap={bitmap_gain:.3f}x; best={best}; "
+            f"best/aggregate throughput={aggregate_ratio:.3f}x."
+        )
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+    with args.raw.open(newline="") as handle:
+        rows = summarize(csv.DictReader(handle))
+    with args.csv.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=list(rows[0]), lineterminator="\n")
+        writer.writeheader()
+        writer.writerows(rows)
+    args.markdown.write_text(make_markdown(rows))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_packet_folded_barriers.py b/scripts/summarize_packet_folded_barriers.py
new file mode 100755
index 0000000..95b85b5
--- /dev/null
+++ b/scripts/summarize_packet_folded_barriers.py
@@ -0,0 +1,84 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import re
+import statistics
+from pathlib import Path
+
+
+LABEL = re.compile(r"(.+)_b(\d+)_t(\d+)$")
+MODES = (
+    "aggregate",
+    "interleaved",
+    "interleaved_folded",
+    "warp_rows",
+    "warp_rows_folded",
+)
+
+
+def summarize(rows):
+    samples = {}
+    for row in rows:
+        match = LABEL.fullmatch(row["label"])
+        if not match or match.group(1) not in MODES:
+            continue
+        mode, batch, _ = match.groups()
+        samples.setdefault((int(batch), mode), []).append(float(row["kernel_ms"]))
+    result = []
+    for (batch, mode), values in sorted(samples.items()):
+        result.append({
+            "batch": batch,
+            "mode": mode,
+            "kernel_ms": statistics.median(values),
+            "trials": len(values),
+        })
+    for batch in sorted({row["batch"] for row in result}):
+        present = {row["mode"] for row in result if row["batch"] == batch}
+        if set(MODES) != present:
+            raise ValueError(f"incomplete batch {batch}")
+    if not result:
+        raise ValueError("no folded-barrier records found")
+    return result
+
+
+def make_markdown(rows):
+    lines = [
+        "# Packet Wave-Barrier Folding", "",
+        "CUDA-event medians from independent processes.", "",
+        "| batch | mode | kernel (ms) |",
+        "|---:|:--|---:|",
+    ]
+    for row in rows:
+        lines.append(f"| {row['batch']} | {row['mode']} | {row['kernel_ms']:.6f} |")
+    lines.extend(["", "## Deltas", ""])
+    for batch in sorted({row["batch"] for row in rows}):
+        points = {row["mode"]: row["kernel_ms"] for row in rows if row["batch"] == batch}
+        interleaved_gain = points["interleaved"] / points["interleaved_folded"]
+        warp_gain = points["warp_rows"] / points["warp_rows_folded"]
+        best_mode = min((mode for mode in MODES if mode != "aggregate"), key=lambda mode: points[mode])
+        ratio = points["aggregate"] / points[best_mode]
+        lines.append(
+            f"Batch {batch}: interleaved folding={interleaved_gain:.3f}x; "
+            f"warp-row folding={warp_gain:.3f}x; best={best_mode}; "
+            f"best/aggregate throughput={ratio:.3f}x."
+        )
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+    with args.raw.open(newline="") as handle:
+        rows = summarize(csv.DictReader(handle))
+    with args.csv.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=list(rows[0]), lineterminator="\n")
+        writer.writeheader()
+        writer.writerows(rows)
+    args.markdown.write_text(make_markdown(rows))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_packet_polling_backoff.py b/scripts/summarize_packet_polling_backoff.py
new file mode 100755
index 0000000..ace694a
--- /dev/null
+++ b/scripts/summarize_packet_polling_backoff.py
@@ -0,0 +1,97 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import re
+import statistics
+from pathlib import Path
+
+
+AGGREGATE = re.compile(r"aggregate_b(\d+)_t(\d+)$")
+ONLINE = re.compile(r"online_b(\d+)_rw(\d+)_t(\d+)$")
+
+
+def summarize(rows):
+    batches = {}
+    for row in rows:
+        aggregate = AGGREGATE.fullmatch(row["label"])
+        online = ONLINE.fullmatch(row["label"])
+        if aggregate:
+            batch = int(aggregate.group(1))
+            batches.setdefault(batch, {"aggregate": [], "online": {}})[
+                "aggregate"
+            ].append(float(row["kernel_ms"]))
+        elif online:
+            batch, ready_window, _ = map(int, online.groups())
+            batches.setdefault(batch, {"aggregate": [], "online": {}})[
+                "online"
+            ].setdefault(ready_window, []).append(float(row["kernel_ms"]))
+    result = []
+    for batch in sorted(batches):
+        point = batches[batch]
+        if not point["aggregate"] or not point["online"]:
+            raise ValueError(f"incomplete batch {batch}")
+        aggregate_ms = statistics.median(point["aggregate"])
+        for ready_window in sorted(point["online"]):
+            values = point["online"][ready_window]
+            online_ms = statistics.median(values)
+            result.append({
+                "batch": batch,
+                "ready_window": ready_window,
+                "poll_sleep_cycles": ready_window * 32,
+                "aggregate_ms": aggregate_ms,
+                "online_ms": online_ms,
+                "online_over_aggregate": aggregate_ms / online_ms,
+                "trials": min(len(point["aggregate"]), len(values)),
+            })
+    if not result:
+        raise ValueError("no polling records found")
+    return result
+
+
+def write_csv(path, rows):
+    with path.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=list(rows[0]), lineterminator="\n")
+        writer.writeheader()
+        writer.writerows(rows)
+
+
+def make_markdown(rows):
+    lines = [
+        "# Packet Readiness Polling Backoff", "",
+        "CUDA-event medians from independent processes. `ready_window` is the "
+        "number of 32-cycle sleep quanta between acquire loads.", "",
+        "| batch | ready window | sleep cycles | aggregate (ms) | online (ms) | online/aggregate |",
+        "|---:|---:|---:|---:|---:|---:|",
+    ]
+    for row in rows:
+        lines.append(
+            f"| {row['batch']} | {row['ready_window']} | "
+            f"{row['poll_sleep_cycles']} | {row['aggregate_ms']:.6f} | "
+            f"{row['online_ms']:.6f} | {row['online_over_aggregate']:.3f}x |"
+        )
+    lines.extend(["", "## Selected Points", ""])
+    for batch in sorted({row["batch"] for row in rows}):
+        candidates = [row for row in rows if row["batch"] == batch]
+        best = max(candidates, key=lambda row: row["online_over_aggregate"])
+        lines.append(
+            f"Batch {batch}: ready_window={best['ready_window']} "
+            f"({best['poll_sleep_cycles']} cycles), online/aggregate="
+            f"{best['online_over_aggregate']:.3f}x."
+        )
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+    with args.raw.open(newline="") as handle:
+        rows = summarize(csv.DictReader(handle))
+    write_csv(args.csv, rows)
+    args.markdown.write_text(make_markdown(rows))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_packet_readiness_modes.py b/scripts/summarize_packet_readiness_modes.py
new file mode 100755
index 0000000..2db4564
--- /dev/null
+++ b/scripts/summarize_packet_readiness_modes.py
@@ -0,0 +1,97 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import re
+import statistics
+from pathlib import Path
+
+
+LABEL = re.compile(
+    r"(aggregate|per_packet|wave_bitmap)_b(\d+)(?:_rw(\d+))?_t(\d+)$"
+)
+
+
+def summarize(rows):
+    samples = {}
+    for row in rows:
+        match = LABEL.fullmatch(row["label"])
+        if not match:
+            continue
+        mode, batch, ready_window, _ = match.groups()
+        key = (int(batch), mode, int(ready_window or 0))
+        samples.setdefault(key, []).append(float(row["kernel_ms"]))
+    result = []
+    for (batch, mode, ready_window), values in sorted(samples.items()):
+        result.append({
+            "batch": batch,
+            "mode": mode,
+            "ready_window": ready_window,
+            "sleep_cycles": ready_window * 32,
+            "kernel_ms": statistics.median(values),
+            "trials": len(values),
+        })
+    if not result:
+        raise ValueError("no packet readiness records found")
+    for batch in sorted({row["batch"] for row in result}):
+        modes = {row["mode"] for row in result if row["batch"] == batch}
+        if not {"aggregate", "per_packet", "wave_bitmap"} <= modes:
+            raise ValueError(f"incomplete batch {batch}")
+    return result
+
+
+def write_csv(path, rows):
+    with path.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=list(rows[0]), lineterminator="\n")
+        writer.writeheader()
+        writer.writerows(rows)
+
+
+def make_markdown(rows):
+    lines = [
+        "# Packet Readiness Mode Screen", "",
+        "CUDA-event medians from independent processes.", "",
+        "| batch | mode | ready window | sleep cycles | kernel (ms) |",
+        "|---:|:--|---:|---:|---:|",
+    ]
+    for row in rows:
+        lines.append(
+            f"| {row['batch']} | {row['mode']} | {row['ready_window']} | "
+            f"{row['sleep_cycles']} | {row['kernel_ms']:.6f} |"
+        )
+    lines.extend(["", "## Selected Bitmap Points", ""])
+    ratios = []
+    for batch in sorted({row["batch"] for row in rows}):
+        batch_rows = [row for row in rows if row["batch"] == batch]
+        aggregate = next(row for row in batch_rows if row["mode"] == "aggregate")
+        per_packet = next(row for row in batch_rows if row["mode"] == "per_packet")
+        bitmap = min(
+            (row for row in batch_rows if row["mode"] == "wave_bitmap"),
+            key=lambda row: row["kernel_ms"],
+        )
+        bitmap_over_packet = per_packet["kernel_ms"] / bitmap["kernel_ms"]
+        bitmap_over_aggregate = aggregate["kernel_ms"] / bitmap["kernel_ms"]
+        ratios.append(bitmap_over_packet)
+        lines.append(
+            f"Batch {batch}: bitmap ready_window={bitmap['ready_window']}, "
+            f"bitmap/per-packet throughput={bitmap_over_packet:.3f}x, "
+            f"bitmap/aggregate={bitmap_over_aggregate:.3f}x."
+        )
+    geomean = statistics.geometric_mean(ratios)
+    lines.extend(["", f"Bitmap/per-packet geomean throughput: {geomean:.3f}x."])
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+    with args.raw.open(newline="") as handle:
+        rows = summarize(csv.DictReader(handle))
+    write_csv(args.csv, rows)
+    args.markdown.write_text(make_markdown(rows))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_packet_shared_radix4_batch.py b/scripts/summarize_packet_shared_radix4_batch.py
new file mode 100755
index 0000000..bfd3cdb
--- /dev/null
+++ b/scripts/summarize_packet_shared_radix4_batch.py
@@ -0,0 +1,121 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import re
+from pathlib import Path
+
+
+PACKET = re.compile(r"packet128_b(\d+)_w(\d+)_(\d+)$")
+CONTROL = re.compile(r"(v06|lane32)_b(\d+)$")
+
+
+def read_rows(path):
+    with path.open(newline="") as handle:
+        return list(csv.DictReader(handle))
+
+
+def summarize(rows):
+    batches = {}
+    for row in rows:
+        label = row["label"]
+        packet = PACKET.fullmatch(label)
+        control = CONTROL.fullmatch(label)
+        if packet:
+            batch, producer, consumer = map(int, packet.groups())
+            entry = batches.setdefault(batch, {"packets": []})
+            entry["packets"].append((float(row["kernel_ms"]), producer,
+                                     consumer))
+        elif control:
+            name, batch = control.groups()
+            batches.setdefault(int(batch), {"packets": []})[name] = float(
+                row["kernel_ms"])
+    result = []
+    for batch in sorted(batches):
+        entry = batches[batch]
+        if "v06" not in entry or "lane32" not in entry or not entry["packets"]:
+            raise ValueError(f"incomplete batch {batch}")
+        packet_ms, producer, consumer = min(entry["packets"])
+        best_control_name, best_control_ms = min(
+            (("v0.6", entry["v06"]), ("lane32", entry["lane32"])),
+            key=lambda item: item[1])
+        result.append({
+            "batch": batch,
+            "v06_ms": entry["v06"],
+            "lane32_ms": entry["lane32"],
+            "packet128_ms": packet_ms,
+            "packet_weights": f"{producer}:{consumer}",
+            "packet_over_v06": entry["v06"] / packet_ms,
+            "packet_over_lane32": entry["lane32"] / packet_ms,
+            "best_control": best_control_name,
+            "packet_over_best_control": best_control_ms / packet_ms,
+            "weight_search_boundary": producer == min(
+                candidate[1] for candidate in entry["packets"]),
+        })
+    return result
+
+
+def write_csv(path, rows):
+    fields = list(rows[0])
+    with path.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=fields, lineterminator="\n")
+        writer.writeheader()
+        writer.writerows(rows)
+
+
+def make_markdown(rows):
+    lines = [
+        "# Packet-Shared Radix-4 Batch Crossover", "",
+        "CUDA-event medians after warmup. Packet role weights are independently "
+        "selected at each batch.", "",
+        "| batch | v0.6 (ms) | lane32 (ms) | packet128 (ms) | weights | packet/v0.6 | packet/lane32 | packet/best old |",
+        "|--:|--:|--:|--:|:--|--:|--:|--:|",
+    ]
+    for row in rows:
+        lines.append(
+            f"| {row['batch']} | {row['v06_ms']:.6f} | "
+            f"{row['lane32_ms']:.6f} | {row['packet128_ms']:.6f} | "
+            f"`{row['packet_weights']}` | {row['packet_over_v06']:.3f}x | "
+            f"{row['packet_over_lane32']:.3f}x | "
+            f"{row['packet_over_best_control']:.3f}x |")
+    wins_v06 = sum(row["packet_over_v06"] > 1.0 for row in rows)
+    wins_best = sum(row["packet_over_best_control"] > 1.0 for row in rows)
+    ratios = [row["packet_over_best_control"] for row in rows]
+    lines.extend(["", "## Interpretation", "",
+                  f"Packet128 beats v0.6 at {wins_v06}/{len(rows)} points and "
+                  f"the best legacy core at {wins_best}/{len(rows)} points. "
+                  f"Its best-control-relative throughput ranges from "
+                  f"{min(ratios):.3f}x to {max(ratios):.3f}x."])
+    boundary_batches = [str(row["batch"]) for row in rows
+                        if row["weight_search_boundary"]]
+    if boundary_batches:
+        lines.append(
+            "The selected producer weight lies on the lower search boundary at "
+            f"batch {', '.join(boundary_batches)}; those points do not establish "
+            "a closed role-allocation optimum.")
+    if wins_best == len(rows) and not boundary_batches:
+        lines.append(
+            "Packet128 wins the closed search against both controls at every point, "
+            "supporting selector promotion for this numeric shape.")
+    elif wins_v06 == len(rows):
+        lines.append(
+            "The core consistently replaces v0.6, but the lane32 crossover remains "
+            "batch-dependent; retain per-batch selector entries.")
+    else:
+        lines.append(
+            "The crossover is batch-dependent; retain v0.6 below the first stable packet win.")
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+    rows = summarize(read_rows(args.raw))
+    write_csv(args.csv, rows)
+    args.markdown.write_text(make_markdown(rows))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_packet_streaming_v06_comparison.py b/scripts/summarize_packet_streaming_v06_comparison.py
new file mode 100755
index 0000000..df7eae2
--- /dev/null
+++ b/scripts/summarize_packet_streaming_v06_comparison.py
@@ -0,0 +1,112 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import math
+import re
+import statistics
+from pathlib import Path
+
+
+LABEL = re.compile(r"(v06|aggregate|online)_b(\d+)_t(\d+)$")
+
+
+def read_rows(path):
+    with path.open(newline="") as handle:
+        return list(csv.DictReader(handle))
+
+
+def summarize(rows):
+    samples = {}
+    for row in rows:
+        match = LABEL.fullmatch(row["label"])
+        if not match:
+            continue
+        implementation, batch, _ = match.groups()
+        samples.setdefault(int(batch), {}).setdefault(implementation, []).append(
+            float(row["kernel_ms"])
+        )
+    result = []
+    for batch in sorted(samples):
+        point = samples[batch]
+        missing = {"v06", "aggregate", "online"} - point.keys()
+        if missing:
+            raise ValueError(
+                f"batch {batch} is missing: {', '.join(sorted(missing))}"
+            )
+        medians = {name: statistics.median(values) for name, values in point.items()}
+        result.append({
+            "batch": batch,
+            "v06_ms": medians["v06"],
+            "aggregate_ms": medians["aggregate"],
+            "online_ms": medians["online"],
+            "aggregate_speedup_v06": medians["v06"] / medians["aggregate"],
+            "online_speedup_v06": medians["v06"] / medians["online"],
+            "online_over_aggregate": medians["aggregate"] / medians["online"],
+            "trials": min(len(values) for values in point.values()),
+        })
+    if not result:
+        raise ValueError("no comparison records found")
+    return result
+
+
+def geometric_mean(values):
+    values = list(values)
+    return math.exp(sum(math.log(value) for value in values) / len(values))
+
+
+def write_csv(path, rows):
+    with path.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=list(rows[0]), lineterminator="\n")
+        writer.writeheader()
+        writer.writerows(rows)
+
+
+def make_markdown(rows):
+    lines = [
+        "# Packet Streaming versus v0.6", "",
+        "CUDA-event medians from three order-rotated independent processes per "
+        "implementation. Forward and inverse correctness are checked before timing.", "",
+        "| batch | v0.6 (ms) | v0.7 aggregate (ms) | v0.7 online (ms) | aggregate/v0.6 | online/v0.6 | online/aggregate |",
+        "|---:|---:|---:|---:|---:|---:|---:|",
+    ]
+    for row in rows:
+        lines.append(
+            f"| {row['batch']} | {row['v06_ms']:.6f} | "
+            f"{row['aggregate_ms']:.6f} | {row['online_ms']:.6f} | "
+            f"{row['aggregate_speedup_v06']:.3f}x | "
+            f"{row['online_speedup_v06']:.3f}x | "
+            f"{row['online_over_aggregate']:.3f}x |"
+        )
+    aggregate_geomean = geometric_mean(
+        row["aggregate_speedup_v06"] for row in rows
+    )
+    online_geomean = geometric_mean(row["online_speedup_v06"] for row in rows)
+    online_aggregate_geomean = geometric_mean(
+        row["online_over_aggregate"] for row in rows
+    )
+    aggregate_wins = sum(row["aggregate_speedup_v06"] > 1.0 for row in rows)
+    online_wins = sum(row["online_speedup_v06"] > 1.0 for row in rows)
+    lines.extend([
+        "", "## Result", "",
+        f"v0.7 aggregate beats v0.6 at {aggregate_wins}/{len(rows)} points with "
+        f"{aggregate_geomean:.3f}x geomean throughput. v0.7 online beats v0.6 "
+        f"at {online_wins}/{len(rows)} points with {online_geomean:.3f}x geomean "
+        f"throughput. Online reaches {online_aggregate_geomean:.3f}x of the "
+        "aggregate path on this batch set.",
+    ])
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+    rows = summarize(read_rows(args.raw))
+    write_csv(args.csv, rows)
+    args.markdown.write_text(make_markdown(rows))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_packet_warp_rows_weights.py b/scripts/summarize_packet_warp_rows_weights.py
new file mode 100755
index 0000000..353e3b2
--- /dev/null
+++ b/scripts/summarize_packet_warp_rows_weights.py
@@ -0,0 +1,90 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import re
+import statistics
+from pathlib import Path
+
+
+AGGREGATE = re.compile(r"aggregate_b(\d+)_t(\d+)$")
+CONTROL = re.compile(r"interleaved_b(\d+)_p(\d+)_t(\d+)$")
+WARP_ROWS = re.compile(r"warp_rows_b(\d+)_p(\d+)_t(\d+)$")
+
+
+def summarize(rows):
+    samples = {}
+    for row in rows:
+        label = row["label"]
+        match = AGGREGATE.fullmatch(label)
+        if match:
+            key = (int(match.group(1)), "aggregate", 0)
+        else:
+            match = CONTROL.fullmatch(label)
+            if match:
+                key = (int(match.group(1)), "interleaved", int(match.group(2)))
+            else:
+                match = WARP_ROWS.fullmatch(label)
+                if not match:
+                    continue
+                key = (int(match.group(1)), "warp_rows", int(match.group(2)))
+        samples.setdefault(key, []).append(float(row["kernel_ms"]))
+    result = []
+    for (batch, mode, producer_weight), values in sorted(samples.items()):
+        result.append({
+            "batch": batch,
+            "mode": mode,
+            "producer_weight": producer_weight,
+            "consumer_weight": 0 if mode == "aggregate" else 20 - producer_weight,
+            "kernel_ms": statistics.median(values),
+            "trials": len(values),
+        })
+    if not result:
+        raise ValueError("no warp-row weight records found")
+    for batch in sorted({row["batch"] for row in result}):
+        modes = {row["mode"] for row in result if row["batch"] == batch}
+        if not {"aggregate", "interleaved", "warp_rows"} <= modes:
+            raise ValueError(f"incomplete batch {batch}")
+    return result
+
+
+def make_markdown(rows):
+    lines = [
+        "# Packet Warp-Row Service-Weight Screen", "",
+        "CUDA-event medians from independent processes.", "",
+        "| batch | mode | producer:consumer | kernel (ms) |",
+        "|---:|:--|:--:|---:|",
+    ]
+    for row in rows:
+        weights = "-" if row["mode"] == "aggregate" else f"{row['producer_weight']}:{row['consumer_weight']}"
+        lines.append(f"| {row['batch']} | {row['mode']} | {weights} | {row['kernel_ms']:.6f} |")
+    lines.extend(["", "## Selected Points", ""])
+    for batch in sorted({row["batch"] for row in rows}):
+        batch_rows = [row for row in rows if row["batch"] == batch]
+        aggregate = next(row for row in batch_rows if row["mode"] == "aggregate")
+        control = next(row for row in batch_rows if row["mode"] == "interleaved")
+        best = min((row for row in batch_rows if row["mode"] == "warp_rows"), key=lambda row: row["kernel_ms"])
+        lines.append(
+            f"Batch {batch}: best={best['producer_weight']}:{best['consumer_weight']}; "
+            f"warp-row/interleaved throughput={control['kernel_ms'] / best['kernel_ms']:.3f}x; "
+            f"warp-row/aggregate={aggregate['kernel_ms'] / best['kernel_ms']:.3f}x."
+        )
+    return "\n".join(lines) + "\n"
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+    with args.raw.open(newline="") as handle:
+        rows = summarize(csv.DictReader(handle))
+    with args.csv.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=list(rows[0]), lineterminator="\n")
+        writer.writeheader()
+        writer.writerows(rows)
+    args.markdown.write_text(make_markdown(rows))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_resident_execution_groups.py b/scripts/summarize_resident_execution_groups.py
new file mode 100755
index 0000000..e1ef722
--- /dev/null
+++ b/scripts/summarize_resident_execution_groups.py
@@ -0,0 +1,110 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import re
+import statistics
+from pathlib import Path
+
+
+LABEL = re.compile(
+    r"^m(\d+)_g(\d+)_p([0-9-]+)_e([0-9-]+)_b(\d+)_t(\d+)$")
+
+
+def summarize(rows):
+    grouped = {}
+    for row in rows:
+        match = LABEL.match(row["label"])
+        if not match:
+            raise ValueError(f"invalid resident-group label: {row['label']}")
+        m, g = int(match.group(1)), int(match.group(2))
+        logical = match.group(3).replace('-', '+')
+        execution = match.group(4).replace('-', '+')
+        batch = int(match.group(5))
+        grouped.setdefault((batch, m, g, logical, execution), []).append(
+            float(row["kernel_ms"]))
+    records = []
+    for (batch, m, g, logical, execution), values in grouped.items():
+        records.append({
+            "batch": batch,
+            "logical_subgraphs": m,
+            "execution_groups": g,
+            "logical_partition": logical,
+            "execution_partition": execution,
+            "materialized_boundaries": g - 1,
+            "trials": len(values),
+            "kernel_ms": statistics.median(values),
+            "min_kernel_ms": min(values),
+            "max_kernel_ms": max(values),
+        })
+    records.sort(key=lambda row: (
+        row["batch"], row["logical_subgraphs"], row["execution_groups"]))
+    return records
+
+
+def render(records):
+    full = {(row["batch"], row["logical_subgraphs"],
+             row["logical_partition"]): row["kernel_ms"]
+            for row in records
+            if row["logical_subgraphs"] == row["execution_groups"]}
+    lines = [
+        "# Resident Execution-Group Screen", "",
+        "M is the logical homogeneous-subgraph count. G is the physical "
+        "execution-group count after resident boundary lowering. The arithmetic "
+        "core is fixed. When present, a resident row has a matched G=M control with the "
+        "same logical partition; different (M,G) cells may select different "
+        "logical partitions.",
+        "", "| batch | M | G | logical | execution | boundaries | kernel (ms) | vs G=M |",
+        "|---:|---:|---:|:--:|:--:|---:|---:|---:|",
+    ]
+    for row in records:
+        baseline = full.get((row["batch"], row["logical_subgraphs"],
+                             row["logical_partition"]))
+        relative = (f"{baseline / row['kernel_ms']:.3f}x"
+                    if baseline is not None else "n/a")
+        lines.append(
+            f"| {row['batch']} | {row['logical_subgraphs']} | "
+            f"{row['execution_groups']} | `{row['logical_partition']}` | "
+            f"`{row['execution_partition']}` | "
+            f"{row['materialized_boundaries']} | {row['kernel_ms']:.6f} | "
+            f"{relative} |")
+    equivalence = {}
+    for row in records:
+        key = (row["batch"], row["execution_groups"],
+               row["execution_partition"])
+        equivalence.setdefault(key, []).append(row["kernel_ms"])
+    repeated = [(key, values) for key, values in equivalence.items()
+                if len(values) > 1]
+    if repeated:
+        lines.extend(["", "## Physical-Equivalence Check", "",
+                      "Rows below lower different logical M values to the same physical schedule.",
+                      "", "| batch | G | execution | logical variants | min (ms) | max (ms) | spread |",
+                      "|---:|---:|:--:|---:|---:|---:|---:|"])
+        for (batch, g, execution), values in sorted(repeated):
+            lines.append(
+                f"| {batch} | {g} | `{execution}` | {len(values)} | "
+                f"{min(values):.6f} | {max(values):.6f} | "
+                f"{(max(values) / min(values) - 1.0) * 100.0:.2f}% |")
+    lines.extend(["", "This screen measures boundary realization. It does not "
+                  "rank logical M independently of the physical core.", ""])
+    return "\n".join(lines)
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", type=Path, required=True)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+    with args.raw.open(newline="") as handle:
+        records = summarize(csv.DictReader(handle))
+    if not records:
+        raise ValueError("no resident execution-group records")
+    with args.csv.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=records[0].keys())
+        writer.writeheader()
+        writer.writerows(records)
+    args.markdown.write_text(render(records))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_resident_v06_comparison.py b/scripts/summarize_resident_v06_comparison.py
new file mode 100755
index 0000000..7d51f99
--- /dev/null
+++ b/scripts/summarize_resident_v06_comparison.py
@@ -0,0 +1,173 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import math
+import statistics
+from collections import defaultdict
+from pathlib import Path
+
+
+VARIANTS = (
+    "v06_hybrid2d",
+    "v06_resident",
+    "v07_full",
+    "v07_resident_generic",
+    "v07_resident_core",
+)
+
+
+def geometric_mean(values):
+    values = list(values)
+    return math.exp(sum(math.log(value) for value in values) / len(values))
+
+
+def summarize(rows):
+    samples = defaultdict(lambda: defaultdict(list))
+    for row in rows:
+        variant = row["variant"]
+        if variant not in VARIANTS:
+            continue
+        key = (int(row["word_bits"]), int(row["logN"]), int(row["batch"]))
+        samples[key][variant].append(float(row["kernel_ms"]))
+
+    records = []
+    required = {"v06_hybrid2d", "v07_full", "v07_resident_generic",
+                "v07_resident_core"}
+    for (bits, logn, batch), point in sorted(samples.items()):
+        missing = required - point.keys()
+        if missing:
+            raise ValueError(
+                f"u{bits} logN={logn} batch={batch} is missing "
+                f"{', '.join(sorted(missing))}")
+        medians = {name: statistics.median(values)
+                   for name, values in point.items()}
+        v06_candidates = {
+            name: value for name, value in medians.items()
+            if name.startswith("v06_")
+        }
+        v06_selected = min(v06_candidates, key=v06_candidates.get)
+        v06_ms = v06_candidates[v06_selected]
+        v07_candidates = {
+            name: medians[name] for name in (
+                "v07_full", "v07_resident_generic", "v07_resident_core")
+        }
+        mg_selected = min(v07_candidates, key=v07_candidates.get)
+        mg_ms = v07_candidates[mg_selected]
+        records.append({
+            "word_bits": bits,
+            "logN": logn,
+            "batch": batch,
+            "v06_hybrid2d_ms": medians["v06_hybrid2d"],
+            "v06_resident_ms": medians.get("v06_resident", ""),
+            "v06_selected": v06_selected,
+            "v06_best_ms": v06_ms,
+            "v07_full_ms": medians["v07_full"],
+            "v07_resident_generic_ms": medians["v07_resident_generic"],
+            "v07_resident_core_ms": medians["v07_resident_core"],
+            "mg_selected": mg_selected,
+            "mg_best_ms": mg_ms,
+            "lowering_speedup": (medians["v07_full"] /
+                                 medians["v07_resident_generic"]),
+            "core_speedup": (medians["v07_resident_generic"] /
+                             medians["v07_resident_core"]),
+            "mg_best_vs_v06": v06_ms / mg_ms,
+            "v07_core_vs_v06": v06_ms / medians["v07_resident_core"],
+            "v07_core_vs_v06_resident": (
+                medians.get("v06_resident", 0.0) /
+                medians["v07_resident_core"]
+                if "v06_resident" in medians else ""),
+            "trials": min(len(values) for values in point.values()),
+        })
+    if not records:
+        raise ValueError("no resident-v0.6 comparison records")
+    return records
+
+
+def aggregate(records, key):
+    groups = defaultdict(list)
+    for row in records:
+        groups[row[key]].append(row)
+    result = []
+    for value, rows in sorted(groups.items()):
+        ratios = [row["mg_best_vs_v06"] for row in rows]
+        result.append((value, len(rows), geometric_mean(ratios),
+                       sum(ratio > 1.0 for ratio in ratios),
+                       min(ratios), max(ratios)))
+    return result
+
+
+def render(records):
+    ratios = [row["mg_best_vs_v06"] for row in records]
+    lowering = [row["lowering_speedup"] for row in records]
+    cores = [row["core_speedup"] for row in records]
+    lines = [
+        "# Resident M/G Candidate Ablation versus v0.6", "",
+        "CUDA-event medians from order-rotated independent processes. v0.6-best "
+        "is the faster of the mature Hybrid2D radix-4 path and, at logN=20, "
+        "the established 10+10 resident dataflow path. M/G-best is selected "
+        "only among these three new resident-lowering ablations; it is not the "
+        "best implementation in the complete v0.7 repository.", "",
+        "| bits | logN | batch | v0.6-best | ms | M/G full | lowered generic | lowered core | M/G-best | vs v0.6 |",
+        "|---:|---:|---:|:--|---:|---:|---:|---:|:--|---:|",
+    ]
+    for row in records:
+        lines.append(
+            f"| {row['word_bits']} | {row['logN']} | {row['batch']} | "
+            f"`{row['v06_selected']}` | {row['v06_best_ms']:.6f} | "
+            f"{row['v07_full_ms']:.6f} | "
+            f"{row['v07_resident_generic_ms']:.6f} | "
+            f"{row['v07_resident_core_ms']:.6f} | "
+            f"`{row['mg_selected']}` | {row['mg_best_vs_v06']:.3f}x |")
+
+    lines.extend([
+        "", "## Aggregate", "",
+        f"Across {len(records)} workload points, M/G-best wins at "
+        f"{sum(r > 1.0 for r in ratios)}/{len(ratios)} points and reaches "
+        f"{geometric_mean(ratios):.3f}x v0.6-best geometric-mean throughput. "
+        f"Resident boundary lowering contributes {geometric_mean(lowering):.3f}x "
+        f"and the selected physical core contributes {geometric_mean(cores):.3f}x "
+        "relative to their immediately preceding layers.", "",
+        "| grouping | value | points | geomean vs v0.6 | wins | min | max |",
+        "|:--|---:|---:|---:|---:|---:|---:|",
+    ])
+    for key, label in (("word_bits", "bits"), ("logN", "logN"),
+                       ("batch", "batch")):
+        for value, count, geomean, wins, minimum, maximum in aggregate(records, key):
+            lines.append(
+                f"| {label} | {value} | {count} | {geomean:.3f}x | "
+                f"{wins}/{count} | {minimum:.3f}x | {maximum:.3f}x |")
+
+    lines.extend([
+        "", "## Interpretation", "",
+        "This table is a controlled M/G-lowering ablation, not a release-level "
+        "v0.6/v0.7 comparison. `v07_full` isolates the cost of materializing "
+        "every logical boundary. "
+        "`v07_resident_generic` changes only M-to-G lowering, and "
+        "`v07_resident_core` additionally changes the physical execution-group "
+        "core. The generated dataflow core is currently specialized only for "
+        "10+10; shorter execution groups use the descriptor radix-4 fallback. "
+        "At logN=20 the dataflow path is physically equivalent to the v0.6 "
+        "10+10 dataflow schedule, so parity there is expected and is an explicit "
+        "equivalence check rather than an independent speedup claim.", "",
+    ])
+    return "\n".join(lines)
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", required=True, type=Path)
+    parser.add_argument("--markdown", required=True, type=Path)
+    args = parser.parse_args()
+    with args.raw.open(newline="") as handle:
+        records = summarize(csv.DictReader(handle))
+    with args.csv.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=list(records[0]),
+                                lineterminator="\n")
+        writer.writeheader()
+        writer.writerows(records)
+    args.markdown.write_text(render(records))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_stage_count_space.py b/scripts/summarize_stage_count_space.py
new file mode 100755
index 0000000..1e2dde2
--- /dev/null
+++ b/scripts/summarize_stage_count_space.py
@@ -0,0 +1,83 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import re
+import statistics
+from pathlib import Path
+
+
+LABEL = re.compile(r"^m(\d+)_p([0-9-]+)_b(\d+)_t(\d+)$")
+
+
+def summarize(rows):
+    grouped = {}
+    for row in rows:
+        match = LABEL.match(row["label"])
+        if not match:
+            raise ValueError(f"invalid stage-count label: {row['label']}")
+        segments = int(match.group(1))
+        partition = tuple(int(value) for value in match.group(2).split('-'))
+        batch = int(match.group(3))
+        if len(partition) != segments:
+            raise ValueError("label segment count disagrees with partition")
+        grouped.setdefault((batch, segments, partition), []).append(
+            float(row["kernel_ms"]))
+    records = []
+    for (batch, segments, partition), values in grouped.items():
+        records.append({
+            "batch": batch,
+            "segment_count": segments,
+            "partition": "+".join(map(str, partition)),
+            "trials": len(values),
+            "kernel_ms": statistics.median(values),
+            "min_kernel_ms": min(values),
+            "max_kernel_ms": max(values),
+        })
+    records.sort(key=lambda row: (row["batch"], row["segment_count"]))
+    return records
+
+
+def render(records):
+    best = {}
+    for row in records:
+        best[row["batch"]] = min(best.get(row["batch"], float("inf")),
+                                 row["kernel_ms"])
+    lines = [
+        "# Stage-Count Design-Space Screen", "",
+        "The generic radix-4 core, full-scratch boundaries, thread count, and "
+        "CTA residency are held fixed. Each row is the static shortlist winner "
+        "within one value of M; CUDA-event timing remains the ranking authority.",
+        "", "| batch | M | partition | kernel (ms) | relative to batch winner |",
+        "|---:|---:|:--:|---:|---:|",
+    ]
+    for row in records:
+        lines.append(
+            f"| {row['batch']} | {row['segment_count']} | `{row['partition']}` | "
+            f"{row['kernel_ms']:.6f} | {row['kernel_ms'] / best[row['batch']]:.3f}x |"
+        )
+    lines.extend(["", "This is a full-scratch stress test: every logical edge "
+                  "is materialized, so G=M. It does not establish that a "
+                  "smaller logical M is preferable; resident lowering is "
+                  "measured separately.", ""])
+    return "\n".join(lines)
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", type=Path, required=True)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+    with args.raw.open(newline="") as handle:
+        records = summarize(csv.DictReader(handle))
+    if not records:
+        raise ValueError("no stage-count records")
+    with args.csv.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=records[0].keys())
+        writer.writeheader()
+        writer.writerows(records)
+    args.markdown.write_text(render(records))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_three_level_partitions.py b/scripts/summarize_three_level_partitions.py
new file mode 100755
index 0000000..3f09274
--- /dev/null
+++ b/scripts/summarize_three_level_partitions.py
@@ -0,0 +1,82 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import re
+import statistics
+from pathlib import Path
+
+
+LABEL = re.compile(r"^p(\d+)-(\d+)-(\d+)_b(\d+)_t(\d+)$")
+
+
+def summarize(rows):
+    samples = {}
+    correctness = {}
+    for row in rows:
+        match = LABEL.match(row["label"])
+        if not match:
+            raise ValueError(f"invalid three-level label: {row['label']}")
+        partition = tuple(int(match.group(index)) for index in range(1, 4))
+        batch = int(match.group(4))
+        key = (batch, partition)
+        samples.setdefault(key, []).append(float(row["kernel_ms"]))
+        correctness.setdefault(key, []).append(int(row["correct"]))
+    records = []
+    for (batch, partition), values in samples.items():
+        records.append({
+            "batch": batch,
+            "partition": "+".join(map(str, partition)),
+            "trials": len(values),
+            "kernel_ms": statistics.median(values),
+            "min_kernel_ms": min(values),
+            "max_kernel_ms": max(values),
+            "correct": int(all(value == 1 for value in correctness[(batch, partition)])),
+        })
+    records.sort(key=lambda row: (row["batch"], row["kernel_ms"]))
+    return records
+
+
+def render(records):
+    lines = [
+        "# Parameterized Three-Level Partition Screen", "",
+        "All points use the same uint32 arithmetic, 32-row resident radix-4 "
+        "unit, two target CTAs/SM, and stage-proportional service weights. "
+        "Only the position of the 6/7/8-stage subgraph changes.", "",
+        "| batch | partition | kernel (ms) | relative to batch winner | correct |",
+        "|---:|:--:|---:|---:|:--:|",
+    ]
+    winners = {}
+    for row in records:
+        winners.setdefault(row["batch"], row["kernel_ms"])
+        winners[row["batch"]] = min(winners[row["batch"]], row["kernel_ms"])
+    for row in records:
+        ratio = row["kernel_ms"] / winners[row["batch"]]
+        lines.append(
+            f"| {row['batch']} | `{row['partition']}` | {row['kernel_ms']:.6f} | "
+            f"{ratio:.3f}x | {'yes' if row['correct'] else 'no'} |"
+        )
+    lines.extend(["", "The winner is a partition-order result, not yet a "
+                  "fully searched design point; CTA weights and row granularity "
+                  "remain fixed in this screen.", ""])
+    return "\n".join(lines)
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("raw", type=Path)
+    parser.add_argument("--csv", type=Path, required=True)
+    parser.add_argument("--markdown", type=Path, required=True)
+    args = parser.parse_args()
+    with args.raw.open(newline="") as handle:
+        records = summarize(csv.DictReader(handle))
+    if not records:
+        raise ValueError("no three-level records")
+    with args.csv.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=records[0].keys())
+        writer.writeheader()
+        writer.writerows(records)
+    args.markdown.write_text(render(records))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/summarize_v06_v07_comparison.py b/scripts/summarize_v06_v07_comparison.py
new file mode 100644
index 0000000..c84f0a9
--- /dev/null
+++ b/scripts/summarize_v06_v07_comparison.py
@@ -0,0 +1,142 @@
+#!/usr/bin/env python3
+import argparse
+import csv
+import json
+import math
+import pathlib
+import statistics
+
+
+ROLES = {
+    "v0.6-fixed-baseline": "v06",
+    "v0.6-fixed-hybrid2d-radix2": "v06",
+    "v0.6-search-tile256": "v06_search",
+    "v0.6-search-hybrid2d-radix4": "v06_search",
+    "v0.7-base-hybrid-dataflow-Ur1-Td4": "v07",
+    "v0.7-search-hybrid-dataflow-static-table": "v07_search",
+}
+
+
+def read_rows(path):
+    with path.open(newline="") as source:
+        return list(csv.DictReader(source))
+
+
+def build_rows(rows):
+    groups = {}
+    for row in rows:
+        role = ROLES.get(row["implementation"])
+        if role:
+            groups.setdefault(row["group"], {})[role] = row
+    output = []
+    for group, entries in sorted(groups.items()):
+        missing = set(ROLES.values()) - set(entries)
+        if missing:
+            raise ValueError(f"{group} is missing roles: {sorted(missing)}")
+        times = {role: float(row["median_kernel_ms"]) for role, row in entries.items()}
+        first = entries["v06"]
+        output.append({
+            "group": group,
+            "precision": first["precision"],
+            "logN": int(first["logN"]),
+            "batch": int(first["batch"]),
+            "v06_ms": times["v06"],
+            "v06_search_ms": times["v06_search"],
+            "v07_ms": times["v07"],
+            "v07_search_ms": times["v07_search"],
+            "v06_search_speedup": times["v06"] / times["v06_search"],
+            "v07_search_speedup": times["v07"] / times["v07_search"],
+            "v07_search_vs_v06_search": times["v06_search"] / times["v07_search"],
+            "fastest": min(times, key=times.get),
+            "stability": "/".join(entries[role]["stability_class"]
+                                  for role in ("v06", "v06_search", "v07", "v07_search")),
+            "correct": int(all(int(row["correct"]) == 1 for row in entries.values())),
+        })
+    return output
+
+
+def geomean(values):
+    return math.exp(statistics.mean(math.log(value) for value in values))
+
+
+def aggregate(rows):
+    grouped = {"overall": rows}
+    for precision in sorted({row["precision"] for row in rows}):
+        grouped[precision] = [row for row in rows if row["precision"] == precision]
+    for precision, log_n in sorted({(row["precision"], row["logN"]) for row in rows}):
+        grouped[f"{precision}/logN{log_n}"] = [
+            row for row in rows if row["precision"] == precision and row["logN"] == log_n]
+    output = []
+    for numeric, samples in grouped.items():
+        output.append({
+            "numeric": numeric,
+            "shapes": len(samples),
+            "v06_search_geomean": geomean([row["v06_search_speedup"] for row in samples]),
+            "v07_search_geomean": geomean([row["v07_search_speedup"] for row in samples]),
+            "v07_search_vs_v06_search_geomean": geomean(
+                [row["v07_search_vs_v06_search"] for row in samples]),
+            "v07_search_wins": sum(row["v07_search_vs_v06_search"] > 1.03 for row in samples),
+            "parity": sum(0.97 <= row["v07_search_vs_v06_search"] <= 1.03 for row in samples),
+            "v06_search_wins": sum(row["v07_search_vs_v06_search"] < 0.97 for row in samples),
+        })
+    return output
+
+
+def write_csv(path, rows):
+    path.parent.mkdir(parents=True, exist_ok=True)
+    with path.open("w", newline="") as destination:
+        writer = csv.DictWriter(destination, fieldnames=list(rows[0]), lineterminator="\n")
+        writer.writeheader()
+        writer.writerows(rows)
+
+
+def write_markdown(path, rows, aggregates):
+    lines = [
+        "# V100 v0.6/v0.7 NTT Comparison", "",
+        "All paths implement the same forward, natural-order NTT contract. Each point uses 30 warmups,",
+        "500 timed repetitions, three randomized process trials, CUDA-event kernel time, and correctness checks.",
+        "Ratios above one favor the searched configuration named in the numerator.", "",
+        "`v0.7-base` is the first generated HybridDataflow point (`Ur=1,Td=4`); `v0.7-search` uses",
+        "the generated V100 static table. HybridDataflow is currently an on-chip whole-transform backend",
+        "for `logN=10/12`, so this table does not directly join the archived GPU-NTT `logN=16/20` rows.",
+        "At `logN=10`, the v0.6 pair is generic baseline/Tile256; at `logN=12`, it is Hybrid2D radix-2/radix-4.", "",
+        "| Numeric | logN | Batch | v0.6 ms | v0.6 search ms | v0.7 ms | v0.7 search ms | v0.6 search/base | v0.7 search/base | v0.7 search / v0.6 search throughput | Fastest | Stability |",
+        "|:--|--:|--:|--:|--:|--:|--:|--:|--:|--:|:--|:--|",
+    ]
+    for row in rows:
+        lines.append(
+            f"| {row['precision']} | {row['logN']} | {row['batch']:,} | {row['v06_ms']:.6f} | "
+            f"{row['v06_search_ms']:.6f} | {row['v07_ms']:.6f} | {row['v07_search_ms']:.6f} | "
+            f"{row['v06_search_speedup']:.3f}x | {row['v07_search_speedup']:.3f}x | "
+            f"{row['v07_search_vs_v06_search']:.3f}x | {row['fastest']} | {row['stability']} |")
+    lines += ["", "## Aggregate", "",
+              "| Numeric | Shapes | v0.6 search/base | v0.7 search/base | v0.7 search / v0.6 search | v0.7 wins | Parity | v0.6 wins |",
+              "|:--|--:|--:|--:|--:|--:|--:|--:|"]
+    for row in aggregates:
+        lines.append(f"| {row['numeric']} | {row['shapes']} | {row['v06_search_geomean']:.3f}x | "
+                     f"{row['v07_search_geomean']:.3f}x | {row['v07_search_vs_v06_search_geomean']:.3f}x | "
+                     f"{row['v07_search_wins']} | {row['parity']} | {row['v06_search_wins']} |")
+    path.parent.mkdir(parents=True, exist_ok=True)
+    path.write_text("\n".join(lines) + "\n")
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Summarize matched v0.6/v0.7 NTT measurements.")
+    parser.add_argument("input", type=pathlib.Path)
+    parser.add_argument("--output", required=True, type=pathlib.Path)
+    parser.add_argument("--metrics", required=True, type=pathlib.Path)
+    parser.add_argument("--markdown", required=True, type=pathlib.Path)
+    args = parser.parse_args()
+    rows = build_rows(read_rows(args.input))
+    aggregates = aggregate(rows)
+    if not rows or not all(row["correct"] for row in rows):
+        raise ValueError("comparison contains no rows or a correctness failure")
+    write_csv(args.output, rows)
+    args.metrics.parent.mkdir(parents=True, exist_ok=True)
+    args.metrics.write_text(json.dumps(aggregates, indent=2) + "\n")
+    write_markdown(args.markdown, rows, aggregates)
+    print(json.dumps(aggregates, indent=2))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/test_appt_grouped_producer_smoke.sh b/scripts/test_appt_grouped_producer_smoke.sh
new file mode 100755
index 0000000..c186129
--- /dev/null
+++ b/scripts/test_appt_grouped_producer_smoke.sh
@@ -0,0 +1,32 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-cuda118/cuntt_bench"}
+for bits in 32 64; do
+    if [[ $bits == 32 ]]; then
+        modulus=998244353
+        resident=3
+        roles=6,14,2
+    else
+        modulus=576460756061519873
+        resident=2
+        roles=9,11,2
+    fi
+    for core in appt-online-register-tail-grouped \
+                appt-online-register-tail-grouped-writer-final \
+                appt-online-register-tail-grouped-writer-final-data-time; do
+        for group in 8 16 32; do
+            "$BIN" --word-bits "$bits" --modulus "$modulus" --logN 20 \
+                --batch 1 --backend hierarchical-dataflow \
+                --stage-partition 7,7,6 --segment-cores "$core" \
+                --segment-units 8 --segment-data-space "$group",16,16 \
+                --segment-data-time 4 --segment-role-stages 2 \
+                --segment-token-interleave 1 --boundary-storage ring \
+                --boundary-buffers 2 --target-ctas-per-sm "$resident" \
+                --appt-role-weights "$roles" --appt-fragment-width 16 \
+                --appt-writer-tiles 2 --output-order natural \
+                --warmup 0 --repeat 1 --verify
+        done
+    done
+done
diff --git a/scripts/test_hybrid_dataflow_smoke.sh b/scripts/test_hybrid_dataflow_smoke.sh
new file mode 100755
index 0000000..c235780
--- /dev/null
+++ b/scripts/test_hybrid_dataflow_smoke.sh
@@ -0,0 +1,34 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BIN=${BIN:-"$ROOT/build-11.8/cuntt_bench"}
+TIMEOUT=${TIMEOUT:-20}
+
+[[ -x "$BIN" ]] || { echo "missing executable: $BIN" >&2; exit 1; }
+
+run() {
+    local label=$1
+    shift
+    printf '%s ... ' "$label"
+    if timeout --foreground "$TIMEOUT" "$BIN" "$@" --warmup 0 --repeat 1 --verify >/dev/null; then
+        echo PASS
+    else
+        status=$?
+        if [[ $status -eq 124 ]]; then
+            echo "TIMEOUT (possible kernel deadlock)" >&2
+        else
+            echo "FAIL (exit $status)" >&2
+        fi
+        return "$status"
+    fi
+}
+
+common=(--backend hybrid-dataflow --logN 8 --batch 1 --word-bits 64 \
+        --flow-tile-log 8 --stage-space 8 --data-space 16 --pipeline-buffers 2)
+run "atomic handoff" "${common[@]}" --stage-handoff atomic
+run "named-barrier handoff" "${common[@]}" --stage-handoff named-barrier
+run "named-barrier batch" "${common[@]}" --batch 17 --stage-handoff named-barrier
+run "uint32 inverse" --backend hybrid-dataflow --logN 10 --batch 2 --word-bits 32 \
+    --modulus 1073479681 --inverse --flow-tile-log 8 --stage-space 8 \
+    --data-space 32 --pipeline-buffers 2 --stage-handoff named-barrier
diff --git a/src/c_api.cpp b/src/c_api.cpp
index a589dc2..b1449b0 100644
--- a/src/c_api.cpp
+++ b/src/c_api.cpp
@@ -51,6 +51,8 @@ struct cubutterflyDescriptor {
     bool normalize_inverse = true;
     std::uint64_t modulus = cuntt::kDefaultModulus;
     std::uint32_t word_bits = 64;
+    cubutterflyNttLayout_t input_ntt_layout = CUBUTTERFLY_NTT_LAYOUT_NATURAL;
+    cubutterflyNttLayout_t output_ntt_layout = CUBUTTERFLY_NTT_LAYOUT_NATURAL;
     std::vector<std::vector<cubutterflyMatrix2x2_t>> stage_matrices{2};
 };
 
@@ -82,6 +84,11 @@ struct cubutterflyPlan {
 
 namespace {
 
+class unsupported_error : public std::runtime_error {
+  public:
+    explicit unsupported_error(const char* message) : std::runtime_error(message) {}
+};
+
 template <typename Function>
 cubutterflyStatus_t protect(Function&& function) noexcept {
     try {
@@ -93,6 +100,8 @@ cubutterflyStatus_t protect(Function&& function) noexcept {
         return CUBUTTERFLY_STATUS_INVALID_VALUE;
     } catch (const std::bad_alloc&) {
         return CUBUTTERFLY_STATUS_ALLOC_FAILED;
+    } catch (const unsupported_error&) {
+        return CUBUTTERFLY_STATUS_NOT_SUPPORTED;
     } catch (const std::logic_error&) {
         return CUBUTTERFLY_STATUS_INTERNAL_ERROR;
     } catch (const std::runtime_error&) {
@@ -457,6 +466,14 @@ cuntt::PlanConfig make_axis_ntt_config(const cubutterflyDescriptor& descriptor,
     config.modulus = descriptor.modulus;
     config.inverse = descriptor.direction == CUBUTTERFLY_DIRECTION_INVERSE;
     config.word_bits = descriptor.word_bits;
+    config.input_order = descriptor.input_ntt_layout ==
+                                 CUBUTTERFLY_NTT_LAYOUT_APPT_STATIC
+                             ? cuntt::InputOrder::ApptStatic
+                             : cuntt::InputOrder::Natural;
+    config.output_order = descriptor.output_ntt_layout ==
+                                  CUBUTTERFLY_NTT_LAYOUT_APPT_STATIC
+                              ? cuntt::OutputOrder::ApptStatic
+                              : cuntt::OutputOrder::Natural;
     config.auto_allocate_workspace = false;
     if (config.log_n >= 12 && config.log_n <= 20) {
         config.backend = cuntt::Backend::Hybrid2D;
@@ -612,6 +629,59 @@ std::string butterfly_algorithm_id(const cuntt::ButterflyConfig& config) {
 }
 
 std::string ntt_algorithm_id(const cuntt::PlanConfig& config) {
+    if (config.backend == cuntt::Backend::HierarchicalDataflow &&
+        !config.subgraph_mappings.empty() &&
+        (config.subgraph_mappings.front().core ==
+             cuntt::NttSubgraphCore::ApptOnlineRegisterTail ||
+         config.subgraph_mappings.front().core ==
+             cuntt::NttSubgraphCore::ApptOnlineRegisterTailWarp ||
+         config.subgraph_mappings.front().core ==
+             cuntt::NttSubgraphCore::ApptOnlineRegisterTailColumnWarp ||
+         config.subgraph_mappings.front().core ==
+             cuntt::NttSubgraphCore::ApptOnlineRegisterTailRadix8 ||
+         config.subgraph_mappings.front().core ==
+             cuntt::NttSubgraphCore::ApptOnlineRegisterTailGrouped ||
+         config.subgraph_mappings.front().core ==
+             cuntt::NttSubgraphCore::ApptOnlineRegisterTailGroupedWriterFinal ||
+         config.subgraph_mappings.front().core == cuntt::NttSubgraphCore::
+             ApptOnlineRegisterTailGroupedWriterFinalDataTime ||
+         config.subgraph_mappings.front().core == cuntt::NttSubgraphCore::
+             ApptOnlineRegisterTailGroupedWriterFinalResident ||
+         config.subgraph_mappings.front().core == cuntt::NttSubgraphCore::
+             ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter)) {
+        if (config.subgraph_mappings.front().core == cuntt::NttSubgraphCore::
+                ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter) {
+            return "ntt-appt-register-tail-grouped-writer-final-resident-quarter";
+        }
+        if (config.subgraph_mappings.front().core == cuntt::NttSubgraphCore::
+                ApptOnlineRegisterTailGroupedWriterFinalResident) {
+            return "ntt-appt-register-tail-grouped-writer-final-resident";
+        }
+        if (config.subgraph_mappings.front().core == cuntt::NttSubgraphCore::
+                ApptOnlineRegisterTailGroupedWriterFinalDataTime) {
+            return "ntt-appt-register-tail-grouped-writer-final-data-time";
+        }
+        if (config.subgraph_mappings.front().core ==
+            cuntt::NttSubgraphCore::ApptOnlineRegisterTailGroupedWriterFinal) {
+            return "ntt-appt-register-tail-grouped-writer-final";
+        }
+        if (config.subgraph_mappings.front().core ==
+            cuntt::NttSubgraphCore::ApptOnlineRegisterTailGrouped) {
+            return "ntt-appt-register-tail-grouped";
+        }
+        if (config.subgraph_mappings.front().core ==
+            cuntt::NttSubgraphCore::ApptOnlineRegisterTailRadix8) {
+            return "ntt-appt-register-tail-radix8";
+        }
+        if (config.subgraph_mappings.front().core ==
+            cuntt::NttSubgraphCore::ApptOnlineRegisterTailColumnWarp) {
+            return "ntt-appt-register-tail-column-warp";
+        }
+        return config.subgraph_mappings.front().core ==
+                       cuntt::NttSubgraphCore::ApptOnlineRegisterTailWarp
+                   ? "ntt-appt-register-tail-warp"
+                   : "ntt-appt-register-tail";
+    }
     if (config.backend == cuntt::Backend::Baseline)
         return "ntt-baseline-radix2";
     if (config.backend == cuntt::Backend::Tile256)
@@ -619,6 +689,22 @@ std::string ntt_algorithm_id(const cuntt::PlanConfig& config) {
     if (config.backend == cuntt::Backend::Hybrid2D)
         return config.compute_unit == cuntt::ComputeUnit::Radix4 ? "ntt-hybrid-radix4"
                                                                  : "ntt-hybrid-radix2";
+    if (config.backend == cuntt::Backend::HybridDataflow) {
+        std::ostringstream name;
+        name << "ntt-hybrid-dataflow-t" << config.flow_tile_log_n << "-us" << config.stage_space
+             << "-ur" << config.role_stages << "-ud" << config.data_space << "-td" << config.data_time
+             << "-ti" << config.token_interleave
+             << "-rb" << config.target_ctas_per_sm << "-q" << config.pipeline_buffers << '-'
+             << cuntt::dataflow_layout_name(config.dataflow_layout) << '-'
+             << cuntt::dataflow_state_mode_name(config.dataflow_state_mode);
+        return name.str();
+    }
+    if (config.backend == cuntt::Backend::HierarchicalBarrier)
+        return config.hierarchical_core == cuntt::HierarchicalCore::Hybrid2DRadix4
+                   ? "ntt-hierarchical-barrier-hybrid2d-radix4"
+                   : "ntt-hierarchical-barrier";
+    if (config.backend == cuntt::Backend::HierarchicalDataflow)
+        return "ntt-hierarchical-dataflow";
     throw std::invalid_argument("NTT configuration has no public algorithm ID");
 }
 
@@ -635,6 +721,79 @@ void apply_ntt_algorithm(cuntt::PlanConfig& config, const std::string& algorithm
     } else if (algorithm == "ntt-hybrid-radix4") {
         config.backend = cuntt::Backend::Hybrid2D;
         config.compute_unit = cuntt::ComputeUnit::Radix4;
+    } else if (algorithm == "ntt-hybrid-dataflow") {
+        config.backend = cuntt::Backend::HybridDataflow;
+        config.compute_unit = cuntt::ComputeUnit::Radix2;
+    } else if (algorithm == "ntt-appt-register-tail" ||
+               algorithm == "ntt-appt-register-tail-warp" ||
+               algorithm == "ntt-appt-register-tail-column-warp" ||
+               algorithm == "ntt-appt-register-tail-radix8" ||
+               algorithm == "ntt-appt-register-tail-grouped" ||
+               algorithm == "ntt-appt-register-tail-grouped-writer-final" ||
+               algorithm ==
+                   "ntt-appt-register-tail-grouped-writer-final-data-time" ||
+               algorithm ==
+                   "ntt-appt-register-tail-grouped-writer-final-resident" ||
+               algorithm ==
+                   "ntt-appt-register-tail-grouped-writer-final-resident-quarter") {
+        config.backend = cuntt::Backend::HierarchicalDataflow;
+        config.compute_unit = cuntt::ComputeUnit::Radix4;
+        config.stage_partition = {7, 7, 6};
+        config.subgraph_mappings.resize(3);
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = algorithm == "ntt-appt-register-tail-warp"
+                               ? cuntt::NttSubgraphCore::ApptOnlineRegisterTailWarp
+                           : algorithm == "ntt-appt-register-tail-column-warp"
+                               ? cuntt::NttSubgraphCore::ApptOnlineRegisterTailColumnWarp
+                           : algorithm == "ntt-appt-register-tail-radix8"
+                               ? cuntt::NttSubgraphCore::ApptOnlineRegisterTailRadix8
+                           : algorithm == "ntt-appt-register-tail-grouped"
+                               ? cuntt::NttSubgraphCore::ApptOnlineRegisterTailGrouped
+                           : algorithm ==
+                                     "ntt-appt-register-tail-grouped-writer-final"
+                               ? cuntt::NttSubgraphCore::
+                                     ApptOnlineRegisterTailGroupedWriterFinal
+                           : algorithm ==
+                                     "ntt-appt-register-tail-grouped-writer-final-data-time"
+                               ? cuntt::NttSubgraphCore::
+                                     ApptOnlineRegisterTailGroupedWriterFinalDataTime
+                           : algorithm ==
+                                     "ntt-appt-register-tail-grouped-writer-final-resident"
+                               ? cuntt::NttSubgraphCore::
+                                     ApptOnlineRegisterTailGroupedWriterFinalResident
+                           : algorithm ==
+                                     "ntt-appt-register-tail-grouped-writer-final-resident-quarter"
+                               ? cuntt::NttSubgraphCore::
+                                     ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter
+                               : cuntt::NttSubgraphCore::ApptOnlineRegisterTail;
+            mapping.units_per_cta = 8;
+            mapping.data_space = 16;
+            mapping.data_time = 4;
+            mapping.role_stages = 2;
+            mapping.token_interleave = 1;
+            mapping.cta_weight = 0;
+        }
+        if (algorithm ==
+                "ntt-appt-register-tail-grouped-writer-final-resident" ||
+            algorithm ==
+                "ntt-appt-register-tail-grouped-writer-final-resident-quarter") {
+            config.subgraph_mappings[0].data_space = 32;
+            config.subgraph_mappings[1].data_space = 16;
+            config.subgraph_mappings[2].data_space = 16;
+            config.output_order = cuntt::OutputOrder::Natural;
+        }
+    } else if (algorithm == "ntt-hierarchical-dataflow") {
+        config.backend = cuntt::Backend::HierarchicalDataflow;
+        config.compute_unit = cuntt::ComputeUnit::Radix2;
+    } else if (algorithm == "ntt-hierarchical-barrier") {
+        config.backend = cuntt::Backend::HierarchicalBarrier;
+        config.compute_unit = cuntt::ComputeUnit::Radix4;
+        config.hierarchical_core = cuntt::HierarchicalCore::DataflowRadix4;
+    } else if (algorithm == "ntt-hierarchical-barrier-hybrid2d-radix4" ||
+               algorithm == "ntt-hierarchical-dataflow-hybrid2d-radix4") {
+        config.backend = cuntt::Backend::HierarchicalBarrier;
+        config.compute_unit = cuntt::ComputeUnit::Radix4;
+        config.hierarchical_core = cuntt::HierarchicalCore::Hybrid2DRadix4;
     } else {
         throw std::invalid_argument("unknown explicit NTT algorithm");
     }
@@ -832,7 +991,10 @@ double measure_ntt(cuntt::PlanConfig config, cudaStream_t stream) {
 
 std::pair<std::string, double> tune_ntt(const cuntt::PlanConfig& base, cudaStream_t stream) {
     const std::vector<std::string> candidates{"ntt-baseline-radix2", "ntt-tile256-radix2",
-                                               "ntt-hybrid-radix2", "ntt-hybrid-radix4"};
+                                               "ntt-hybrid-radix2", "ntt-hybrid-radix4",
+                                               "ntt-hierarchical-dataflow",
+                                               "ntt-hierarchical-barrier",
+                                               "ntt-hierarchical-barrier-hybrid2d-radix4"};
     std::pair<std::string, double> best{"", std::numeric_limits<double>::infinity()};
     for (const auto& name : candidates) {
         try {
@@ -1065,6 +1227,21 @@ cubutterflyStatus_t cubutterflySetModulus(cubutterflyDescriptor_t descriptor, ui
     return protect([&] { require(descriptor != nullptr, "descriptor must be non-null"); require(word_bits == 32 || word_bits == 64, "word width must be 32 or 64"); descriptor->modulus = modulus; descriptor->word_bits = word_bits; });
 }
 
+cubutterflyStatus_t cubutterflySetNttLayouts(
+    cubutterflyDescriptor_t descriptor, cubutterflyNttLayout_t input_layout,
+    cubutterflyNttLayout_t output_layout) {
+    return protect([&] {
+        require(descriptor != nullptr, "descriptor must be non-null");
+        require((input_layout == CUBUTTERFLY_NTT_LAYOUT_NATURAL ||
+                 input_layout == CUBUTTERFLY_NTT_LAYOUT_APPT_STATIC) &&
+                    (output_layout == CUBUTTERFLY_NTT_LAYOUT_NATURAL ||
+                     output_layout == CUBUTTERFLY_NTT_LAYOUT_APPT_STATIC),
+                "unknown NTT layout");
+        descriptor->input_ntt_layout = input_layout;
+        descriptor->output_ntt_layout = output_layout;
+    });
+}
+
 cubutterflyStatus_t cubutterflySetStageMatrices(cubutterflyDescriptor_t descriptor, uint32_t axis,
                                                 const cubutterflyMatrix2x2_t* matrices, size_t count) {
     return protect([&] {
@@ -1079,6 +1256,17 @@ cubutterflyStatus_t cubutterflyCreatePlan(cubutterflyHandle_t handle, cubutterfl
         require(handle != nullptr && descriptor != nullptr && plan != nullptr, "handle, descriptor, and plan pointer must be non-null");
         auto resolved = *descriptor;
         validate_storage(resolved);
+        const bool appt_layout_requested =
+            resolved.input_ntt_layout == CUBUTTERFLY_NTT_LAYOUT_APPT_STATIC ||
+            resolved.output_ntt_layout == CUBUTTERFLY_NTT_LAYOUT_APPT_STATIC;
+        if (appt_layout_requested &&
+            !(resolved.op == CUBUTTERFLY_OPERATOR_NTT && resolved.rank == 1 &&
+              resolved.extents[0] == (1ULL << 20) &&
+              resolved.length_mode == CUBUTTERFLY_LENGTH_STANDARD &&
+              resolved.placement == CUBUTTERFLY_PLACEMENT_OUT_OF_PLACE)) {
+            throw unsupported_error(
+                "APPT static layout currently requires a rank-1, logN=20, out-of-place NTT");
+        }
         std::vector<std::size_t> physical_extents = resolved.extents;
         bool standard_arbitrary = false;
         if (resolved.length_mode == CUBUTTERFLY_LENGTH_ZERO_EXTENDED_EMBEDDING) {
@@ -1396,9 +1584,45 @@ cubutterflyStatus_t cubutterflyCreatePlan(cubutterflyHandle_t handle, cubutterfl
             config.modulus = resolved.modulus;
             config.inverse = resolved.direction == CUBUTTERFLY_DIRECTION_INVERSE;
             config.word_bits = resolved.word_bits;
+            config.input_order = resolved.input_ntt_layout ==
+                                         CUBUTTERFLY_NTT_LAYOUT_APPT_STATIC
+                                     ? cuntt::InputOrder::ApptStatic
+                                     : cuntt::InputOrder::Natural;
+            config.output_order = resolved.output_ntt_layout ==
+                                          CUBUTTERFLY_NTT_LAYOUT_APPT_STATIC
+                                      ? cuntt::OutputOrder::ApptStatic
+                                      : cuntt::OutputOrder::Natural;
             config.auto_allocate_workspace = false;
             config.auto_select = measured;
-            if (resolved.algorithm_policy == CUBUTTERFLY_ALGORITHM_EXPLICIT) {
+            if (appt_layout_requested) {
+                config.auto_select = false;
+                if (resolved.algorithm_policy == CUBUTTERFLY_ALGORITHM_EXPLICIT &&
+                    resolved.explicit_algorithm != "ntt-appt-register-tail" &&
+                    resolved.explicit_algorithm !=
+                        "ntt-appt-register-tail-warp" &&
+                    resolved.explicit_algorithm !=
+                        "ntt-appt-register-tail-column-warp" &&
+                    resolved.explicit_algorithm !=
+                        "ntt-appt-register-tail-radix8" &&
+                    resolved.explicit_algorithm !=
+                        "ntt-appt-register-tail-grouped" &&
+                    resolved.explicit_algorithm !=
+                        "ntt-appt-register-tail-grouped-writer-final" &&
+                    resolved.explicit_algorithm !=
+                        "ntt-appt-register-tail-grouped-writer-final-data-time" &&
+                    resolved.explicit_algorithm !=
+                        "ntt-appt-register-tail-grouped-writer-final-resident" &&
+                    resolved.explicit_algorithm !=
+                        "ntt-appt-register-tail-grouped-writer-final-resident-quarter") {
+                    throw unsupported_error(
+                        "APPT static layout requires an APPT register-tail algorithm");
+                }
+                apply_ntt_algorithm(
+                    config,
+                    resolved.algorithm_policy == CUBUTTERFLY_ALGORITHM_EXPLICIT
+                        ? resolved.explicit_algorithm
+                        : "ntt-appt-register-tail");
+            } else if (resolved.algorithm_policy == CUBUTTERFLY_ALGORITHM_EXPLICIT) {
                 apply_ntt_algorithm(config, resolved.explicit_algorithm);
             } else if (!cached_algorithm.empty()) {
                 apply_ntt_algorithm(config, cached_algorithm);
@@ -1427,8 +1651,7 @@ cubutterflyStatus_t cubutterflyCreatePlan(cubutterflyHandle_t handle, cubutterfl
                                                   : "no measured profile entry; selected by the static resource model");
             created->ntt = std::make_unique<cuntt::Plan>(config);
             created->ntt->set_stream(handle->stream);
-            created->algorithm = std::string("ntt-") + cuntt::backend_name(created->ntt->config().backend) +
-                                 "-" + cuntt::compute_unit_name(created->ntt->config().compute_unit);
+            created->algorithm = ntt_algorithm_id(created->ntt->config());
             created->workspace_bytes = created->ntt->workspace_size();
         } else {
             cuntt::ButterflyConfig config;
@@ -1507,6 +1730,53 @@ cubutterflyStatus_t cubutterflyPlanGetSelectionSource(cubutterflyPlan_t plan, cu
 cubutterflyStatus_t cubutterflyPlanGetAlgorithmName(cubutterflyPlan_t plan, char* name, size_t* bytes) { return protect([&] { require(plan != nullptr, "plan must be non-null"); copy_text(plan->algorithm, name, bytes); }); }
 cubutterflyStatus_t cubutterflyPlanGetSelectionReason(cubutterflyPlan_t plan, char* reason, size_t* bytes) { return protect([&] { require(plan != nullptr, "plan must be non-null"); copy_text(plan->reason, reason, bytes); }); }
 
+cubutterflyStatus_t cubutterflyPlanGetNttLayoutInfo(
+    cubutterflyPlan_t plan, cubutterflyNttLayoutInfo_t* info) {
+    if (plan == nullptr || info == nullptr) {
+        return CUBUTTERFLY_STATUS_INVALID_VALUE;
+    }
+    if (plan->ntt == nullptr || plan->composite ||
+        plan->ntt->config().subgraph_mappings.empty() ||
+        (plan->ntt->config().subgraph_mappings.front().core !=
+             cuntt::NttSubgraphCore::ApptOnlineRegisterTail &&
+         plan->ntt->config().subgraph_mappings.front().core !=
+             cuntt::NttSubgraphCore::ApptOnlineRegisterTailWarp &&
+         plan->ntt->config().subgraph_mappings.front().core !=
+             cuntt::NttSubgraphCore::ApptOnlineRegisterTailColumnWarp &&
+         plan->ntt->config().subgraph_mappings.front().core !=
+             cuntt::NttSubgraphCore::ApptOnlineRegisterTailRadix8 &&
+         plan->ntt->config().subgraph_mappings.front().core !=
+             cuntt::NttSubgraphCore::ApptOnlineRegisterTailGrouped &&
+         plan->ntt->config().subgraph_mappings.front().core !=
+             cuntt::NttSubgraphCore::ApptOnlineRegisterTailGroupedWriterFinal &&
+         plan->ntt->config().subgraph_mappings.front().core !=
+             cuntt::NttSubgraphCore::
+                 ApptOnlineRegisterTailGroupedWriterFinalDataTime &&
+         plan->ntt->config().subgraph_mappings.front().core !=
+             cuntt::NttSubgraphCore::
+                 ApptOnlineRegisterTailGroupedWriterFinalResident)) {
+        return CUBUTTERFLY_STATUS_NOT_SUPPORTED;
+    }
+    return protect([&] {
+        const auto layout = plan->ntt->appt_layout_info();
+        require(layout.stage_partition.size() <= 3,
+                "layout stage partition exceeds the C ABI capacity");
+        std::memset(info, 0, sizeof(*info));
+        info->log_n = layout.log_n;
+        info->stage_count =
+            static_cast<std::uint32_t>(layout.stage_partition.size());
+        for (std::size_t index = 0; index < layout.stage_partition.size();
+             ++index) {
+            info->stage_partition[index] = layout.stage_partition[index];
+        }
+        info->fragment_width = layout.fragment_width;
+        info->bank_bits = layout.bank_bits;
+        info->xor_permutation = layout.xor_permutation ? 1 : 0;
+        std::strncpy(info->compatibility_id, layout.compatibility_id.c_str(),
+                     sizeof(info->compatibility_id) - 1);
+    });
+}
+
 cubutterflyStatus_t cubutterflyPlanSetWorkspace(cubutterflyPlan_t plan, void* workspace, size_t bytes) {
     return protect([&] {
         require(plan != nullptr, "plan must be non-null");
diff --git a/src/hybrid_dataflow.cuh b/src/hybrid_dataflow.cuh
new file mode 100644
index 0000000..27b4d67
--- /dev/null
+++ b/src/hybrid_dataflow.cuh
@@ -0,0 +1,1177 @@
+#pragma once
+
+#include <cuda_runtime.h>
+#include <cooperative_groups.h>
+
+#include <cstddef>
+#include <cstdint>
+
+#include "cuntt/ntt.hpp"
+
+namespace cuntt::detail {
+
+struct HybridDataflowRuntime {
+    std::uint32_t log_n;
+    std::uint32_t data_space;
+    std::uint32_t data_time;
+    std::uint32_t pipeline_buffers;
+    DataflowLayout layout;
+    DataflowStateMode state_mode;
+    StageHandoff handoff;
+};
+
+template <typename Word>
+__device__ __forceinline__ std::uint32_t hybrid_state_index(
+    std::uint32_t logical, std::uint32_t flow_tile_log_n, std::uint32_t data_space,
+    DataflowLayout layout) {
+    if (layout == DataflowLayout::Linear) {
+        return logical;
+    }
+    const std::uint32_t bank_count = data_space << 1;
+    const std::uint32_t bank_mask  = bank_count - 1;
+    const std::uint32_t bank       = (logical ^ (logical >> flow_tile_log_n)) & bank_mask;
+    return (logical & ~bank_mask) | bank;
+}
+
+__device__ __forceinline__ void hybrid_named_barrier(std::uint32_t barrier) {
+    asm volatile("bar.sync %0, 64;" : : "r"(barrier) : "memory");
+}
+
+__device__ __forceinline__ void hybrid_wait_flag(int* flag, int expected, std::uint32_t lane) {
+    int value = 0;
+    do {
+        if (lane == 0) {
+            value = atomicAdd(flag, 0);
+        }
+        value = __shfl_sync(0xffffffffU, value, 0);
+    } while (value != expected);
+    __syncwarp();
+    __threadfence_block();
+}
+
+template <typename Word>
+__device__ __forceinline__ Word hybrid_shuffle_xor(Word value, int delta) {
+    if constexpr (sizeof(Word) == sizeof(std::uint32_t)) {
+        return static_cast<Word>(__shfl_xor_sync(0xffffffffU, static_cast<std::uint32_t>(value), delta));
+    } else {
+        const std::uint64_t bits = static_cast<std::uint64_t>(value);
+        const std::uint32_t low = __shfl_xor_sync(0xffffffffU, static_cast<std::uint32_t>(bits), delta);
+        const std::uint32_t high = __shfl_xor_sync(0xffffffffU, static_cast<std::uint32_t>(bits >> 32), delta);
+        return static_cast<Word>((static_cast<std::uint64_t>(high) << 32) | low);
+    }
+}
+
+template <typename Word, std::uint32_t ValuesPerLane, typename Operator>
+__device__ __forceinline__ void hybrid_apply_register_stage(
+    Word (&values)[ValuesPerLane], std::uint32_t token_points, std::uint32_t local_stage,
+    std::uint32_t logical_stage_base, std::uint32_t subgraph_offset,
+    std::uint32_t lane, Operator op) {
+    const std::uint32_t half = 1U << local_stage;
+    if (local_stage < 5) {
+        const int lane_delta = 1 << local_stage;
+        #pragma unroll
+        for (std::uint32_t slot_index = 0; slot_index < ValuesPerLane; ++slot_index) {
+            Word left = values[slot_index];
+            Word right = hybrid_shuffle_xor(values[slot_index], lane_delta);
+            Word right_result = Word{0};
+            const std::uint32_t left_index = (slot_index << 5) + lane;
+            if (left_index < token_points && (lane & lane_delta) == 0) {
+                const std::uint32_t offset = left_index & (half - 1);
+                const std::uint32_t logical_offset = subgraph_offset + (offset << logical_stage_base);
+                op.apply(logical_stage_base + local_stage, logical_offset, left, right);
+                right_result = right;
+            }
+            const Word received_right = hybrid_shuffle_xor(right_result, lane_delta);
+            if ((lane & lane_delta) == 0) {
+                values[slot_index] = left;
+            } else if (left_index < token_points) {
+                values[slot_index] = received_right;
+            }
+        }
+    } else {
+        const std::uint32_t slot_delta = 1U << (local_stage - 5);
+        #pragma unroll
+        for (std::uint32_t slot_index = 0; slot_index < ValuesPerLane; ++slot_index) {
+            if ((slot_index & slot_delta) == 0 && slot_index + slot_delta < ValuesPerLane) {
+                const std::uint32_t left_index = (slot_index << 5) + lane;
+                if (left_index < token_points) {
+                    Word left = values[slot_index];
+                    Word right = values[slot_index + slot_delta];
+                    const std::uint32_t offset = left_index & (half - 1);
+                    const std::uint32_t logical_offset = subgraph_offset + (offset << logical_stage_base);
+                    op.apply(logical_stage_base + local_stage, logical_offset, left, right);
+                    values[slot_index] = left;
+                    values[slot_index + slot_delta] = right;
+                }
+            }
+        }
+    }
+}
+
+template <typename Word, std::uint32_t FlowTileLogN, std::uint32_t StageSpace,
+          std::uint32_t DataTime, std::uint32_t RoleStages,
+          std::uint32_t TargetCtasPerSm, std::uint32_t TokenInterleave, typename Operator>
+__global__ __launch_bounds__(((StageSpace + RoleStages - 1) / RoleStages) * RoleStages * 32,
+                             TargetCtasPerSm)
+void hybrid_dataflow_kernel(const Word* input, Word* output, std::uint64_t transforms,
+                            HybridDataflowRuntime runtime, Operator op) {
+    static_assert(StageSpace >= 2 && StageSpace <= 8);
+    static_assert(StageSpace <= FlowTileLogN);
+    static_assert(DataTime >= 1 && DataTime <= 16);
+    static_assert(RoleStages >= 1 && RoleStages <= StageSpace);
+    static_assert(TargetCtasPerSm >= 1 && TargetCtasPerSm <= 3);
+    static_assert(TokenInterleave == 1 || TokenInterleave == 2);
+    static_assert(TokenInterleave == 1 || (RoleStages > 1 && DataTime >= RoleStages * TokenInterleave));
+    constexpr std::uint32_t kMaxTokenPoints = 1U << StageSpace;
+    constexpr std::uint32_t kMaxRoles       = (StageSpace + RoleStages - 1) / RoleStages;
+    constexpr std::uint32_t kRoleReplicas   = RoleStages;
+    constexpr std::uint32_t kEdges          = kMaxRoles - 1;
+
+    extern __shared__ __align__(16) unsigned char storage[];
+    const std::uint32_t n = 1U << runtime.log_n;
+    const bool ping_pong = runtime.state_mode == DataflowStateMode::PingPong;
+    Word* state0 = reinterpret_cast<Word*>(storage);
+    Word* state1 = ping_pong ? state0 + n : state0;
+    Word* channels = state0 + n * (ping_pong ? 2U : 1U);
+    constexpr std::size_t packet_words = static_cast<std::size_t>(kMaxTokenPoints) * DataTime;
+    const std::size_t channel_words = static_cast<std::size_t>(kEdges) * runtime.pipeline_buffers * packet_words;
+    int* flags = reinterpret_cast<int*>(channels + channel_words);
+
+    const std::uint32_t warp = threadIdx.x >> 5;
+    const std::uint32_t role = warp / kRoleReplicas;
+    const std::uint32_t replica = warp - role * kRoleReplicas;
+    const std::uint32_t lane = threadIdx.x & 31U;
+    const std::uint64_t transform = blockIdx.x;
+    if (transform >= transforms) {
+        return;
+    }
+
+    for (std::uint32_t index = threadIdx.x;
+         index < kEdges * runtime.pipeline_buffers * kRoleReplicas; index += blockDim.x) {
+        flags[index] = 0;
+    }
+    const std::uint64_t base = transform * n;
+    for (std::uint32_t logical = threadIdx.x; logical < n; logical += blockDim.x) {
+        const std::uint32_t reversed = __brev(logical) >> (32 - runtime.log_n);
+        const std::uint32_t physical = hybrid_state_index<Word>(logical, FlowTileLogN, runtime.data_space, runtime.layout);
+        state0[physical] = input[base + reversed];
+    }
+    __syncthreads();
+
+    bool current_is_state0 = true;
+    for (std::uint32_t round_base = 0; round_base < runtime.log_n; round_base += FlowTileLogN) {
+        const std::uint32_t round_stages = min(FlowTileLogN, runtime.log_n - round_base);
+        for (std::uint32_t fold = 0; fold < round_stages; fold += StageSpace) {
+            const std::uint32_t active_stages = min(StageSpace, round_stages - fold);
+            const std::uint32_t active_roles = (active_stages + RoleStages - 1) / RoleStages;
+            const std::uint32_t logical_stage_base = round_base + fold;
+            const std::uint32_t token_points = 1U << active_stages;
+            const std::uint32_t token_count  = n / token_points;
+            const std::uint32_t packet_count = (token_count + DataTime - 1) / DataTime;
+            Word* input_state  = current_is_state0 ? state0 : state1;
+            Word* output_state = ping_pong ? (current_is_state0 ? state1 : state0) : input_state;
+
+            if (role < active_roles) {
+              for (std::uint32_t packet = 0; packet < packet_count; ++packet) {
+                const std::uint32_t slot = packet % runtime.pipeline_buffers;
+                const std::uint32_t token_begin = packet * DataTime;
+                const std::uint32_t packet_tokens = min(DataTime, token_count - token_begin);
+                Word* source = nullptr;
+                Word* target = nullptr;
+                const std::uint32_t previous_edge = role == 0 ? 0 : role - 1;
+                const std::size_t previous_flag =
+                    (static_cast<std::size_t>(previous_edge) * runtime.pipeline_buffers + slot) * kRoleReplicas + replica;
+                if (role != 0) {
+                    source = channels + (static_cast<std::size_t>(previous_edge) * runtime.pipeline_buffers + slot) * packet_words;
+                    if (runtime.handoff == StageHandoff::NamedBarrier) {
+                        hybrid_named_barrier(previous_edge * kRoleReplicas + replica + 1);
+                    } else {
+                        hybrid_wait_flag(&flags[previous_flag], 1, lane);
+                    }
+                }
+                if (role + 1 < active_roles) {
+                    const std::uint32_t edge = role;
+                    const std::size_t edge_flag =
+                        (static_cast<std::size_t>(edge) * runtime.pipeline_buffers + slot) * kRoleReplicas + replica;
+                    target = channels + (static_cast<std::size_t>(edge) * runtime.pipeline_buffers + slot) * packet_words;
+                    // Ready uses the selected warp handoff. Slot release stays asynchronous so a
+                    // consumer never blocks the producer iteration needed to reach the same slot.
+                    if (packet >= runtime.pipeline_buffers) {
+                        hybrid_wait_flag(&flags[edge_flag], 0, lane);
+                    }
+                }
+
+                if constexpr (RoleStages == 1) {
+                    #pragma unroll
+                    for (std::uint32_t packet_token = replica; packet_token < DataTime;
+                         packet_token += kRoleReplicas) {
+                        if (packet_token >= packet_tokens) {
+                            continue;
+                        }
+                        const std::uint32_t token = token_begin + packet_token;
+                        Word* source_token = source == nullptr ? nullptr : source + packet_token * kMaxTokenPoints;
+                        Word* target_token = target == nullptr ? nullptr : target + packet_token * kMaxTokenPoints;
+                        const std::uint32_t stage_stride = 1U << logical_stage_base;
+                        const std::uint32_t subgraph_block = token / stage_stride;
+                        const std::uint32_t subgraph_offset = token - subgraph_block * stage_stride;
+                        const std::uint32_t subgraph_base = subgraph_block << (logical_stage_base + active_stages);
+                        auto load_value = [&](std::uint32_t local) {
+                            if (role != 0) {
+                                return source_token[local];
+                            }
+                            const std::uint32_t logical = subgraph_base + subgraph_offset + (local << logical_stage_base);
+                            return input_state[hybrid_state_index<Word>(logical, FlowTileLogN, runtime.data_space, runtime.layout)];
+                        };
+                        auto store_value = [&](std::uint32_t local, Word value) {
+                            if (role + 1 < active_roles) {
+                                target_token[local] = value;
+                            } else {
+                                const std::uint32_t logical = subgraph_base + subgraph_offset + (local << logical_stage_base);
+                                output_state[hybrid_state_index<Word>(logical, FlowTileLogN, runtime.data_space, runtime.layout)] = value;
+                            }
+                        };
+                        const std::uint32_t local_stage = role;
+                        const std::uint32_t half = 1U << local_stage;
+                        for (std::uint32_t wave = 0; wave < token_points / 2; wave += runtime.data_space) {
+                            const std::uint32_t butterfly = wave + lane;
+                            if (lane < runtime.data_space && butterfly < token_points / 2) {
+                                const std::uint32_t group = butterfly / half;
+                                const std::uint32_t offset = butterfly - group * half;
+                                const std::uint32_t left_index = group * (half << 1) + offset;
+                                const std::uint32_t right_index = left_index + half;
+                                Word left = load_value(left_index);
+                                Word right = load_value(right_index);
+                                const std::uint32_t logical_offset = subgraph_offset + (offset << logical_stage_base);
+                                op.apply(logical_stage_base + local_stage, logical_offset, left, right);
+                                store_value(left_index, left);
+                                store_value(right_index, right);
+                            }
+                        }
+                    }
+                } else {
+                    constexpr std::uint32_t kValuesPerLane = (kMaxTokenPoints + 31) / 32;
+                    #pragma unroll
+                    for (std::uint32_t group_token = replica * TokenInterleave; group_token < DataTime;
+                         group_token += kRoleReplicas * TokenInterleave) {
+                        Word values[TokenInterleave][kValuesPerLane];
+                        bool valid[TokenInterleave];
+                        std::uint32_t subgraph_offsets[TokenInterleave];
+                        std::uint32_t subgraph_bases[TokenInterleave];
+
+                        #pragma unroll
+                        for (std::uint32_t interleave = 0; interleave < TokenInterleave; ++interleave) {
+                            const std::uint32_t packet_token = group_token + interleave;
+                            valid[interleave] = packet_token < packet_tokens;
+                            const std::uint32_t token = token_begin + packet_token;
+                            const std::uint32_t stage_stride = 1U << logical_stage_base;
+                            const std::uint32_t subgraph_block = token / stage_stride;
+                            subgraph_offsets[interleave] = token - subgraph_block * stage_stride;
+                            subgraph_bases[interleave] = subgraph_block << (logical_stage_base + active_stages);
+                            Word* source_token = source == nullptr ? nullptr : source + packet_token * kMaxTokenPoints;
+                            #pragma unroll
+                            for (std::uint32_t slot_index = 0; slot_index < kValuesPerLane; ++slot_index) {
+                                const std::uint32_t local = (slot_index << 5) + lane;
+                                Word value = Word{0};
+                                if (valid[interleave] && local < token_points) {
+                                    if (role != 0) {
+                                        value = source_token[local];
+                                    } else {
+                                        const std::uint32_t logical = subgraph_bases[interleave] +
+                                            subgraph_offsets[interleave] + (local << logical_stage_base);
+                                        value = input_state[hybrid_state_index<Word>(logical, FlowTileLogN,
+                                                                                    runtime.data_space, runtime.layout)];
+                                    }
+                                }
+                                values[interleave][slot_index] = value;
+                            }
+                        }
+
+                        const std::uint32_t role_stage_begin = role * RoleStages;
+                        #pragma unroll
+                        for (std::uint32_t fused_stage = 0; fused_stage < RoleStages; ++fused_stage) {
+                            const std::uint32_t local_stage = role_stage_begin + fused_stage;
+                            if (local_stage >= active_stages) {
+                                continue;
+                            }
+                            #pragma unroll
+                            for (std::uint32_t interleave = 0; interleave < TokenInterleave; ++interleave) {
+                                if (valid[interleave]) {
+                                    hybrid_apply_register_stage<Word, kValuesPerLane>(
+                                        values[interleave], token_points, local_stage, logical_stage_base,
+                                        subgraph_offsets[interleave], lane, op);
+                                }
+                            }
+                        }
+
+                        #pragma unroll
+                        for (std::uint32_t interleave = 0; interleave < TokenInterleave; ++interleave) {
+                            const std::uint32_t packet_token = group_token + interleave;
+                            Word* target_token = target == nullptr ? nullptr : target + packet_token * kMaxTokenPoints;
+                            #pragma unroll
+                            for (std::uint32_t slot_index = 0; slot_index < kValuesPerLane; ++slot_index) {
+                                const std::uint32_t local = (slot_index << 5) + lane;
+                                if (valid[interleave] && local < token_points) {
+                                    if (role + 1 < active_roles) {
+                                        target_token[local] = values[interleave][slot_index];
+                                    } else {
+                                        const std::uint32_t logical = subgraph_bases[interleave] +
+                                            subgraph_offsets[interleave] + (local << logical_stage_base);
+                                        output_state[hybrid_state_index<Word>(logical, FlowTileLogN,
+                                                                             runtime.data_space, runtime.layout)] =
+                                            values[interleave][slot_index];
+                                    }
+                                }
+                            }
+                        }
+                    }
+                }
+                __syncwarp();
+                __threadfence_block();
+
+                if (role + 1 < active_roles) {
+                    const std::uint32_t edge = role;
+                    const std::size_t edge_flag =
+                        (static_cast<std::size_t>(edge) * runtime.pipeline_buffers + slot) * kRoleReplicas + replica;
+                    if (runtime.handoff == StageHandoff::NamedBarrier) {
+                        if (lane == 0) {
+                            atomicExch(&flags[edge_flag], 1);
+                        }
+                        hybrid_named_barrier(edge * kRoleReplicas + replica + 1);
+                    } else if (lane == 0) {
+                        atomicExch(&flags[edge_flag], 1);
+                    }
+                }
+                if (role != 0) {
+                    if (lane == 0) {
+                        atomicExch(&flags[previous_flag], 0);
+                    }
+                }
+              }
+            }
+            __syncthreads();
+            if (ping_pong) {
+                current_is_state0 = !current_is_state0;
+            }
+        }
+    }
+
+    Word* final_state = current_is_state0 ? state0 : state1;
+    for (std::uint32_t logical = threadIdx.x; logical < n; logical += blockDim.x) {
+        const std::uint32_t physical = hybrid_state_index<Word>(logical, FlowTileLogN, runtime.data_space, runtime.layout);
+        output[base + logical] = op.finalize(final_state[physical], n);
+    }
+}
+
+template <typename Word, std::uint32_t FlowTileLogN, std::uint32_t StageSpace,
+          std::uint32_t DataTime, std::uint32_t RoleStages>
+constexpr std::size_t hybrid_dataflow_shared_bytes(std::uint32_t log_n, std::uint32_t data_space,
+                                                   std::uint32_t buffers, DataflowStateMode state_mode) {
+    const std::size_t n = std::size_t{1} << log_n;
+    const std::size_t states = state_mode == DataflowStateMode::PingPong ? 2 : 1;
+    constexpr std::size_t roles = (StageSpace + RoleStages - 1) / RoleStages;
+    const std::size_t channels = static_cast<std::size_t>(roles - 1) * buffers *
+                                 (std::size_t{1} << StageSpace) * DataTime;
+    const std::size_t flags = static_cast<std::size_t>(roles - 1) * buffers * RoleStages * sizeof(int);
+    (void)data_space;
+    return (states * n + channels) * sizeof(Word) + flags;
+}
+
+template <typename Word, std::uint32_t FlowTileLogN, std::uint32_t TargetCtasPerSm,
+          typename Operator>
+__global__ __launch_bounds__(256, TargetCtasPerSm)
+void hybrid_resident_radix4_kernel(const Word* input, Word* output, std::uint64_t transforms,
+                                   HybridDataflowRuntime runtime, Operator op) {
+    static_assert(TargetCtasPerSm >= 1 && TargetCtasPerSm <= 3);
+    extern __shared__ __align__(16) unsigned char storage[];
+    Word* state = reinterpret_cast<Word*>(storage);
+    const std::uint32_t n = 1U << runtime.log_n;
+    const std::uint64_t transform = blockIdx.x;
+    if (transform >= transforms) {
+        return;
+    }
+
+    const std::uint64_t base = transform * n;
+    for (std::uint32_t logical = threadIdx.x; logical < n; logical += blockDim.x) {
+        const std::uint32_t reversed = __brev(logical) >> (32 - runtime.log_n);
+        const std::uint32_t physical = hybrid_state_index<Word>(
+            logical, FlowTileLogN, runtime.data_space, runtime.layout);
+        state[physical] = input[base + reversed];
+    }
+    __syncthreads();
+
+    std::uint32_t stage = 0;
+    for (; stage + 1 < runtime.log_n; stage += 2) {
+        const std::uint32_t half = 1U << stage;
+        const std::uint32_t units = n >> 2;
+        for (std::uint32_t unit = threadIdx.x; unit < units; unit += blockDim.x) {
+            const std::uint32_t group = unit / half;
+            const std::uint32_t offset = unit - group * half;
+            const std::uint32_t i0 = group * (half << 2) + offset;
+            const std::uint32_t i1 = i0 + half;
+            const std::uint32_t i2 = i1 + half;
+            const std::uint32_t i3 = i2 + half;
+            const std::uint32_t p0 = hybrid_state_index<Word>(i0, FlowTileLogN, runtime.data_space, runtime.layout);
+            const std::uint32_t p1 = hybrid_state_index<Word>(i1, FlowTileLogN, runtime.data_space, runtime.layout);
+            const std::uint32_t p2 = hybrid_state_index<Word>(i2, FlowTileLogN, runtime.data_space, runtime.layout);
+            const std::uint32_t p3 = hybrid_state_index<Word>(i3, FlowTileLogN, runtime.data_space, runtime.layout);
+            Word a = state[p0];
+            Word b = state[p1];
+            Word c = state[p2];
+            Word d = state[p3];
+            op.apply(stage, offset, a, b);
+            op.apply(stage, offset, c, d);
+            op.apply(stage + 1, offset, a, c);
+            op.apply(stage + 1, half + offset, b, d);
+            state[p0] = a;
+            state[p1] = b;
+            state[p2] = c;
+            state[p3] = d;
+        }
+        __syncthreads();
+    }
+    if (stage < runtime.log_n) {
+        const std::uint32_t half = 1U << stage;
+        for (std::uint32_t offset = threadIdx.x; offset < half; offset += blockDim.x) {
+            const std::uint32_t left_physical = hybrid_state_index<Word>(
+                offset, FlowTileLogN, runtime.data_space, runtime.layout);
+            const std::uint32_t right_physical = hybrid_state_index<Word>(
+                offset + half, FlowTileLogN, runtime.data_space, runtime.layout);
+            Word left = state[left_physical];
+            Word right = state[right_physical];
+            op.apply(stage, offset, left, right);
+            state[left_physical] = left;
+            state[right_physical] = right;
+        }
+        __syncthreads();
+    }
+
+    for (std::uint32_t logical = threadIdx.x; logical < n; logical += blockDim.x) {
+        const std::uint32_t physical = hybrid_state_index<Word>(
+            logical, FlowTileLogN, runtime.data_space, runtime.layout);
+        output[base + logical] = op.finalize(state[physical], n);
+    }
+}
+
+template <bool FusedRows, typename Word, typename Operator>
+__device__ __forceinline__ void hierarchical_apply(
+    std::uint32_t stage, std::uint32_t offset, std::uint32_t row,
+    std::uint32_t row_base, std::uint32_t local_n, const Word* fused_twiddles,
+    const Word* fused_twiddles_shoup, Operator op, Word& left, Word& right) {
+    if constexpr (FusedRows) {
+        const std::uint64_t index = static_cast<std::uint64_t>(row_base + row) * (local_n - 1) +
+                                    (1U << stage) - 1 + offset;
+        op.apply_coefficient(fused_twiddles[index], fused_twiddles_shoup[index], left, right);
+    } else {
+        op.apply(stage, offset, left, right);
+    }
+}
+
+// Executes a local radix-4 transform down the columns of a row-major resident
+// tile. The APPT fused tail leaves [a][d] in place after its 7-stage row
+// transform, then performs the final 6 stages over a without state2.
+template <typename Word, std::uint32_t LocalLogN,
+          std::uint32_t Columns, std::uint32_t RowStride, typename Operator>
+__device__ __forceinline__ void hierarchical_resident_radix4_columns_offset(
+    Word* state, Operator op, std::uint32_t logical_stage_base,
+    std::uint32_t subgraph_base, std::uint32_t subgraph_stride) {
+    constexpr std::uint32_t kLocalN = 1U << LocalLogN;
+    constexpr std::uint32_t kUnitsPerColumn = kLocalN >> 2;
+
+    std::uint32_t stage = 0;
+    for (; stage + 1 < LocalLogN; stage += 2) {
+        const std::uint32_t half = 1U << stage;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < Columns * kUnitsPerColumn; linear += blockDim.x) {
+            const std::uint32_t column = linear / kUnitsPerColumn;
+            const std::uint32_t unit = linear - column * kUnitsPerColumn;
+            const std::uint32_t group = unit / half;
+            const std::uint32_t offset = unit - group * half;
+            const std::uint32_t i0 = group * (half << 2) + offset;
+            const std::uint32_t i1 = i0 + half;
+            const std::uint32_t i2 = i1 + half;
+            const std::uint32_t i3 = i2 + half;
+            const std::uint32_t subgraph =
+                subgraph_base + column * subgraph_stride;
+            Word a = state[i0 * RowStride + column];
+            Word b = state[i1 * RowStride + column];
+            Word c = state[i2 * RowStride + column];
+            Word d = state[i3 * RowStride + column];
+            op.apply(logical_stage_base + stage,
+                     subgraph + (offset << logical_stage_base), a, b);
+            op.apply(logical_stage_base + stage,
+                     subgraph + (offset << logical_stage_base), c, d);
+            op.apply(logical_stage_base + stage + 1,
+                     subgraph + (offset << logical_stage_base), a, c);
+            op.apply(logical_stage_base + stage + 1,
+                     subgraph + ((half + offset) << logical_stage_base), b, d);
+            state[i0 * RowStride + column] = a;
+            state[i1 * RowStride + column] = b;
+            state[i2 * RowStride + column] = c;
+            state[i3 * RowStride + column] = d;
+        }
+        __syncthreads();
+    }
+    if (stage < LocalLogN) {
+        constexpr std::uint32_t kButterfliesPerColumn = kLocalN >> 1;
+        const std::uint32_t half = 1U << stage;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < Columns * kButterfliesPerColumn; linear += blockDim.x) {
+            const std::uint32_t column = linear / kButterfliesPerColumn;
+            const std::uint32_t local = linear - column * kButterfliesPerColumn;
+            const std::uint32_t group = local / half;
+            const std::uint32_t offset = local - group * half;
+            const std::uint32_t left_index = group * (half << 1) + offset;
+            const std::uint32_t right_index = left_index + half;
+            Word left = state[left_index * RowStride + column];
+            Word right = state[right_index * RowStride + column];
+            op.apply(logical_stage_base + stage,
+                     subgraph_base + column * subgraph_stride +
+                         (offset << logical_stage_base),
+                     left, right);
+            state[left_index * RowStride + column] = left;
+            state[right_index * RowStride + column] = right;
+        }
+        __syncthreads();
+    }
+}
+
+template <bool FusedRows, typename Word, std::uint32_t LocalLogN,
+          std::uint32_t RowsPerBlock, typename Operator>
+__device__ __forceinline__ void hierarchical_resident_radix4(
+    Word* state, Operator op, const Word* fused_twiddles = nullptr,
+    const Word* fused_twiddles_shoup = nullptr, std::uint32_t row_base = 0) {
+    constexpr std::uint32_t kLocalN = 1U << LocalLogN;
+    constexpr std::uint32_t kStride = kLocalN + 1;
+    constexpr std::uint32_t kUnitsPerRow = kLocalN >> 2;
+
+    std::uint32_t stage = 0;
+    for (; stage + 1 < LocalLogN; stage += 2) {
+        const std::uint32_t half = 1U << stage;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < RowsPerBlock * kUnitsPerRow; linear += blockDim.x) {
+            const std::uint32_t row = linear / kUnitsPerRow;
+            const std::uint32_t unit = linear - row * kUnitsPerRow;
+            const std::uint32_t group = unit / half;
+            const std::uint32_t offset = unit - group * half;
+            const std::uint32_t i0 = group * (half << 2) + offset;
+            const std::uint32_t i1 = i0 + half;
+            const std::uint32_t i2 = i1 + half;
+            const std::uint32_t i3 = i2 + half;
+            Word a = state[row * kStride + i0];
+            Word b = state[row * kStride + i1];
+            Word c = state[row * kStride + i2];
+            Word d = state[row * kStride + i3];
+            hierarchical_apply<FusedRows>(stage, offset, row, row_base, kLocalN,
+                                          fused_twiddles, fused_twiddles_shoup, op, a, b);
+            hierarchical_apply<FusedRows>(stage, offset, row, row_base, kLocalN,
+                                          fused_twiddles, fused_twiddles_shoup, op, c, d);
+            hierarchical_apply<FusedRows>(stage + 1, offset, row, row_base, kLocalN,
+                                          fused_twiddles, fused_twiddles_shoup, op, a, c);
+            hierarchical_apply<FusedRows>(stage + 1, half + offset, row, row_base,
+                                          kLocalN, fused_twiddles,
+                                          fused_twiddles_shoup, op, b, d);
+            state[row * kStride + i0] = a;
+            state[row * kStride + i1] = b;
+            state[row * kStride + i2] = c;
+            state[row * kStride + i3] = d;
+        }
+        __syncthreads();
+    }
+    if (stage < LocalLogN) {
+        constexpr std::uint32_t kButterfliesPerRow = kLocalN >> 1;
+        const std::uint32_t half = 1U << stage;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < RowsPerBlock * kButterfliesPerRow; linear += blockDim.x) {
+            const std::uint32_t row = linear / kButterfliesPerRow;
+            const std::uint32_t local = linear - row * kButterfliesPerRow;
+            const std::uint32_t group = local / half;
+            const std::uint32_t offset = local - group * half;
+            const std::uint32_t left_index = group * (half << 1) + offset;
+            const std::uint32_t right_index = left_index + half;
+            Word left = state[row * kStride + left_index];
+            Word right = state[row * kStride + right_index];
+            hierarchical_apply<FusedRows>(stage, offset, row, row_base, kLocalN,
+                                          fused_twiddles, fused_twiddles_shoup,
+                                          op, left, right);
+            state[row * kStride + left_index] = left;
+            state[row * kStride + right_index] = right;
+        }
+        __syncthreads();
+    }
+}
+
+// CTA-resident radix-4 core for an APPT fold. Unlike the historical fused-row
+// core, this computes each row's global-stage twiddle address directly and
+// therefore does not stream an N-sized expanded coefficient table.
+template <typename Word, std::uint32_t LocalLogN,
+          std::uint32_t RowsPerBlock, typename Operator>
+__device__ __forceinline__ void hierarchical_resident_radix4_offset(
+    Word* state, Operator op, std::uint32_t logical_stage_base,
+    std::uint32_t subgraph_base, std::uint32_t subgraph_stride) {
+    constexpr std::uint32_t kLocalN = 1U << LocalLogN;
+    constexpr std::uint32_t kStride = kLocalN + 1;
+    constexpr std::uint32_t kUnitsPerRow = kLocalN >> 2;
+
+    std::uint32_t stage = 0;
+    for (; stage + 1 < LocalLogN; stage += 2) {
+        const std::uint32_t half = 1U << stage;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < RowsPerBlock * kUnitsPerRow; linear += blockDim.x) {
+            const std::uint32_t row = linear / kUnitsPerRow;
+            const std::uint32_t unit = linear - row * kUnitsPerRow;
+            const std::uint32_t group = unit / half;
+            const std::uint32_t offset = unit - group * half;
+            const std::uint32_t i0 = group * (half << 2) + offset;
+            const std::uint32_t i1 = i0 + half;
+            const std::uint32_t i2 = i1 + half;
+            const std::uint32_t i3 = i2 + half;
+            const std::uint32_t subgraph = subgraph_base + row * subgraph_stride;
+            Word a = state[row * kStride + i0];
+            Word b = state[row * kStride + i1];
+            Word c = state[row * kStride + i2];
+            Word d = state[row * kStride + i3];
+            op.apply(logical_stage_base + stage,
+                     subgraph + (offset << logical_stage_base), a, b);
+            op.apply(logical_stage_base + stage,
+                     subgraph + (offset << logical_stage_base), c, d);
+            op.apply(logical_stage_base + stage + 1,
+                     subgraph + (offset << logical_stage_base), a, c);
+            op.apply(logical_stage_base + stage + 1,
+                     subgraph + ((half + offset) << logical_stage_base), b, d);
+            state[row * kStride + i0] = a;
+            state[row * kStride + i1] = b;
+            state[row * kStride + i2] = c;
+            state[row * kStride + i3] = d;
+        }
+        __syncthreads();
+    }
+    if (stage < LocalLogN) {
+        constexpr std::uint32_t kButterfliesPerRow = kLocalN >> 1;
+        const std::uint32_t half = 1U << stage;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < RowsPerBlock * kButterfliesPerRow; linear += blockDim.x) {
+            const std::uint32_t row = linear / kButterfliesPerRow;
+            const std::uint32_t local = linear - row * kButterfliesPerRow;
+            const std::uint32_t group = local / half;
+            const std::uint32_t offset = local - group * half;
+            const std::uint32_t left_index = group * (half << 1) + offset;
+            const std::uint32_t right_index = left_index + half;
+            Word left = state[row * kStride + left_index];
+            Word right = state[row * kStride + right_index];
+            op.apply(logical_stage_base + stage,
+                     subgraph_base + row * subgraph_stride +
+                         (offset << logical_stage_base),
+                     left, right);
+            state[row * kStride + left_index] = left;
+            state[row * kStride + right_index] = right;
+        }
+        __syncthreads();
+    }
+}
+
+// Cache the coefficient tree once for a row family. APPT row tiles execute
+// the same local transform for every row, so loading coefficients per row
+// creates request traffic without exposing additional parallelism.
+template <typename Word, std::uint32_t LocalLogN, typename Operator>
+__device__ __forceinline__ void hierarchical_load_coefficient_tree(
+    Word* coefficients, Word* coefficients_shoup, Operator op,
+    std::uint32_t logical_stage_base, std::uint32_t subgraph_base) {
+    for (std::uint32_t local_stage = 0; local_stage < LocalLogN;
+         ++local_stage) {
+        const std::uint32_t count = 1U << local_stage;
+        const std::uint32_t local_base = count - 1;
+        const std::uint32_t global_base =
+            (1U << (logical_stage_base + local_stage)) - 1;
+        for (std::uint32_t offset = threadIdx.x; offset < count;
+             offset += blockDim.x) {
+            const std::uint32_t global_index =
+                global_base + subgraph_base +
+                (offset << logical_stage_base);
+            coefficients[local_base + offset] = op.twiddles[global_index];
+            coefficients_shoup[local_base + offset] =
+                op.twiddles_shoup[global_index];
+        }
+    }
+    __syncthreads();
+}
+
+template <typename Word, std::uint32_t LocalLogN,
+          std::uint32_t RowsPerBlock, typename Operator>
+__device__ __forceinline__ void hierarchical_resident_radix4_cached(
+    Word* state, const Word* coefficients, const Word* coefficients_shoup,
+    Operator op) {
+    constexpr std::uint32_t kLocalN = 1U << LocalLogN;
+    constexpr std::uint32_t kStride = kLocalN + 1;
+    constexpr std::uint32_t kUnitsPerRow = kLocalN >> 2;
+
+    std::uint32_t stage = 0;
+    for (; stage + 1 < LocalLogN; stage += 2) {
+        const std::uint32_t half = 1U << stage;
+        const std::uint32_t stage0_base = (1U << stage) - 1;
+        const std::uint32_t stage1_base = (1U << (stage + 1)) - 1;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < RowsPerBlock * kUnitsPerRow; linear += blockDim.x) {
+            const std::uint32_t row = linear / kUnitsPerRow;
+            const std::uint32_t unit = linear - row * kUnitsPerRow;
+            const std::uint32_t group = unit / half;
+            const std::uint32_t offset = unit - group * half;
+            const std::uint32_t i0 = group * (half << 2) + offset;
+            const std::uint32_t i1 = i0 + half;
+            const std::uint32_t i2 = i1 + half;
+            const std::uint32_t i3 = i2 + half;
+            Word a = state[row * kStride + i0];
+            Word b = state[row * kStride + i1];
+            Word c = state[row * kStride + i2];
+            Word d = state[row * kStride + i3];
+            op.apply_coefficient(coefficients[stage0_base + offset],
+                                 coefficients_shoup[stage0_base + offset],
+                                 a, b);
+            op.apply_coefficient(coefficients[stage0_base + offset],
+                                 coefficients_shoup[stage0_base + offset],
+                                 c, d);
+            op.apply_coefficient(coefficients[stage1_base + offset],
+                                 coefficients_shoup[stage1_base + offset],
+                                 a, c);
+            op.apply_coefficient(coefficients[stage1_base + half + offset],
+                                 coefficients_shoup[stage1_base + half + offset],
+                                 b, d);
+            state[row * kStride + i0] = a;
+            state[row * kStride + i1] = b;
+            state[row * kStride + i2] = c;
+            state[row * kStride + i3] = d;
+        }
+        __syncthreads();
+    }
+    if (stage < LocalLogN) {
+        constexpr std::uint32_t kButterfliesPerRow = kLocalN >> 1;
+        const std::uint32_t half = 1U << stage;
+        const std::uint32_t coefficient_base = (1U << stage) - 1;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < RowsPerBlock * kButterfliesPerRow;
+             linear += blockDim.x) {
+            const std::uint32_t row = linear / kButterfliesPerRow;
+            const std::uint32_t local = linear - row * kButterfliesPerRow;
+            const std::uint32_t group = local / half;
+            const std::uint32_t offset = local - group * half;
+            const std::uint32_t left_index = group * (half << 1) + offset;
+            const std::uint32_t right_index = left_index + half;
+            Word left = state[row * kStride + left_index];
+            Word right = state[row * kStride + right_index];
+            op.apply_coefficient(coefficients[coefficient_base + offset],
+                                 coefficients_shoup[coefficient_base + offset],
+                                 left, right);
+            state[row * kStride + left_index] = left;
+            state[row * kStride + right_index] = right;
+        }
+        __syncthreads();
+    }
+}
+
+// Three stages are fused per shared-memory round. This keeps independent
+// modular multiplies visible to the scheduler while reducing CTA barriers
+// compared with the radix-4 resident core.
+template <typename Word, std::uint32_t LocalLogN,
+          std::uint32_t RowsPerBlock, typename Operator>
+__device__ __forceinline__ void hierarchical_resident_radix8_cached(
+    Word* state, const Word* coefficients, const Word* coefficients_shoup,
+    Operator op) {
+    constexpr std::uint32_t kLocalN = 1U << LocalLogN;
+    constexpr std::uint32_t kStride = kLocalN + 1;
+    std::uint32_t stage = 0;
+    for (; stage + 2 < LocalLogN; stage += 3) {
+        const std::uint32_t half = 1U << stage;
+        const std::uint32_t units_per_row = kLocalN >> 3;
+        const std::uint32_t base0 = half - 1;
+        const std::uint32_t base1 = (half << 1) - 1;
+        const std::uint32_t base2 = (half << 2) - 1;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < RowsPerBlock * units_per_row;
+             linear += blockDim.x) {
+            const std::uint32_t row = linear / units_per_row;
+            const std::uint32_t unit = linear - row * units_per_row;
+            const std::uint32_t group = unit / half;
+            const std::uint32_t offset = unit - group * half;
+            const std::uint32_t i0 = group * (half << 3) + offset;
+            Word v0 = state[row * kStride + i0];
+            Word v1 = state[row * kStride + i0 + half];
+            Word v2 = state[row * kStride + i0 + 2 * half];
+            Word v3 = state[row * kStride + i0 + 3 * half];
+            Word v4 = state[row * kStride + i0 + 4 * half];
+            Word v5 = state[row * kStride + i0 + 5 * half];
+            Word v6 = state[row * kStride + i0 + 6 * half];
+            Word v7 = state[row * kStride + i0 + 7 * half];
+            const Word c0 = coefficients[base0 + offset];
+            const Word s0 = coefficients_shoup[base0 + offset];
+            op.apply_coefficient(c0, s0, v0, v1);
+            op.apply_coefficient(c0, s0, v2, v3);
+            op.apply_coefficient(c0, s0, v4, v5);
+            op.apply_coefficient(c0, s0, v6, v7);
+            op.apply_coefficient(coefficients[base1 + offset],
+                                 coefficients_shoup[base1 + offset], v0, v2);
+            op.apply_coefficient(coefficients[base1 + half + offset],
+                                 coefficients_shoup[base1 + half + offset], v1, v3);
+            op.apply_coefficient(coefficients[base1 + offset],
+                                 coefficients_shoup[base1 + offset], v4, v6);
+            op.apply_coefficient(coefficients[base1 + half + offset],
+                                 coefficients_shoup[base1 + half + offset], v5, v7);
+            op.apply_coefficient(coefficients[base2 + offset],
+                                 coefficients_shoup[base2 + offset], v0, v4);
+            op.apply_coefficient(coefficients[base2 + half + offset],
+                                 coefficients_shoup[base2 + half + offset], v1, v5);
+            op.apply_coefficient(coefficients[base2 + 2 * half + offset],
+                                 coefficients_shoup[base2 + 2 * half + offset], v2, v6);
+            op.apply_coefficient(coefficients[base2 + 3 * half + offset],
+                                 coefficients_shoup[base2 + 3 * half + offset], v3, v7);
+            state[row * kStride + i0] = v0;
+            state[row * kStride + i0 + half] = v1;
+            state[row * kStride + i0 + 2 * half] = v2;
+            state[row * kStride + i0 + 3 * half] = v3;
+            state[row * kStride + i0 + 4 * half] = v4;
+            state[row * kStride + i0 + 5 * half] = v5;
+            state[row * kStride + i0 + 6 * half] = v6;
+            state[row * kStride + i0 + 7 * half] = v7;
+        }
+        __syncthreads();
+    }
+    if (stage + 1 < LocalLogN) {
+        const std::uint32_t half = 1U << stage;
+        const std::uint32_t units_per_row = kLocalN >> 2;
+        const std::uint32_t base0 = half - 1;
+        const std::uint32_t base1 = (half << 1) - 1;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < RowsPerBlock * units_per_row;
+             linear += blockDim.x) {
+            const std::uint32_t row = linear / units_per_row;
+            const std::uint32_t unit = linear - row * units_per_row;
+            const std::uint32_t group = unit / half;
+            const std::uint32_t offset = unit - group * half;
+            const std::uint32_t i0 = group * (half << 2) + offset;
+            Word v0 = state[row * kStride + i0];
+            Word v1 = state[row * kStride + i0 + half];
+            Word v2 = state[row * kStride + i0 + 2 * half];
+            Word v3 = state[row * kStride + i0 + 3 * half];
+            op.apply_coefficient(coefficients[base0 + offset],
+                                 coefficients_shoup[base0 + offset], v0, v1);
+            op.apply_coefficient(coefficients[base0 + offset],
+                                 coefficients_shoup[base0 + offset], v2, v3);
+            op.apply_coefficient(coefficients[base1 + offset],
+                                 coefficients_shoup[base1 + offset], v0, v2);
+            op.apply_coefficient(coefficients[base1 + half + offset],
+                                 coefficients_shoup[base1 + half + offset], v1, v3);
+            state[row * kStride + i0] = v0;
+            state[row * kStride + i0 + half] = v1;
+            state[row * kStride + i0 + 2 * half] = v2;
+            state[row * kStride + i0 + 3 * half] = v3;
+        }
+        __syncthreads();
+        stage += 2;
+    }
+    if (stage < LocalLogN) {
+        const std::uint32_t half = 1U << stage;
+        const std::uint32_t butterflies_per_row = kLocalN >> 1;
+        const std::uint32_t base = half - 1;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < RowsPerBlock * butterflies_per_row;
+             linear += blockDim.x) {
+            const std::uint32_t row = linear / butterflies_per_row;
+            const std::uint32_t local = linear - row * butterflies_per_row;
+            const std::uint32_t group = local / half;
+            const std::uint32_t offset = local - group * half;
+            const std::uint32_t left_index = group * (half << 1) + offset;
+            Word left = state[row * kStride + left_index];
+            Word right = state[row * kStride + left_index + half];
+            op.apply_coefficient(coefficients[base + offset],
+                                 coefficients_shoup[base + offset], left, right);
+            state[row * kStride + left_index] = left;
+            state[row * kStride + left_index + half] = right;
+        }
+        __syncthreads();
+    }
+}
+
+template <typename Word, std::uint32_t LocalLogN,
+          std::uint32_t Columns, std::uint32_t RowStride, typename Operator>
+__device__ __forceinline__ void hierarchical_resident_radix8_columns_offset(
+    Word* state, Operator op, std::uint32_t logical_stage_base,
+    std::uint32_t subgraph_base, std::uint32_t subgraph_stride) {
+    constexpr std::uint32_t kLocalN = 1U << LocalLogN;
+    std::uint32_t stage = 0;
+    for (; stage + 2 < LocalLogN; stage += 3) {
+        const std::uint32_t half = 1U << stage;
+        const std::uint32_t units_per_column = kLocalN >> 3;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < Columns * units_per_column; linear += blockDim.x) {
+            const std::uint32_t column = linear / units_per_column;
+            const std::uint32_t unit = linear - column * units_per_column;
+            const std::uint32_t group = unit / half;
+            const std::uint32_t offset = unit - group * half;
+            const std::uint32_t i0 = group * (half << 3) + offset;
+            const std::uint32_t subgraph =
+                subgraph_base + column * subgraph_stride;
+            Word v0 = state[i0 * RowStride + column];
+            Word v1 = state[(i0 + half) * RowStride + column];
+            Word v2 = state[(i0 + 2 * half) * RowStride + column];
+            Word v3 = state[(i0 + 3 * half) * RowStride + column];
+            Word v4 = state[(i0 + 4 * half) * RowStride + column];
+            Word v5 = state[(i0 + 5 * half) * RowStride + column];
+            Word v6 = state[(i0 + 6 * half) * RowStride + column];
+            Word v7 = state[(i0 + 7 * half) * RowStride + column];
+            op.apply(logical_stage_base + stage,
+                     subgraph + (offset << logical_stage_base), v0, v1);
+            op.apply(logical_stage_base + stage,
+                     subgraph + (offset << logical_stage_base), v2, v3);
+            op.apply(logical_stage_base + stage,
+                     subgraph + (offset << logical_stage_base), v4, v5);
+            op.apply(logical_stage_base + stage,
+                     subgraph + (offset << logical_stage_base), v6, v7);
+            op.apply(logical_stage_base + stage + 1,
+                     subgraph + (offset << logical_stage_base), v0, v2);
+            op.apply(logical_stage_base + stage + 1,
+                     subgraph + ((half + offset) << logical_stage_base), v1, v3);
+            op.apply(logical_stage_base + stage + 1,
+                     subgraph + (offset << logical_stage_base), v4, v6);
+            op.apply(logical_stage_base + stage + 1,
+                     subgraph + ((half + offset) << logical_stage_base), v5, v7);
+            op.apply(logical_stage_base + stage + 2,
+                     subgraph + (offset << logical_stage_base), v0, v4);
+            op.apply(logical_stage_base + stage + 2,
+                     subgraph + ((half + offset) << logical_stage_base), v1, v5);
+            op.apply(logical_stage_base + stage + 2,
+                     subgraph + ((2 * half + offset) << logical_stage_base), v2, v6);
+            op.apply(logical_stage_base + stage + 2,
+                     subgraph + ((3 * half + offset) << logical_stage_base), v3, v7);
+            state[i0 * RowStride + column] = v0;
+            state[(i0 + half) * RowStride + column] = v1;
+            state[(i0 + 2 * half) * RowStride + column] = v2;
+            state[(i0 + 3 * half) * RowStride + column] = v3;
+            state[(i0 + 4 * half) * RowStride + column] = v4;
+            state[(i0 + 5 * half) * RowStride + column] = v5;
+            state[(i0 + 6 * half) * RowStride + column] = v6;
+            state[(i0 + 7 * half) * RowStride + column] = v7;
+        }
+        __syncthreads();
+    }
+    if (stage + 1 < LocalLogN) {
+        const std::uint32_t half = 1U << stage;
+        const std::uint32_t units_per_column = kLocalN >> 2;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < Columns * units_per_column; linear += blockDim.x) {
+            const std::uint32_t column = linear / units_per_column;
+            const std::uint32_t unit = linear - column * units_per_column;
+            const std::uint32_t group = unit / half;
+            const std::uint32_t offset = unit - group * half;
+            const std::uint32_t i0 = group * (half << 2) + offset;
+            const std::uint32_t subgraph =
+                subgraph_base + column * subgraph_stride;
+            Word v0 = state[i0 * RowStride + column];
+            Word v1 = state[(i0 + half) * RowStride + column];
+            Word v2 = state[(i0 + 2 * half) * RowStride + column];
+            Word v3 = state[(i0 + 3 * half) * RowStride + column];
+            op.apply(logical_stage_base + stage,
+                     subgraph + (offset << logical_stage_base), v0, v1);
+            op.apply(logical_stage_base + stage,
+                     subgraph + (offset << logical_stage_base), v2, v3);
+            op.apply(logical_stage_base + stage + 1,
+                     subgraph + (offset << logical_stage_base), v0, v2);
+            op.apply(logical_stage_base + stage + 1,
+                     subgraph + ((half + offset) << logical_stage_base), v1, v3);
+            state[i0 * RowStride + column] = v0;
+            state[(i0 + half) * RowStride + column] = v1;
+            state[(i0 + 2 * half) * RowStride + column] = v2;
+            state[(i0 + 3 * half) * RowStride + column] = v3;
+        }
+        __syncthreads();
+        stage += 2;
+    }
+    if (stage < LocalLogN) {
+        const std::uint32_t half = 1U << stage;
+        const std::uint32_t butterflies_per_column = kLocalN >> 1;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < Columns * butterflies_per_column;
+             linear += blockDim.x) {
+            const std::uint32_t column = linear / butterflies_per_column;
+            const std::uint32_t local = linear - column * butterflies_per_column;
+            const std::uint32_t group = local / half;
+            const std::uint32_t offset = local - group * half;
+            const std::uint32_t left_index = group * (half << 1) + offset;
+            Word left = state[left_index * RowStride + column];
+            Word right = state[(left_index + half) * RowStride + column];
+            op.apply(logical_stage_base + stage,
+                     subgraph_base + column * subgraph_stride +
+                         (offset << logical_stage_base),
+                     left, right);
+            state[left_index * RowStride + column] = left;
+            state[(left_index + half) * RowStride + column] = right;
+        }
+        __syncthreads();
+    }
+}
+
+template <bool FusedRows, typename Word, std::uint32_t LocalLogN,
+          std::uint32_t RowsPerBlock, typename Operator>
+__device__ __forceinline__ void hierarchical_hybrid2d_radix4(
+    Word* state, Operator op, const Word* fused_twiddles = nullptr,
+    const Word* fused_twiddles_shoup = nullptr, std::uint32_t row_base = 0) {
+    constexpr std::uint32_t kLocalN = 1U << LocalLogN;
+    constexpr std::uint32_t kStride = kLocalN + 1;
+    constexpr std::uint32_t kUnitsPerRow = kLocalN >> 2;
+    std::uint32_t stage = 0;
+    for (; stage + 1 < LocalLogN; stage += 2) {
+        const std::uint32_t half0 = 1U << stage;
+        const std::uint32_t twiddle_offset0 = half0 - 1;
+        const std::uint32_t twiddle_offset1 = (half0 << 1) - 1;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < RowsPerBlock * kUnitsPerRow; linear += blockDim.x) {
+            const std::uint32_t row = linear / kUnitsPerRow;
+            const std::uint32_t local = linear - row * kUnitsPerRow;
+            const std::uint32_t group = local / half0;
+            const std::uint32_t offset = local - group * half0;
+            const std::uint32_t i0 = row * kStride + group * (half0 << 2) + offset;
+            const std::uint32_t i1 = i0 + half0;
+            const std::uint32_t i2 = i1 + half0;
+            const std::uint32_t i3 = i2 + half0;
+            Word a = state[i0];
+            Word b = state[i1];
+            Word c = state[i2];
+            Word d = state[i3];
+            const std::uint32_t row_offset = FusedRows ? (row_base + row) * (kLocalN - 1) : 0;
+            const Word* coefficients = FusedRows ? fused_twiddles : op.twiddles;
+            const Word* coefficients_shoup = FusedRows ? fused_twiddles_shoup : op.twiddles_shoup;
+            const Word coefficient0 = coefficients[row_offset + twiddle_offset0 + offset];
+            const Word coefficient0_shoup = coefficients_shoup[row_offset + twiddle_offset0 + offset];
+            op.apply_coefficient(coefficient0, coefficient0_shoup, a, b);
+            op.apply_coefficient(coefficient0, coefficient0_shoup, c, d);
+            std::uint32_t index = row_offset + twiddle_offset1 + offset;
+            op.apply_coefficient(coefficients[index], coefficients_shoup[index], a, c);
+            index += half0;
+            op.apply_coefficient(coefficients[index], coefficients_shoup[index], b, d);
+            state[i0] = a;
+            state[i1] = b;
+            state[i2] = c;
+            state[i3] = d;
+        }
+        __syncthreads();
+    }
+    if (stage < LocalLogN) {
+        constexpr std::uint32_t kButterfliesPerRow = kLocalN >> 1;
+        constexpr std::uint32_t half = 1U << (LocalLogN - 1);
+        constexpr std::uint32_t twiddle_offset = half - 1;
+        for (std::uint32_t linear = threadIdx.x;
+             linear < RowsPerBlock * kButterfliesPerRow; linear += blockDim.x) {
+            const std::uint32_t row = linear / kButterfliesPerRow;
+            const std::uint32_t offset = linear - row * kButterfliesPerRow;
+            const std::uint32_t left_index = row * kStride + offset;
+            const std::uint32_t right_index = left_index + half;
+            const std::uint32_t row_offset = FusedRows ? (row_base + row) * (kLocalN - 1) : 0;
+            const Word* coefficients = FusedRows ? fused_twiddles : op.twiddles;
+            const Word* coefficients_shoup = FusedRows ? fused_twiddles_shoup : op.twiddles_shoup;
+            Word left = state[left_index];
+            Word right = state[right_index];
+            const std::uint32_t index = row_offset + twiddle_offset + offset;
+            op.apply_coefficient(coefficients[index], coefficients_shoup[index], left, right);
+            state[left_index] = left;
+            state[right_index] = right;
+        }
+        __syncthreads();
+    }
+}
+
+template <typename Word, std::uint32_t FirstLogN, std::uint32_t SecondLogN,
+          std::uint32_t RowsPerBlock, typename Operator, bool Hybrid2DCore = false>
+__global__ void hierarchical_dataflow_kernel(
+    const Word* input, Word* output, Word* boundary, std::uint64_t transforms,
+    std::uint32_t data_time, const Word* root_powers,
+    const Word* root_powers_shoup, Operator op) {
+    namespace cg = cooperative_groups;
+    constexpr std::uint32_t kFirstN = 1U << FirstLogN;
+    constexpr std::uint32_t kSecondN = 1U << SecondLogN;
+    constexpr std::uint32_t kN = kFirstN * kSecondN;
+    constexpr std::uint32_t kFirstStride = kFirstN + 1;
+    constexpr std::uint32_t kSecondStride = kSecondN + 1;
+    extern __shared__ __align__(16) unsigned char storage[];
+    Word* state = reinterpret_cast<Word*>(storage);
+
+    const std::uint64_t first_groups = transforms * kSecondN / RowsPerBlock;
+    const std::uint64_t first_packet = static_cast<std::uint64_t>(blockIdx.x) * data_time;
+    const std::uint64_t packet_stride = static_cast<std::uint64_t>(gridDim.x) * data_time;
+    for (std::uint64_t packet = first_packet; packet < first_groups; packet += packet_stride) {
+        for (std::uint32_t token = 0; token < data_time; ++token) {
+            const std::uint64_t group_index = packet + token;
+            if (group_index >= first_groups) {
+                break;
+            }
+            const std::uint64_t first_row = group_index * RowsPerBlock;
+            const std::uint64_t transform = first_row / kSecondN;
+            const std::uint32_t row_base = static_cast<std::uint32_t>(first_row - transform * kSecondN);
+            const std::uint64_t transform_base = transform * kN;
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kFirstN; linear += blockDim.x) {
+                const std::uint32_t first_index = linear / RowsPerBlock;
+                const std::uint32_t row = linear - first_index * RowsPerBlock;
+                const std::uint32_t reversed = __brev(first_index) >> (32 - FirstLogN);
+                state[row * kFirstStride + reversed] =
+                    input[transform_base + static_cast<std::uint64_t>(first_index) * kSecondN + row_base + row];
+            }
+            __syncthreads();
+            if constexpr (Hybrid2DCore) {
+                hierarchical_hybrid2d_radix4<false, Word, FirstLogN, RowsPerBlock>(state, op);
+            } else {
+                hierarchical_resident_radix4<false, Word, FirstLogN, RowsPerBlock>(state, op);
+            }
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kFirstN; linear += blockDim.x) {
+                const std::uint32_t first_index = linear / RowsPerBlock;
+                const std::uint32_t row = linear - first_index * RowsPerBlock;
+                const std::uint32_t second_index = row_base + row;
+                boundary[transform_base + static_cast<std::uint64_t>(first_index) * kSecondN + second_index] =
+                    state[row * kFirstStride + first_index];
+            }
+            __syncthreads();
+        }
+    }
+
+    cg::this_grid().sync();
+
+    const std::uint64_t second_groups = transforms * kFirstN / RowsPerBlock;
+    const std::uint64_t second_packet = static_cast<std::uint64_t>(blockIdx.x) * data_time;
+    for (std::uint64_t packet = second_packet; packet < second_groups; packet += packet_stride) {
+        for (std::uint32_t token = 0; token < data_time; ++token) {
+            const std::uint64_t group_index = packet + token;
+            if (group_index >= second_groups) {
+                break;
+            }
+            const std::uint64_t first_row = group_index * RowsPerBlock;
+            const std::uint64_t transform = first_row / kFirstN;
+            const std::uint32_t row_base = static_cast<std::uint32_t>(first_row - transform * kFirstN);
+            const std::uint64_t transform_base = transform * kN;
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kSecondN; linear += blockDim.x) {
+                const std::uint32_t row = linear / kSecondN;
+                const std::uint32_t second_index = linear - row * kSecondN;
+                const std::uint32_t first_index = row_base + row;
+                const std::uint32_t reversed = __brev(second_index) >> (32 - SecondLogN);
+                state[row * kSecondStride + reversed] =
+                    boundary[transform_base + static_cast<std::uint64_t>(first_index) * kSecondN + second_index];
+            }
+            __syncthreads();
+            if constexpr (Hybrid2DCore) {
+                hierarchical_hybrid2d_radix4<true, Word, SecondLogN, RowsPerBlock>(
+                    state, op, root_powers, root_powers_shoup, row_base);
+            } else {
+                hierarchical_resident_radix4<true, Word, SecondLogN, RowsPerBlock>(
+                    state, op, root_powers, root_powers_shoup, row_base);
+            }
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kSecondN; linear += blockDim.x) {
+                const std::uint32_t second_index = linear / RowsPerBlock;
+                const std::uint32_t row = linear - second_index * RowsPerBlock;
+                const std::uint32_t first_index = row_base + row;
+                output[transform_base + static_cast<std::uint64_t>(second_index) * kFirstN + first_index] =
+                    op.finalize(state[row * kSecondStride + second_index], kN);
+            }
+            __syncthreads();
+        }
+    }
+}
+
+}  // namespace cuntt::detail
diff --git a/src/ntt.cu b/src/ntt.cu
index 3399085..edbc803 100644
--- a/src/ntt.cu
+++ b/src/ntt.cu
@@ -1,13 +1,18 @@
 #include <cuda_runtime.h>
+#include <cuda/atomic>
 
 #include <algorithm>
+#include <chrono>
 #include <limits>
 #include <sstream>
 #include <stdexcept>
+#include <type_traits>
 #include <utility>
 #include <vector>
 
 #include "cuntt/ntt.hpp"
+#include "generated_hybrid_dataflow_config.hpp"
+#include "hybrid_dataflow.cuh"
 #include "mapping_selector.hpp"
 #include "stage_pipeline.cuh"
 
@@ -191,613 +196,8258 @@ __device__ __forceinline__ void butterfly(std::uint64_t& left, std::uint64_t& ri
     right                   = u >= v ? u - v : modulus + u - v;
 }
 
-struct NttStageOperator {
-    using Value = std::uint64_t;
+template <typename Word>
+struct NttStageOperatorT {
+    using Value = Word;
     static constexpr bool kBitReverseInput = true;
 
-    const std::uint64_t* twiddles;
-    const std::uint64_t* twiddles_shoup;
-    std::uint64_t        modulus;
+    const Word* twiddles;
+    const Word* twiddles_shoup;
+    Word        modulus;
+    Word        scale;
+    Word        scale_shoup;
 
     __device__ __forceinline__ void apply(std::uint32_t stage, std::uint32_t offset, Value& left, Value& right) const {
         const std::uint32_t twiddle_base = (1U << stage) - 1;
-        butterfly(left, right, twiddles[twiddle_base + offset], twiddles_shoup[twiddle_base + offset], modulus);
+        const Value u = left;
+        const Value v = mul_shoup(right, twiddles[twiddle_base + offset], twiddles_shoup[twiddle_base + offset], modulus);
+        const Value sum = u + v;
+        left  = sum >= modulus ? sum - modulus : sum;
+        right = u >= v ? u - v : modulus + u - v;
     }
 
     __device__ __forceinline__ Value finalize(Value value, std::uint32_t) const {
-        return value;
+        return scale == 1 ? value : mul_shoup(value, scale, scale_shoup, modulus);
+    }
+
+    __device__ __forceinline__ Value multiply(Value value, Value coefficient,
+                                               Value coefficient_shoup) const {
+        return mul_shoup(value, coefficient, coefficient_shoup, modulus);
+    }
+
+    __device__ __forceinline__ void apply_coefficient(
+        Value coefficient, Value coefficient_shoup, Value& left, Value& right) const {
+        const Value u = left;
+        const Value v = mul_shoup(right, coefficient, coefficient_shoup, modulus);
+        const Value sum = u + v;
+        left = sum >= modulus ? sum - modulus : sum;
+        right = u >= v ? u - v : modulus + u - v;
     }
 };
 
-template <std::uint32_t StageSpace, bool NamedBarrier>
-void launch_stage_pipeline_ntt256(const PlanConfig& config, const std::uint64_t* input, std::uint64_t* output,
-                                  const std::uint64_t* twiddles, const std::uint64_t* twiddles_shoup) {
-    constexpr std::uint32_t kPipelines         = 8 / StageSpace;
-    constexpr std::uint32_t kTokensPerPipeline = 2;
-    const std::uint64_t     tiles              = config.batch;
-    const std::uint32_t     blocks = static_cast<std::uint32_t>((tiles + kPipelines * kTokensPerPipeline - 1) /
-                                                             (kPipelines * kTokensPerPipeline));
-    for (std::uint32_t stage_base = 0; stage_base < 8; stage_base += StageSpace) {
-        const std::uint64_t* stage_input = stage_base == 0 ? input : output;
-        constexpr std::size_t kHandoffPadding = NamedBarrier ? 16 * sizeof(int) : 0;
-        const NttStageOperator op{twiddles, twiddles_shoup, config.modulus};
-        detail::stage_pipeline_256_kernel<NttStageOperator, StageSpace, NamedBarrier><<<blocks, 256, kHandoffPadding, active_stream>>>(
-            stage_input, output, tiles, stage_base, 256, 256, 1, op);
-        CUNTT_CUDA_CHECK(cudaGetLastError());
+using NttStageOperator = NttStageOperatorT<std::uint64_t>;
+
+constexpr std::uint32_t kMaxStreamingSegments = 8;
+
+struct NttStreamingDescriptor {
+    std::uint32_t count;
+    std::uint32_t log_n;
+    std::uint32_t segment_log[kMaxStreamingSegments];
+    std::uint32_t prefix_log[kMaxStreamingSegments];
+    std::uint32_t remaining_log[kMaxStreamingSegments];
+    std::uint32_t core[kMaxStreamingSegments];
+    std::uint32_t role_begin[kMaxStreamingSegments + 1];
+    std::uint32_t role_blocks[kMaxStreamingSegments];
+    std::uint64_t counter_base[kMaxStreamingSegments + 1];
+    std::uint64_t boundary_word_base[kMaxStreamingSegments];
+    std::uint64_t state_base[kMaxStreamingSegments + 1];
+    std::uint32_t boundary_slots[kMaxStreamingSegments];
+    std::uint32_t producer_tasks_per_transform[kMaxStreamingSegments];
+    std::uint32_t digit_input_shift[kMaxStreamingSegments];
+    std::uint32_t digit_output_shift[kMaxStreamingSegments];
+    std::uint32_t digit_mask[kMaxStreamingSegments];
+};
+
+__device__ __forceinline__ std::uint32_t reverse_streaming_digits(
+    std::uint32_t logical, const NttStreamingDescriptor& descriptor) {
+    std::uint32_t reordered = 0;
+#pragma unroll
+    for (std::uint32_t segment = 0; segment < kMaxStreamingSegments; ++segment) {
+        if (segment < descriptor.count) {
+            const std::uint32_t digit =
+                (logical >> descriptor.digit_input_shift[segment]) & descriptor.digit_mask[segment];
+            reordered |= digit << descriptor.digit_output_shift[segment];
+        }
     }
+    return reordered;
 }
 
-__global__ void bit_reverse_copy_kernel(const std::uint64_t* input, std::uint64_t* output, std::uint64_t total_points, std::uint32_t log_n) {
-    const std::uint64_t global_index = static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
-    if (global_index >= total_points) {
-        return;
-    }
-    const std::uint64_t n              = 1ULL << log_n;
-    const std::uint64_t local_index    = global_index & (n - 1);
-    const std::uint32_t reversed       = __brev(static_cast<std::uint32_t>(local_index)) >> (32 - log_n);
-    const std::uint64_t batch_index    = global_index >> log_n;
-    output[batch_index * n + reversed] = input[global_index];
+__device__ __forceinline__ unsigned long long streaming_globaltimer() {
+    unsigned long long value;
+    asm volatile("mov.u64 %0, %%globaltimer;" : "=l"(value));
+    return value;
 }
 
-__device__ __forceinline__ void compact_butterfly(std::uint64_t& left, std::uint64_t& right, std::uint64_t root, std::uint64_t root_shoup,
-                                                  std::uint64_t modulus) {
-    const std::uint64_t u   = left;
-    const std::uint64_t v   = mul_shoup(right, root, root_shoup, modulus);
-    const std::uint64_t sum = u + v;
-    left                    = sum >= modulus ? sum - modulus : sum;
-    right                   = u >= v ? u - v : modulus + u - v;
+bool uses_appt_pipeline(const PlanConfig& config) {
+    return !config.subgraph_mappings.empty() &&
+           std::all_of(config.subgraph_mappings.begin(), config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core == NttSubgraphCore::ApptPipeline;
+                       });
 }
 
-template <std::uint32_t BlockX, std::uint32_t BlockY, std::uint32_t LogM, std::uint32_t OuterIterations, bool LastKernel, bool NaturalOutput = false>
-__global__ void compact_stage_kernel(const std::uint64_t* input, std::uint64_t* output, const std::uint64_t* roots, std::uint64_t modulus,
-                                     const std::uint64_t* roots_shoup) {
-    constexpr std::uint32_t kLogN        = 20;
-    constexpr std::uint32_t kSharedIndex = 8;
-    constexpr std::uint32_t kPoints      = BlockX * BlockY;
-    static_assert(kPoints == 256);
+bool uses_appt_online(const PlanConfig& config) {
+    return !config.subgraph_mappings.empty() &&
+           std::all_of(config.subgraph_mappings.begin(), config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core == NttSubgraphCore::ApptOnline ||
+                                  mapping.core == NttSubgraphCore::ApptOnlineRadix4 ||
+                                  mapping.core == NttSubgraphCore::ApptOnlineFusedTail ||
+                                  mapping.core == NttSubgraphCore::ApptOnlineSplitTail ||
+                                  mapping.core == NttSubgraphCore::ApptOnlineRegisterTail ||
+                                  mapping.core == NttSubgraphCore::ApptOnlineRegisterTailWarp ||
+                                  mapping.core == NttSubgraphCore::ApptOnlineRegisterTailColumnWarp ||
+                                  mapping.core == NttSubgraphCore::ApptOnlineRegisterTailRadix8 ||
+                                  mapping.core == NttSubgraphCore::ApptOnlineRegisterTailGrouped ||
+                                  mapping.core == NttSubgraphCore::
+                                      ApptOnlineRegisterTailGroupedWriterFinal ||
+                                  mapping.core == NttSubgraphCore::
+                                      ApptOnlineRegisterTailGroupedWriterFinalDataTime ||
+                                  mapping.core == NttSubgraphCore::
+                                      ApptOnlineRegisterTailGroupedWriterFinalResident ||
+                                  mapping.core == NttSubgraphCore::
+                                      ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter;
+                       });
+}
 
-    __shared__ std::uint64_t shared[2 * kPoints];
+bool uses_appt_fused_tail(const PlanConfig& config) {
+    return !config.subgraph_mappings.empty() &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core ==
+                                  NttSubgraphCore::ApptOnlineFusedTail;
+                       });
+}
 
-    const std::uint32_t thread_x       = threadIdx.x;
-    const std::uint32_t thread_y       = threadIdx.y;
-    const std::uint32_t offset         = 1U << (kLogN - LogM - 1);
-    const std::uint32_t stride         = offset >> (OuterIterations - 1);
-    const std::uint64_t global_address = thread_x + static_cast<std::uint64_t>(thread_y) * stride + static_cast<std::uint64_t>(BlockX) * blockIdx.x +
-                                         static_cast<std::uint64_t>(2U * blockIdx.y) * offset + (static_cast<std::uint64_t>(blockIdx.z) << kLogN);
-    const std::uint32_t omega_address  = thread_x + thread_y * stride + BlockX * blockIdx.x + blockIdx.y * offset;
-    const std::uint32_t shared_address = thread_x + thread_y * BlockX;
+bool uses_appt_split_tail(const PlanConfig& config) {
+    return !config.subgraph_mappings.empty() &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core ==
+                                  NttSubgraphCore::ApptOnlineSplitTail;
+                       });
+}
 
-    shared[shared_address]           = input[global_address];
-    shared[shared_address + kPoints] = input[global_address + offset];
+bool uses_appt_register_tail(const PlanConfig& config) {
+    return !config.subgraph_mappings.empty() &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core ==
+                                      NttSubgraphCore::ApptOnlineRegisterTail ||
+                                  mapping.core ==
+                                      NttSubgraphCore::ApptOnlineRegisterTailWarp ||
+                                  mapping.core ==
+                                      NttSubgraphCore::ApptOnlineRegisterTailColumnWarp ||
+                                  mapping.core ==
+                                      NttSubgraphCore::ApptOnlineRegisterTailRadix8 ||
+                                  mapping.core ==
+                                      NttSubgraphCore::ApptOnlineRegisterTailGrouped ||
+                                  mapping.core == NttSubgraphCore::
+                                      ApptOnlineRegisterTailGroupedWriterFinal ||
+                                  mapping.core == NttSubgraphCore::
+                                      ApptOnlineRegisterTailGroupedWriterFinalDataTime ||
+                                  mapping.core == NttSubgraphCore::
+                                      ApptOnlineRegisterTailGroupedWriterFinalResident ||
+                                  mapping.core == NttSubgraphCore::
+                                      ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter;
+                       });
+}
 
-    std::uint32_t distance          = 1U << kSharedIndex;
-    std::int32_t  distance_log      = kSharedIndex;
-    std::int32_t  root_shift        = kLogN - LogM - 1;
-    std::uint32_t butterfly_address = ((shared_address >> distance_log) << distance_log) + shared_address;
+bool uses_appt_register_tail_warp(const PlanConfig& config) {
+    return !config.subgraph_mappings.empty() &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core ==
+                                  NttSubgraphCore::ApptOnlineRegisterTailWarp;
+                       });
+}
 
-    if constexpr (!LastKernel) {
-#pragma unroll
-        for (std::uint32_t iteration = 0; iteration < OuterIterations; ++iteration) {
-            __syncthreads();
-            const std::uint32_t root_index = omega_address >> root_shift;
-            compact_butterfly(shared[butterfly_address], shared[butterfly_address + distance], roots[root_index], roots_shoup[root_index], modulus);
-            distance >>= 1;
-            --distance_log;
-            --root_shift;
-            butterfly_address = ((shared_address >> distance_log) << distance_log) + shared_address;
-        }
-        __syncthreads();
-    } else {
-#pragma unroll
-        for (std::uint32_t iteration = 0; iteration < kSharedIndex - 5; ++iteration) {
-            __syncthreads();
-            const std::uint32_t root_index = omega_address >> root_shift;
-            compact_butterfly(shared[butterfly_address], shared[butterfly_address + distance], roots[root_index], roots_shoup[root_index], modulus);
-            distance >>= 1;
-            --distance_log;
-            --root_shift;
-            butterfly_address = ((shared_address >> distance_log) << distance_log) + shared_address;
-        }
-        __syncthreads();
-#pragma unroll
-        for (std::uint32_t iteration = 0; iteration < 6; ++iteration) {
-            const std::uint32_t root_index = omega_address >> root_shift;
-            compact_butterfly(shared[butterfly_address], shared[butterfly_address + distance], roots[root_index], roots_shoup[root_index], modulus);
-            distance >>= 1;
-            --distance_log;
-            --root_shift;
-            if (iteration + 1 < 6) {
-                butterfly_address = ((shared_address >> distance_log) << distance_log) + shared_address;
-            }
-        }
-        __syncthreads();
-    }
+bool uses_appt_register_tail_column_warp(const PlanConfig& config) {
+    return !config.subgraph_mappings.empty() &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core == NttSubgraphCore::
+                                                      ApptOnlineRegisterTailColumnWarp;
+                       });
+}
 
-    if constexpr (NaturalOutput) {
-        const std::uint64_t transform_base       = static_cast<std::uint64_t>(blockIdx.z) << kLogN;
-        const std::uint32_t local_address        = static_cast<std::uint32_t>(global_address - transform_base);
-        const std::uint32_t first_reversed       = __brev(local_address) >> (32 - kLogN);
-        const std::uint32_t second_reversed      = __brev(local_address + offset) >> (32 - kLogN);
-        output[transform_base + first_reversed]  = shared[shared_address];
-        output[transform_base + second_reversed] = shared[shared_address + kPoints];
-    } else {
-        output[global_address]          = shared[shared_address];
-        output[global_address + offset] = shared[shared_address + kPoints];
-    }
+bool uses_appt_register_tail_radix8(const PlanConfig& config) {
+    return !config.subgraph_mappings.empty() &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core ==
+                                  NttSubgraphCore::ApptOnlineRegisterTailRadix8;
+                       });
 }
 
-void launch_compact_stage_log20(const PlanConfig& config, const std::uint64_t* input, std::uint64_t* output, const std::uint64_t* roots,
-                                const std::uint64_t* roots_shoup, std::uint64_t* natural_output) {
-    const auto batch = static_cast<unsigned int>(config.batch);
+bool uses_appt_register_tail_grouped(const PlanConfig& config) {
+    return config.backend == Backend::HierarchicalDataflow &&
+           !config.subgraph_mappings.empty() &&
+           (config.subgraph_mappings.front().core ==
+                NttSubgraphCore::ApptOnlineRegisterTailGrouped ||
+            config.subgraph_mappings.front().core == NttSubgraphCore::
+                ApptOnlineRegisterTailGroupedWriterFinal ||
+            config.subgraph_mappings.front().core == NttSubgraphCore::
+                ApptOnlineRegisterTailGroupedWriterFinalDataTime ||
+            config.subgraph_mappings.front().core == NttSubgraphCore::
+                ApptOnlineRegisterTailGroupedWriterFinalResident ||
+            config.subgraph_mappings.front().core == NttSubgraphCore::
+                ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter);
+}
 
-    compact_stage_kernel<16, 16, 0, 5, false><<<dim3(2048, 1, batch), dim3(16, 16), 0, active_stream>>>(input, output, roots, config.modulus,
-                                                                                                        roots_shoup);
-    CUNTT_CUDA_CHECK(cudaGetLastError());
-    compact_stage_kernel<8, 32, 5, 6, false><<<dim3(64, 32, batch), dim3(8, 32), 0, active_stream>>>(output, output, roots, config.modulus,
-                                                                                                     roots_shoup);
-    CUNTT_CUDA_CHECK(cudaGetLastError());
-    if (natural_output != nullptr) {
-        compact_stage_kernel<256, 1, 11, 9, true, true>
-            <<<dim3(1, 2048, batch), dim3(256, 1), 0, active_stream>>>(output, natural_output, roots, config.modulus, roots_shoup);
-    } else {
-        compact_stage_kernel<256, 1, 11, 9, true><<<dim3(1, 2048, batch), dim3(256, 1), 0, active_stream>>>(output, output, roots, config.modulus,
-                                                                                                          roots_shoup);
-    }
-    CUNTT_CUDA_CHECK(cudaGetLastError());
+bool uses_appt_register_tail_grouped_writer_final(const PlanConfig& config) {
+    return config.backend == Backend::HierarchicalDataflow &&
+           !config.subgraph_mappings.empty() &&
+           (config.subgraph_mappings.front().core == NttSubgraphCore::
+                ApptOnlineRegisterTailGroupedWriterFinal ||
+            config.subgraph_mappings.front().core == NttSubgraphCore::
+                ApptOnlineRegisterTailGroupedWriterFinalDataTime ||
+            config.subgraph_mappings.front().core == NttSubgraphCore::
+                ApptOnlineRegisterTailGroupedWriterFinalResident ||
+            config.subgraph_mappings.front().core == NttSubgraphCore::
+                ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter);
 }
 
-__global__ void stage_kernel(std::uint64_t* values, std::uint64_t butterflies_per_transform, std::uint64_t total_butterflies, std::uint64_t n,
-                             std::uint64_t half, std::uint64_t twiddle_offset, const std::uint64_t* twiddles, const std::uint64_t* twiddles_shoup,
-                             std::uint64_t modulus) {
-    const std::uint64_t global_index = static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
-    if (global_index >= total_butterflies) {
-        return;
-    }
+bool uses_appt_register_tail_grouped_writer_final_data_time(
+    const PlanConfig& config) {
+    return config.backend == Backend::HierarchicalDataflow &&
+           !config.subgraph_mappings.empty() &&
+           config.subgraph_mappings.front().core == NttSubgraphCore::
+               ApptOnlineRegisterTailGroupedWriterFinalDataTime;
+}
 
-    const std::uint64_t batch_index     = global_index / butterflies_per_transform;
-    const std::uint64_t local_butterfly = global_index - batch_index * butterflies_per_transform;
-    const std::uint64_t group           = local_butterfly / half;
-    const std::uint64_t offset          = local_butterfly - group * half;
-    const std::uint64_t left_index      = batch_index * n + group * (half << 1) + offset;
-    const std::uint64_t right_index     = left_index + half;
+bool uses_appt_register_tail_grouped_writer_final_resident(
+    const PlanConfig& config) {
+    return config.backend == Backend::HierarchicalDataflow &&
+           !config.subgraph_mappings.empty() &&
+           config.subgraph_mappings.front().core == NttSubgraphCore::
+               ApptOnlineRegisterTailGroupedWriterFinalResident;
+}
 
-    std::uint64_t left  = values[left_index];
-    std::uint64_t right = values[right_index];
-    butterfly(left, right, twiddles[twiddle_offset + offset], twiddles_shoup[twiddle_offset + offset], modulus);
-    values[left_index]  = left;
-    values[right_index] = right;
+bool uses_appt_register_tail_grouped_writer_final_resident_quarter(
+    const PlanConfig& config) {
+    return config.backend == Backend::HierarchicalDataflow &&
+           !config.subgraph_mappings.empty() &&
+           config.subgraph_mappings.front().core == NttSubgraphCore::
+               ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter;
 }
 
-__global__ void tile_kernel(std::uint64_t* values, std::uint32_t tile_log, const std::uint64_t* twiddles, const std::uint64_t* twiddles_shoup,
-                            std::uint64_t modulus) {
-    __shared__ std::uint64_t tile[256];
+// A=(Us/Ts, Ud/Td) on CUDA. One warp is one physical stage (Us); independent
+// tokens traverse shared-memory channels (Ud/Td); the same warp stages are
+// reused after a grid-wide fold boundary (Ts). No token synchronizes with an
+// unrelated token and no CTA is permanently assigned to a logical segment.
+template <typename Word, std::uint32_t StageSpace, std::uint32_t RoleStages,
+          std::uint32_t StaticLogN = 0>
+__global__ void appt_pipeline_kernel(
+    const Word* input, Word* output, Word* scratch, std::uint64_t transforms,
+    std::uint32_t log_n, std::uint32_t data_time,
+    std::uint32_t token_interleave, std::uint32_t pipeline_buffers,
+    std::uint32_t pipeline_replicas,
+    unsigned long long* trace, NttStageOperatorT<Word> op) {
+    namespace cg = cooperative_groups;
+    constexpr std::uint32_t kTokenPoints = 1U << StageSpace;
+    constexpr std::uint32_t kValuesPerLane = (kTokenPoints + 31) / 32;
+    constexpr std::uint32_t kRoles = (StageSpace + RoleStages - 1) / RoleStages;
+    constexpr std::uint32_t kEdges = kRoles - 1;
+    const auto grid = cg::this_grid();
+    const std::uint32_t warp = threadIdx.x >> 5;
+    const std::uint32_t role = warp / pipeline_replicas;
+    const std::uint32_t replica = warp - role * pipeline_replicas;
+    const std::uint32_t lane = threadIdx.x & 31U;
+    const std::uint32_t effective_log_n = StaticLogN == 0 ? log_n : StaticLogN;
+    const std::uint64_t n = 1ULL << effective_log_n;
+    const std::uint32_t fold_count =
+        (effective_log_n + StageSpace - 1) / StageSpace;
+    Word* state = (fold_count & 1U) != 0 ? scratch : output;
 
-    const std::uint32_t tile_size = 1U << tile_log;
-    const std::uint64_t base      = static_cast<std::uint64_t>(blockIdx.x) * tile_size;
-    for (std::uint32_t i = threadIdx.x; i < tile_size; i += blockDim.x) {
-        tile[i] = values[base + i];
+    extern __shared__ __align__(16) unsigned char shared_storage[];
+    Word* channels = reinterpret_cast<Word*>(shared_storage);
+    const std::size_t channel_words = static_cast<std::size_t>(kEdges) *
+                                      pipeline_replicas * pipeline_buffers *
+                                      token_interleave * kTokenPoints;
+    int* flags = reinterpret_cast<int*>(channels + channel_words);
+
+    for (std::uint32_t item = threadIdx.x;
+         item < 2 * fold_count;
+         item += blockDim.x) {
+        trace[item] = (item & 1U) == 0 ? ~0ULL : 0;
     }
-    __syncthreads();
+    grid.sync();
 
-    for (std::uint32_t stage = 0; stage < tile_log; ++stage) {
-        const std::uint32_t half           = 1U << stage;
-        const std::uint32_t twiddle_offset = half - 1;
-        const std::uint32_t butterflies    = tile_size >> 1;
-        for (std::uint32_t index = threadIdx.x; index < butterflies; index += blockDim.x) {
-            const std::uint32_t group       = index / half;
-            const std::uint32_t offset      = index - group * half;
-            const std::uint32_t left_index  = group * (half << 1) + offset;
-            const std::uint32_t right_index = left_index + half;
-            std::uint64_t       left        = tile[left_index];
-            std::uint64_t       right       = tile[right_index];
-            butterfly(left, right, twiddles[twiddle_offset + offset], twiddles_shoup[twiddle_offset + offset], modulus);
-            tile[left_index]  = left;
-            tile[right_index] = right;
+#pragma unroll
+    for (std::uint32_t stage_base = 0, fold = 0;
+         stage_base < effective_log_n; stage_base += StageSpace, ++fold) {
+        const std::uint32_t active_stages =
+            min(StageSpace, effective_log_n - stage_base);
+        const bool final_fold = stage_base + active_stages == effective_log_n;
+        const std::uint32_t active_roles =
+            (active_stages + RoleStages - 1) / RoleStages;
+        const std::uint32_t token_points = 1U << active_stages;
+        const std::uint64_t tokens_per_transform = n >> active_stages;
+        const std::uint64_t total_tokens = transforms * tokens_per_transform;
+        const std::uint64_t packet_count = (total_tokens + data_time - 1) / data_time;
+
+        for (std::uint32_t item = threadIdx.x;
+             item < kEdges * pipeline_replicas * pipeline_buffers;
+             item += blockDim.x) {
+            flags[item] = 0;
         }
         __syncthreads();
-    }
 
-    for (std::uint32_t i = threadIdx.x; i < tile_size; i += blockDim.x) {
-        values[base + i] = tile[i];
-    }
-}
+        if (role < active_roles) {
+            bool recorded_start = false;
+            std::uint64_t processed_groups = 0;
+            for (std::uint64_t packet =
+                     static_cast<std::uint64_t>(blockIdx.x) * pipeline_replicas + replica;
+                 packet < packet_count;
+                 packet += static_cast<std::uint64_t>(gridDim.x) * pipeline_replicas) {
+                for (std::uint32_t group_begin = 0; group_begin < data_time;
+                     group_begin += token_interleave) {
+                    if (packet * data_time + group_begin >= total_tokens) break;
+                    const std::uint32_t ring_slot =
+                        static_cast<std::uint32_t>(processed_groups % pipeline_buffers);
+                    const std::size_t previous_flag =
+                        ((static_cast<std::size_t>(role - (role != 0)) *
+                          pipeline_replicas + replica) * pipeline_buffers) + ring_slot;
+                    const std::size_t next_flag =
+                        ((static_cast<std::size_t>(role) * pipeline_replicas + replica) *
+                         pipeline_buffers) + ring_slot;
 
-constexpr std::uint32_t kHybridMinLocalLog = 6;
-constexpr std::uint32_t kHybridMaxLocalLog = 10;
+                    if (role != 0) {
+                        detail::hybrid_wait_flag(&flags[previous_flag], 1, lane);
+                    } else if (processed_groups >= pipeline_buffers) {
+                        detail::hybrid_wait_flag(&flags[next_flag], 0, lane);
+                    }
+                    if (role + 1 < active_roles && processed_groups >= pipeline_buffers) {
+                        detail::hybrid_wait_flag(&flags[next_flag], 0, lane);
+                    }
 
-template <bool Fused, typename Word>
-__device__ __forceinline__ Word local_twiddle(const Word* standard, const Word* fused, std::uint32_t row_base, std::uint32_t row,
-                                              std::uint32_t local_n, std::uint32_t index) {
-    if constexpr (Fused) {
-        return fused[(row_base + row) * (local_n - 1) + index];
-    }
-    return standard[index];
-}
+                    for (std::uint32_t group_item = 0;
+                         group_item < token_interleave; ++group_item) {
+                        const std::uint32_t item = group_begin + group_item;
+                        if (item >= data_time) continue;
+                        const std::uint64_t sequence = packet * data_time + item;
+                        if (sequence >= total_tokens) continue;
+                        Word values[kValuesPerLane];
+                        const std::uint64_t transform = sequence / tokens_per_transform;
+                        const std::uint32_t token = static_cast<std::uint32_t>(
+                            sequence - transform * tokens_per_transform);
+                        const std::uint32_t stage_stride = 1U << stage_base;
+                        const std::uint32_t subgraph_block = token / stage_stride;
+                        const std::uint32_t subgraph_offset =
+                            token - subgraph_block * stage_stride;
+                        const std::uint32_t subgraph_base =
+                            subgraph_block << (stage_base + active_stages);
 
-template <bool Barrett, bool Fused, typename Word>
-__device__ __forceinline__ Word local_twiddle_shoup(const Word* standard, const Word* fused, std::uint32_t row_base, std::uint32_t row,
-                                                    std::uint32_t local_n, std::uint32_t index) {
-    if constexpr (Barrett) {
-        return 0;
+#pragma unroll
+                        for (std::uint32_t slot = 0; slot < kValuesPerLane; ++slot) {
+                            const std::uint32_t local = (slot << 5) + lane;
+                            Word value = Word{0};
+                            if (local < token_points) {
+                                if (role == 0) {
+                                    const std::uint32_t logical = subgraph_base +
+                                        subgraph_offset + (local << stage_base);
+                                    const std::uint32_t source = stage_base == 0
+                                        ? (__brev(logical) >> (32 - effective_log_n)) : logical;
+                                    value = stage_base == 0
+                                        ? input[transform * n + source]
+                                        : state[transform * n +
+                                                static_cast<std::uint64_t>(token) *
+                                                    token_points + local];
+                                } else {
+                                    const std::size_t channel =
+                                        ((((static_cast<std::size_t>(role - 1) *
+                                            pipeline_replicas + replica) * pipeline_buffers +
+                                           ring_slot) * token_interleave +
+                                          group_item) * kTokenPoints) + local;
+                                    value = channels[channel];
+                                }
+                            }
+                            values[slot] = value;
+                        }
+                        __syncwarp();
+
+                        if (!recorded_start && lane == 0) {
+                            atomicMin(trace + 2 * fold, streaming_globaltimer());
+                            recorded_start = true;
+                        }
+#pragma unroll
+                        for (std::uint32_t fused = 0; fused < RoleStages; ++fused) {
+                            const std::uint32_t local_stage = role * RoleStages + fused;
+                            if (local_stage < active_stages) {
+                                detail::hybrid_apply_register_stage<Word, kValuesPerLane>(
+                                    values, token_points, local_stage, stage_base,
+                                    subgraph_offset, lane, op);
+                            }
+                        }
+
+#pragma unroll
+                        for (std::uint32_t slot = 0; slot < kValuesPerLane; ++slot) {
+                            const std::uint32_t local = (slot << 5) + lane;
+                            if (local >= token_points) continue;
+                            if (role + 1 < active_roles) {
+                                const std::size_t channel =
+                                    ((((static_cast<std::size_t>(role) * pipeline_replicas +
+                                        replica) * pipeline_buffers + ring_slot) *
+                                      token_interleave + group_item) *
+                                     kTokenPoints) + local;
+                                channels[channel] = values[slot];
+                            } else if (!final_fold) {
+                                state[transform * n + static_cast<std::uint64_t>(token) *
+                                      token_points + local] = values[slot];
+                            } else {
+                                const std::uint32_t logical = subgraph_base +
+                                    subgraph_offset + (local << stage_base);
+                                output[transform * n + logical] =
+                                    op.finalize(values[slot], static_cast<std::uint32_t>(n));
+                            }
+                        }
+                        __syncwarp();
+                    }
+                    __threadfence_block();
+                    if (role + 1 < active_roles && lane == 0) {
+                        atomicExch(&flags[next_flag], 1);
+                    }
+                    if (role != 0 && lane == 0) {
+                        atomicExch(&flags[previous_flag], 0);
+                    }
+                    ++processed_groups;
+                }
+            }
+            if (recorded_start && lane == 0) {
+                atomicMax(trace + 2 * fold + 1, streaming_globaltimer());
+            }
+        }
+        __syncthreads();
+        grid.sync();
+        if (!final_fold) {
+            Word* next_state = state == scratch ? output : scratch;
+            const std::uint32_t next_stage_base = stage_base + active_stages;
+            const std::uint32_t next_active_stages =
+                min(StageSpace, effective_log_n - next_stage_base);
+            constexpr std::uint32_t kTransposeTile = 32;
+            constexpr std::uint32_t kTransposePitch = kTransposeTile + 1;
+            Word* transpose_tile = channels;
+            const std::uint32_t b_points = 1U << active_stages;
+            const std::uint32_t d_points = 1U << next_active_stages;
+            const std::uint32_t c_points = 1U << stage_base;
+            const std::uint32_t a_points =
+                1U << (effective_log_n - stage_base - active_stages -
+                       next_active_stages);
+            const std::uint32_t b_tiles = (b_points + kTransposeTile - 1) / kTransposeTile;
+            const std::uint32_t d_tiles = (d_points + kTransposeTile - 1) / kTransposeTile;
+            const std::uint64_t tiles_per_transform =
+                static_cast<std::uint64_t>(a_points) * c_points * b_tiles * d_tiles;
+            const std::uint64_t total_tiles = transforms * tiles_per_transform;
+
+            for (std::uint64_t tile_index = blockIdx.x; tile_index < total_tiles;
+                 tile_index += gridDim.x) {
+                std::uint64_t coordinate = tile_index;
+                const std::uint32_t d_tile = coordinate % d_tiles;
+                coordinate /= d_tiles;
+                const std::uint32_t b_tile = coordinate % b_tiles;
+                coordinate /= b_tiles;
+                const std::uint32_t c = coordinate % c_points;
+                coordinate /= c_points;
+                const std::uint32_t a = coordinate % a_points;
+                const std::uint64_t transform = coordinate / a_points;
+                const std::uint32_t b_base = b_tile * kTransposeTile;
+                const std::uint32_t d_base = d_tile * kTransposeTile;
+
+                for (std::uint32_t item = threadIdx.x;
+                     item < kTransposeTile * kTransposeTile; item += blockDim.x) {
+                    const std::uint32_t d_offset = item / kTransposeTile;
+                    const std::uint32_t b_offset = item % kTransposeTile;
+                    const std::uint32_t b = b_base + b_offset;
+                    const std::uint32_t d = d_base + d_offset;
+                    if (b < b_points && d < d_points) {
+                        const std::uint32_t source_prefix =
+                            (((a << next_active_stages) + d) << stage_base) + c;
+                        const std::uint32_t source = (source_prefix << active_stages) + b;
+                        transpose_tile[d_offset * kTransposePitch + b_offset] =
+                            state[transform * n + source];
+                    }
+                }
+                __syncthreads();
+                for (std::uint32_t item = threadIdx.x;
+                     item < kTransposeTile * kTransposeTile; item += blockDim.x) {
+                    const std::uint32_t b_offset = item / kTransposeTile;
+                    const std::uint32_t d_offset = item % kTransposeTile;
+                    const std::uint32_t b = b_base + b_offset;
+                    const std::uint32_t d = d_base + d_offset;
+                    if (b < b_points && d < d_points) {
+                        const std::uint32_t target_prefix =
+                            (((a << active_stages) + b) << stage_base) + c;
+                        const std::uint32_t target =
+                            (target_prefix << next_active_stages) + d;
+                        next_state[transform * n + target] =
+                            transpose_tile[d_offset * kTransposePitch + b_offset];
+                    }
+                }
+                __syncthreads();
+            }
+            grid.sync();
+            state = next_state;
+        }
     }
-    return local_twiddle<Fused>(standard, fused, row_base, row, local_n, index);
 }
 
-template <bool Barrett, typename Word>
-__device__ __forceinline__ void local_butterfly(Word& left, Word& right, Word twiddle, Word twiddle_shoup, Word modulus, std::uint32_t modulus_bits,
-                                                Word barrett_mu) {
-    const Word u = left;
-    Word       v;
-    if constexpr (Barrett) {
-        v = mul_barrett(right, twiddle, modulus, modulus_bits, barrett_mu);
-    } else {
-        v = mul_shoup(right, twiddle, twiddle_shoup, modulus);
+// Generated logN=20 schedule for A=(7/3, Ud/Td). CTA roles own complete
+// dependency groups and publish directly in the next fold's token-major
+// layout. Fold roles execute concurrently; there is no grid barrier after the
+// initial readiness-state initialization.
+template <typename Word, std::uint32_t OnlineAGroup,
+          std::uint32_t OnlineCGroup, bool CtaRadix4 = false,
+          bool ProfileRoleMetrics = false>
+__global__ void appt_online_log20_kernel(
+    const Word* input, Word* output, Word* state1, Word* state2,
+    unsigned int* ready1, unsigned int* ready2, std::uint64_t transforms,
+    std::uint32_t role0_blocks, std::uint32_t role1_blocks,
+    unsigned long long* trace, NttStageOperatorT<Word> op) {
+    namespace cg = cooperative_groups;
+    constexpr std::uint32_t kLogN = 20;
+    constexpr std::uint64_t kN = 1ULL << kLogN;
+    constexpr std::uint32_t kTileRows = 32;
+    constexpr std::uint32_t kTilePitch = 129;
+    constexpr std::uint32_t kWarps = 8;
+    const auto grid = cg::this_grid();
+    const std::uint32_t warp = threadIdx.x >> 5;
+    const std::uint32_t lane = threadIdx.x & 31U;
+    extern __shared__ __align__(16) unsigned char shared_storage[];
+    Word* tile = reinterpret_cast<Word*>(shared_storage);
+
+    const std::uint64_t ready1_count = transforms * 64;
+    const std::uint64_t ready2_count = transforms * 128;
+    for (std::uint64_t index =
+             static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+         index < ready1_count + ready2_count;
+         index += static_cast<std::uint64_t>(gridDim.x) * blockDim.x) {
+        if (index < ready1_count) ready1[index] = 0;
+        else ready2[index - ready1_count] = 0;
     }
-    const Word sum = u + v;
-    left           = sum >= modulus ? sum - modulus : sum;
-    right          = u >= v ? u - v : modulus + u - v;
-}
+    for (std::uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
+         index < 6; index += gridDim.x * blockDim.x) {
+        trace[index] = (index & 1U) == 0 ? ~0ULL : 0ULL;
+    }
+    if constexpr (ProfileRoleMetrics) {
+        for (std::uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
+             index < 12; index += gridDim.x * blockDim.x) {
+            trace[6 + index] = 0;
+        }
+    }
+    grid.sync();
 
-template <typename Word, std::uint32_t LocalLog, std::uint32_t RowsPerBlock, ComputeUnit Unit, bool Fused = false, bool Barrett = false>
-__device__ void local_ntt(Word* tiles, const Word* twiddles, const Word* twiddles_shoup, Word modulus, const Word* fused_twiddles = nullptr,
-                          const Word* fused_twiddles_shoup = nullptr, std::uint32_t row_base = 0, std::uint32_t modulus_bits = 0,
-                          Word barrett_mu = 0) {
-    constexpr std::uint32_t local_n = 1U << LocalLog;
-    constexpr std::uint32_t stride  = local_n + 1;
-    if constexpr (Unit == ComputeUnit::Radix2) {
-        constexpr std::uint32_t butterflies_per_row = local_n / 2;
-        for (std::uint32_t stage = 0; stage < LocalLog; ++stage) {
-            const std::uint32_t half           = 1U << stage;
-            const std::uint32_t twiddle_offset = half - 1;
-            for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * butterflies_per_row; linear += blockDim.x) {
-                const std::uint32_t row         = linear / butterflies_per_row;
-                const std::uint32_t local       = linear - row * butterflies_per_row;
-                const std::uint32_t group       = local / half;
-                const std::uint32_t offset      = local - group * half;
-                const std::uint32_t left_index  = row * stride + group * (half << 1) + offset;
-                const std::uint32_t right_index = left_index + half;
-                Word                left        = tiles[left_index];
-                Word                right       = tiles[right_index];
-                local_butterfly<Barrett>(
-                    left, right, local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_offset + offset),
-                    local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n, twiddle_offset + offset),
-                    modulus, modulus_bits, barrett_mu);
-                tiles[left_index]  = left;
-                tiles[right_index] = right;
+    const std::uint32_t role1_begin = role0_blocks;
+    const std::uint32_t role2_begin = role0_blocks + role1_blocks;
+    const std::uint32_t role = blockIdx.x < role1_begin ? 0U
+                                  : blockIdx.x < role2_begin ? 1U : 2U;
+    const std::uint32_t local_block = role == 0 ? blockIdx.x
+                                      : role == 1 ? blockIdx.x - role1_begin
+                                                  : blockIdx.x - role2_begin;
+    const std::uint32_t role_blocks = role == 0 ? role0_blocks
+                                      : role == 1 ? role1_blocks
+                                                  : gridDim.x - role2_begin;
+    bool recorded_start = false;
+    unsigned long long wait_time = 0;
+    unsigned long long compute_time = 0;
+    unsigned long long boundary_time = 0;
+    unsigned long long completed_tasks = 0;
+
+    if (role == 0) {
+        const std::uint64_t task_count = transforms * 64;
+        for (std::uint64_t task = local_block; task < task_count;
+             task += role_blocks) {
+            const std::uint64_t transform = task >> 6;
+            const std::uint32_t a = static_cast<std::uint32_t>(task & 63U);
+            if (!recorded_start && threadIdx.x == 0) {
+                atomicMin(trace, streaming_globaltimer());
+                recorded_start = true;
+            }
+            for (std::uint32_t d_base = 0; d_base < 128;
+                 d_base += kTileRows) {
+                unsigned long long compute_start = 0;
+                unsigned long long boundary_start = 0;
+                if constexpr (ProfileRoleMetrics) {
+                    if (threadIdx.x == 0) compute_start = streaming_globaltimer();
+                }
+                if constexpr (CtaRadix4) {
+                    for (std::uint32_t item = threadIdx.x;
+                         item < 128 * kTileRows; item += blockDim.x) {
+                        const std::uint32_t d_row = item / 128;
+                        const std::uint32_t b = item & 127U;
+                        const std::uint32_t token = a * 128 + d_base + d_row;
+                        const std::uint32_t logical = token * 128 + b;
+                        const std::uint32_t source = __brev(logical) >> 12;
+                        tile[d_row * kTilePitch + b] =
+                            input[transform * kN + source];
+                    }
+                    __syncthreads();
+                    detail::hierarchical_resident_radix4<false, Word, 7,
+                                                         kTileRows>(tile, op);
+                } else {
+#pragma unroll
+                    for (std::uint32_t wave = 0; wave < kTileRows / kWarps; ++wave) {
+                        const std::uint32_t d_row = wave * kWarps + warp;
+                        const std::uint32_t d = d_base + d_row;
+                        const std::uint32_t token = a * 128 + d;
+                        Word values[4];
+#pragma unroll
+                        for (std::uint32_t slot = 0; slot < 4; ++slot) {
+                            const std::uint32_t b = (slot << 5) + lane;
+                            const std::uint32_t logical = token * 128 + b;
+                            const std::uint32_t source = __brev(logical) >> 12;
+                            values[slot] = input[transform * kN + source];
+                        }
+#pragma unroll
+                        for (std::uint32_t stage = 0; stage < 7; ++stage) {
+                            detail::hybrid_apply_register_stage<Word, 4>(
+                                values, 128, stage, 0, 0, lane, op);
+                        }
+#pragma unroll
+                        for (std::uint32_t slot = 0; slot < 4; ++slot) {
+                            tile[d_row * kTilePitch + (slot << 5) + lane] =
+                                values[slot];
+                        }
+                    }
+                }
+                __syncthreads();
+                if constexpr (ProfileRoleMetrics) {
+                    if (threadIdx.x == 0) {
+                        const auto now = streaming_globaltimer();
+                        compute_time += now - compute_start;
+                        boundary_start = now;
+                    }
+                }
+                for (std::uint32_t item = threadIdx.x; item < 128 * kTileRows;
+                     item += blockDim.x) {
+                    const std::uint32_t b = item / kTileRows;
+                    const std::uint32_t d_row = item % kTileRows;
+                    state1[transform * kN +
+                           (static_cast<std::uint64_t>(a * 128 + b) * 128) +
+                           d_base + d_row] = tile[d_row * kTilePitch + b];
+                }
+                __syncthreads();
+                if constexpr (ProfileRoleMetrics) {
+                    if (threadIdx.x == 0) {
+                        boundary_time += streaming_globaltimer() - boundary_start;
+                    }
+                }
+            }
+            if (threadIdx.x == 0) {
+                unsigned long long handoff_start = 0;
+                if constexpr (ProfileRoleMetrics) {
+                    handoff_start = streaming_globaltimer();
+                }
+                __threadfence();
+                atomicExch(ready1 + task, 1U);
+                if constexpr (ProfileRoleMetrics) {
+                    boundary_time += streaming_globaltimer() - handoff_start;
+                    ++completed_tasks;
+                }
             }
-            __syncthreads();
         }
-    } else if constexpr (Unit == ComputeUnit::Radix4) {
-        constexpr std::uint32_t radix4_units_per_row = local_n / 4;
-        std::uint32_t           stage                = 0;
-        for (; stage + 1 < LocalLog; stage += 2) {
-            const std::uint32_t half0           = 1U << stage;
-            const std::uint32_t twiddle_offset0 = half0 - 1;
-            const std::uint32_t twiddle_offset1 = (half0 << 1) - 1;
-            for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * radix4_units_per_row; linear += blockDim.x) {
-                const std::uint32_t row      = linear / radix4_units_per_row;
-                const std::uint32_t local    = linear - row * radix4_units_per_row;
-                const std::uint32_t group    = local / half0;
-                const std::uint32_t offset   = local - group * half0;
-                const std::uint32_t i0       = row * stride + group * (half0 << 2) + offset;
-                const std::uint32_t i1       = i0 + half0;
-                const std::uint32_t i2       = i1 + half0;
-                const std::uint32_t i3       = i2 + half0;
-                Word                a        = tiles[i0];
-                Word                b        = tiles[i1];
-                Word                c        = tiles[i2];
-                Word                d        = tiles[i3];
-                const Word          twiddle0 = local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_offset0 + offset);
-                const Word          twiddle0_shoup =
-                    local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n, twiddle_offset0 + offset);
-                local_butterfly<Barrett>(a, b, twiddle0, twiddle0_shoup, modulus, modulus_bits, barrett_mu);
-                local_butterfly<Barrett>(c, d, twiddle0, twiddle0_shoup, modulus, modulus_bits, barrett_mu);
-                local_butterfly<Barrett>(
-                    a, c, local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_offset1 + offset),
-                    local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n, twiddle_offset1 + offset),
-                    modulus, modulus_bits, barrett_mu);
-                local_butterfly<Barrett>(b, d,
-                                         local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_offset1 + half0 + offset),
-                                         local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n,
-                                                                             twiddle_offset1 + half0 + offset),
-                                         modulus, modulus_bits, barrett_mu);
-                tiles[i0] = a;
-                tiles[i1] = b;
-                tiles[i2] = c;
-                tiles[i3] = d;
+    } else if (role == 1) {
+        static_assert(OnlineAGroup == 1 || OnlineAGroup == 2 ||
+                          OnlineAGroup == 4,
+                      "unsupported APPT online publication group");
+        static_assert(OnlineCGroup == 1 || OnlineCGroup == 2 ||
+                          OnlineCGroup == 4,
+                      "unsupported APPT online output group");
+        const std::uint64_t task_count = transforms * 64;
+        for (std::uint64_t task = local_block; task < task_count;
+             task += role_blocks) {
+            if constexpr (OnlineAGroup == 1) {
+                unsigned long long wait_start = 0;
+                if constexpr (ProfileRoleMetrics) {
+                    if (threadIdx.x == 0) wait_start = streaming_globaltimer();
+                }
+                if (threadIdx.x == 0) {
+                    while (atomicAdd(ready1 + task, 0U) == 0U) __nanosleep(128);
+                }
+                __syncthreads();
+                if constexpr (ProfileRoleMetrics) {
+                    if (threadIdx.x == 0) {
+                        wait_time += streaming_globaltimer() - wait_start;
+                    }
+                }
+                if (!recorded_start && threadIdx.x == 0) {
+                    atomicMin(trace + 2, streaming_globaltimer());
+                    recorded_start = true;
+                }
+                const std::uint64_t transform = task >> 6;
+                const std::uint32_t a = static_cast<std::uint32_t>(task & 63U);
+                for (std::uint32_t c_base = 0; c_base < 128;
+                     c_base += kTileRows) {
+                    unsigned long long compute_start = 0;
+                    unsigned long long boundary_start = 0;
+                    if constexpr (ProfileRoleMetrics) {
+                        if (threadIdx.x == 0) compute_start = streaming_globaltimer();
+                    }
+                    if constexpr (CtaRadix4) {
+                        for (std::uint32_t item = threadIdx.x;
+                             item < 128 * kTileRows; item += blockDim.x) {
+                            const std::uint32_t c_row = item / 128;
+                            const std::uint32_t b = item & 127U;
+                            const std::uint32_t c = c_base + c_row;
+                            const std::uint32_t token = a * 128 + c;
+                            tile[c_row * kTilePitch + b] = state1[
+                                transform * kN +
+                                static_cast<std::uint64_t>(token) * 128 + b];
+                        }
+                        __syncthreads();
+                        detail::hierarchical_resident_radix4_offset<
+                            Word, 7, kTileRows>(tile, op, 7, c_base, 1);
+                    } else {
+#pragma unroll
+                        for (std::uint32_t wave = 0; wave < kTileRows / kWarps; ++wave) {
+                            const std::uint32_t c_row = wave * kWarps + warp;
+                            const std::uint32_t c = c_base + c_row;
+                            const std::uint32_t token = a * 128 + c;
+                            Word values[4];
+#pragma unroll
+                            for (std::uint32_t slot = 0; slot < 4; ++slot) {
+                                const std::uint32_t b = (slot << 5) + lane;
+                                values[slot] = state1[
+                                    transform * kN +
+                                    static_cast<std::uint64_t>(token) * 128 + b];
+                            }
+#pragma unroll
+                            for (std::uint32_t stage = 0; stage < 7; ++stage) {
+                                detail::hybrid_apply_register_stage<Word, 4>(
+                                    values, 128, stage, 7, c, lane, op);
+                            }
+#pragma unroll
+                            for (std::uint32_t slot = 0; slot < 4; ++slot) {
+                                tile[c_row * kTilePitch + (slot << 5) + lane] =
+                                    values[slot];
+                            }
+                        }
+                    }
+                    __syncthreads();
+                    if constexpr (ProfileRoleMetrics) {
+                        if (threadIdx.x == 0) {
+                            const auto now = streaming_globaltimer();
+                            compute_time += now - compute_start;
+                            boundary_start = now;
+                        }
+                    }
+                    for (std::uint32_t item = threadIdx.x; item < 128 * kTileRows;
+                         item += blockDim.x) {
+                        const std::uint32_t b = item / kTileRows;
+                        const std::uint32_t c_row = item % kTileRows;
+                        const std::uint32_t c = c_base + c_row;
+                        state2[transform * kN +
+                               (static_cast<std::uint64_t>(b * 128 + c) * 64) + a] =
+                            tile[c_row * kTilePitch + b];
+                    }
+                    __syncthreads();
+                    if (threadIdx.x == 0) {
+                        __threadfence();
+                        for (std::uint32_t c = c_base; c < c_base + kTileRows; ++c) {
+                            atomicAdd(ready2 + transform * 128 + c, 1U);
+                        }
+                        if constexpr (ProfileRoleMetrics) {
+                            boundary_time +=
+                                streaming_globaltimer() - boundary_start;
+                        }
+                    }
+                }
+                if constexpr (ProfileRoleMetrics) {
+                    if (threadIdx.x == 0) ++completed_tasks;
+                }
+            } else {
+                constexpr std::uint32_t kCPerTask = 128 / OnlineAGroup;
+                constexpr std::uint32_t kCMicro = kTileRows / OnlineAGroup;
+                const std::uint64_t transform = task >> 6;
+                const std::uint32_t local_task = static_cast<std::uint32_t>(task & 63U);
+                const std::uint32_t c_base =
+                    (local_task % OnlineAGroup) * kCPerTask;
+                const std::uint32_t a_base =
+                    (local_task / OnlineAGroup) * OnlineAGroup;
+                if (threadIdx.x == 0) {
+                    for (std::uint32_t a = a_base;
+                         a < a_base + OnlineAGroup; ++a) {
+                        while (atomicAdd(ready1 + transform * 64 + a, 0U) == 0U) {
+                            __nanosleep(128);
+                        }
+                    }
+                }
+                __syncthreads();
+                if (!recorded_start && threadIdx.x == 0) {
+                    atomicMin(trace + 2, streaming_globaltimer());
+                    recorded_start = true;
+                }
+                for (std::uint32_t c_micro = 0; c_micro < kCPerTask;
+                     c_micro += kCMicro) {
+#pragma unroll
+                    for (std::uint32_t wave = 0; wave < kTileRows / kWarps;
+                         ++wave) {
+                        const std::uint32_t token_row = wave * kWarps + warp;
+                        const std::uint32_t a_offset = token_row % OnlineAGroup;
+                        const std::uint32_t c_offset = token_row / OnlineAGroup;
+                        const std::uint32_t a = a_base + a_offset;
+                        const std::uint32_t c = c_base + c_micro + c_offset;
+                        const std::uint32_t token = a * 128 + c;
+                        Word values[4];
+#pragma unroll
+                        for (std::uint32_t slot = 0; slot < 4; ++slot) {
+                            const std::uint32_t b = (slot << 5) + lane;
+                            values[slot] = state1[
+                                transform * kN +
+                                static_cast<std::uint64_t>(token) * 128 + b];
+                        }
+#pragma unroll
+                        for (std::uint32_t stage = 0; stage < 7; ++stage) {
+                            detail::hybrid_apply_register_stage<Word, 4>(
+                                values, 128, stage, 7, c, lane, op);
+                        }
+#pragma unroll
+                        for (std::uint32_t slot = 0; slot < 4; ++slot) {
+                            tile[token_row * kTilePitch + (slot << 5) + lane] =
+                                values[slot];
+                        }
+                    }
+                    __syncthreads();
+                    for (std::uint32_t item = threadIdx.x;
+                         item < 128 * kTileRows; item += blockDim.x) {
+                        const std::uint32_t a_offset = item % OnlineAGroup;
+                        const std::uint32_t c_offset =
+                            (item / OnlineAGroup) % kCMicro;
+                        const std::uint32_t b = item / kTileRows;
+                        const std::uint32_t token_row =
+                            c_offset * OnlineAGroup + a_offset;
+                        const std::uint32_t c = c_base + c_micro + c_offset;
+                        state2[transform * kN +
+                               (static_cast<std::uint64_t>(b * 128 + c) * 64) +
+                               a_base + a_offset] =
+                            tile[token_row * kTilePitch + b];
+                    }
+                    __syncthreads();
+                    if (threadIdx.x == 0) {
+                        __threadfence();
+                        for (std::uint32_t c = c_base + c_micro;
+                             c < c_base + c_micro + kCMicro; ++c) {
+                            atomicAdd(ready2 + transform * 128 + c,
+                                      OnlineAGroup);
+                        }
+                    }
+                }
             }
-            __syncthreads();
         }
-        if (stage < LocalLog) {
-            constexpr std::uint32_t butterflies_per_row = local_n / 2;
-            constexpr std::uint32_t half                = 1U << (LocalLog - 1);
-            constexpr std::uint32_t twiddle_offset      = half - 1;
-            for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * butterflies_per_row; linear += blockDim.x) {
-                const std::uint32_t row         = linear / butterflies_per_row;
-                const std::uint32_t offset      = linear - row * butterflies_per_row;
-                const std::uint32_t left_index  = row * stride + offset;
-                const std::uint32_t right_index = left_index + half;
-                Word                left        = tiles[left_index];
-                Word                right       = tiles[right_index];
-                local_butterfly<Barrett>(
-                    left, right, local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_offset + offset),
-                    local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n, twiddle_offset + offset),
-                    modulus, modulus_bits, barrett_mu);
-                tiles[left_index]  = left;
-                tiles[right_index] = right;
+    } else {
+        const std::uint64_t task_count = transforms * 128;
+        for (std::uint64_t task = local_block; task < task_count;
+             task += role_blocks) {
+            if constexpr (OnlineCGroup == 1) {
+                unsigned long long wait_start = 0;
+                if constexpr (ProfileRoleMetrics) {
+                    if (threadIdx.x == 0) wait_start = streaming_globaltimer();
+                }
+                if (threadIdx.x == 0) {
+                    while (atomicAdd(ready2 + task, 0U) < 64U) __nanosleep(128);
+                }
+                __syncthreads();
+                if constexpr (ProfileRoleMetrics) {
+                    if (threadIdx.x == 0) {
+                        wait_time += streaming_globaltimer() - wait_start;
+                    }
+                }
+                if (!recorded_start && threadIdx.x == 0) {
+                    atomicMin(trace + 4, streaming_globaltimer());
+                    recorded_start = true;
+                }
+                const std::uint64_t transform = task >> 7;
+                const std::uint32_t c = static_cast<std::uint32_t>(task & 127U);
+                for (std::uint32_t b_base = 0; b_base < 128;
+                     b_base += CtaRadix4 ? kTileRows : kWarps) {
+                    unsigned long long compute_start = 0;
+                    unsigned long long boundary_start = 0;
+                    if constexpr (ProfileRoleMetrics) {
+                        if (threadIdx.x == 0) compute_start = streaming_globaltimer();
+                    }
+                    if constexpr (CtaRadix4) {
+                        constexpr std::uint32_t kLocalStride = 65;
+                        for (std::uint32_t item = threadIdx.x;
+                             item < 64 * kTileRows; item += blockDim.x) {
+                            const std::uint32_t b_row = item / 64;
+                            const std::uint32_t a = item & 63U;
+                            const std::uint32_t token = (b_base + b_row) * 128 + c;
+                            tile[b_row * kLocalStride + a] = state2[
+                                transform * kN +
+                                static_cast<std::uint64_t>(token) * 64 + a];
+                        }
+                        __syncthreads();
+                        detail::hierarchical_resident_radix4_offset<
+                            Word, 6, kTileRows>(tile, op, 14,
+                                b_base * 128 + c, 128);
+                        if constexpr (ProfileRoleMetrics) {
+                            if (threadIdx.x == 0) {
+                                const auto now = streaming_globaltimer();
+                                compute_time += now - compute_start;
+                                boundary_start = now;
+                            }
+                        }
+                        for (std::uint32_t item = threadIdx.x;
+                             item < 64 * kTileRows; item += blockDim.x) {
+                            const std::uint32_t b_row = item / 64;
+                            const std::uint32_t a = item & 63U;
+                            const std::uint32_t token = (b_base + b_row) * 128 + c;
+                            const std::uint32_t logical = token + (a << 14);
+                            output[transform * kN + logical] = op.finalize(
+                                tile[b_row * kLocalStride + a],
+                                static_cast<std::uint32_t>(kN));
+                        }
+                        __syncthreads();
+                    } else {
+                        const std::uint32_t b = b_base + warp;
+                        const std::uint32_t token = b * 128 + c;
+                        Word values[2];
+#pragma unroll
+                        for (std::uint32_t slot = 0; slot < 2; ++slot) {
+                            const std::uint32_t a = (slot << 5) + lane;
+                            values[slot] = state2[
+                                transform * kN +
+                                static_cast<std::uint64_t>(token) * 64 + a];
+                        }
+#pragma unroll
+                        for (std::uint32_t stage = 0; stage < 6; ++stage) {
+                            detail::hybrid_apply_register_stage<Word, 2>(
+                                values, 64, stage, 14, token, lane, op);
+                        }
+                        if constexpr (ProfileRoleMetrics) {
+                            if (threadIdx.x == 0) {
+                                const auto now = streaming_globaltimer();
+                                compute_time += now - compute_start;
+                                boundary_start = now;
+                            }
+                        }
+#pragma unroll
+                        for (std::uint32_t slot = 0; slot < 2; ++slot) {
+                            const std::uint32_t a = (slot << 5) + lane;
+                            const std::uint32_t logical = token + (a << 14);
+                            output[transform * kN + logical] =
+                                op.finalize(values[slot], static_cast<std::uint32_t>(kN));
+                        }
+                    }
+                    if constexpr (ProfileRoleMetrics) {
+                        if (threadIdx.x == 0) {
+                            boundary_time +=
+                                streaming_globaltimer() - boundary_start;
+                        }
+                    }
+                }
+                if constexpr (ProfileRoleMetrics) {
+                    if (threadIdx.x == 0) ++completed_tasks;
+                }
+            } else {
+                constexpr std::uint32_t kBPerTask = 128 / OnlineCGroup;
+                const std::uint64_t transform = task >> 7;
+                const std::uint32_t local_task = static_cast<std::uint32_t>(task & 127U);
+                const std::uint32_t c_base =
+                    (local_task / OnlineCGroup) * OnlineCGroup;
+                const std::uint32_t b_base =
+                    (local_task % OnlineCGroup) * kBPerTask;
+                if (threadIdx.x == 0) {
+                    for (std::uint32_t c = c_base;
+                         c < c_base + OnlineCGroup; ++c) {
+                        while (atomicAdd(ready2 + transform * 128 + c, 0U) < 64U) {
+                            __nanosleep(128);
+                        }
+                    }
+                }
+                __syncthreads();
+                if (!recorded_start && threadIdx.x == 0) {
+                    atomicMin(trace + 4, streaming_globaltimer());
+                    recorded_start = true;
+                }
+                Word* warp_tile = tile + warp * OnlineCGroup * 64;
+                for (std::uint32_t b_offset = warp; b_offset < kBPerTask;
+                     b_offset += kWarps) {
+                    const std::uint32_t b = b_base + b_offset;
+#pragma unroll
+                    for (std::uint32_t c_offset = 0;
+                         c_offset < OnlineCGroup; ++c_offset) {
+                        const std::uint32_t c = c_base + c_offset;
+                        const std::uint32_t token = b * 128 + c;
+                        Word values[2];
+#pragma unroll
+                        for (std::uint32_t slot = 0; slot < 2; ++slot) {
+                            const std::uint32_t a = (slot << 5) + lane;
+                            values[slot] = state2[
+                                transform * kN +
+                                static_cast<std::uint64_t>(token) * 64 + a];
+                        }
+#pragma unroll
+                        for (std::uint32_t stage = 0; stage < 6; ++stage) {
+                            detail::hybrid_apply_register_stage<Word, 2>(
+                                values, 64, stage, 14, token, lane, op);
+                        }
+#pragma unroll
+                        for (std::uint32_t slot = 0; slot < 2; ++slot) {
+                            const std::uint32_t a = (slot << 5) + lane;
+                            warp_tile[c_offset * 64 + a] =
+                                op.finalize(values[slot],
+                                            static_cast<std::uint32_t>(kN));
+                        }
+                    }
+                    __syncwarp();
+                    for (std::uint32_t item = lane;
+                         item < 64 * OnlineCGroup; item += 32) {
+                        const std::uint32_t c_offset = item % OnlineCGroup;
+                        const std::uint32_t a = item / OnlineCGroup;
+                        const std::uint32_t logical =
+                            b * 128 + c_base + c_offset + (a << 14);
+                        output[transform * kN + logical] =
+                            warp_tile[c_offset * 64 + a];
+                    }
+                    __syncwarp();
+                }
+            }
+        }
+    }
+    if (recorded_start && threadIdx.x == 0) {
+        atomicMax(trace + 2 * role + 1, streaming_globaltimer());
+    }
+    if constexpr (ProfileRoleMetrics) {
+        if (threadIdx.x == 0) {
+            atomicAdd(trace + 6 + 4 * role, wait_time);
+            atomicAdd(trace + 7 + 4 * role, compute_time);
+            atomicAdd(trace + 8 + 4 * role, boundary_time);
+            atomicAdd(trace + 9 + 4 * role, completed_tasks);
+        }
+    }
+}
+
+// APPT fused-tail schedule for logN=20. Fold 0 publishes one reordered global
+// state. A tail CTA then owns a dependency-closed [64 a][128 d] tile for one
+// middle frequency c and executes folds 1 and 2 entirely in shared memory.
+template <typename Word>
+__global__ void appt_online_fused_tail_log20_kernel(
+    const Word* input, Word* output, Word* state1, unsigned int* ready1,
+    std::uint64_t transforms, std::uint32_t producer_blocks,
+    unsigned long long* trace, NttStageOperatorT<Word> op) {
+    namespace cg = cooperative_groups;
+    constexpr std::uint32_t kLogN = 20;
+    constexpr std::uint64_t kN = 1ULL << kLogN;
+    constexpr std::uint32_t kFirstRows = 32;
+    constexpr std::uint32_t kTailRows = 64;
+    constexpr std::uint32_t kColumns = 128;
+    constexpr std::uint32_t kPitch = 129;
+    const auto grid = cg::this_grid();
+    extern __shared__ __align__(16) unsigned char shared_storage[];
+    Word* tile = reinterpret_cast<Word*>(shared_storage);
+
+    const std::uint64_t ready_count = transforms * 64;
+    for (std::uint64_t index =
+             static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+         index < ready_count;
+         index += static_cast<std::uint64_t>(gridDim.x) * blockDim.x) {
+        ready1[index] = 0;
+    }
+    for (std::uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
+         index < 6; index += gridDim.x * blockDim.x) {
+        trace[index] = (index & 1U) == 0 ? ~0ULL : 0ULL;
+    }
+    grid.sync();
+
+    const bool producer = blockIdx.x < producer_blocks;
+    const std::uint32_t local_block =
+        producer ? blockIdx.x : blockIdx.x - producer_blocks;
+    const std::uint32_t role_blocks =
+        producer ? producer_blocks : gridDim.x - producer_blocks;
+    bool recorded_start = false;
+
+    if (producer) {
+        const std::uint64_t task_count = transforms * 64;
+        for (std::uint64_t task = local_block; task < task_count;
+             task += role_blocks) {
+            const std::uint64_t transform = task >> 6;
+            const std::uint32_t a = static_cast<std::uint32_t>(task & 63U);
+            if (!recorded_start && threadIdx.x == 0) {
+                atomicMin(trace, streaming_globaltimer());
+                recorded_start = true;
+            }
+            for (std::uint32_t c_base = 0; c_base < kColumns;
+                 c_base += kFirstRows) {
+                for (std::uint32_t item = threadIdx.x;
+                     item < kColumns * kFirstRows; item += blockDim.x) {
+                    const std::uint32_t c_row = item / kColumns;
+                    const std::uint32_t b = item & (kColumns - 1);
+                    const std::uint32_t token = a * kColumns + c_base + c_row;
+                    const std::uint32_t logical = token * kColumns + b;
+                    const std::uint32_t source = __brev(logical) >> 12;
+                    tile[c_row * kPitch + b] =
+                        input[transform * kN + source];
+                }
+                __syncthreads();
+                detail::hierarchical_resident_radix4<
+                    false, Word, 7, kFirstRows>(tile, op);
+                for (std::uint32_t item = threadIdx.x;
+                     item < kColumns * kFirstRows; item += blockDim.x) {
+                    const std::uint32_t b = item / kFirstRows;
+                    const std::uint32_t c_row = item % kFirstRows;
+                    state1[transform * kN +
+                           static_cast<std::uint64_t>(a * kColumns + b) *
+                               kColumns +
+                           c_base + c_row] = tile[c_row * kPitch + b];
+                }
+                __syncthreads();
+            }
+            if (threadIdx.x == 0) {
+                __threadfence();
+                atomicExch(ready1 + task, 1U);
             }
-            __syncthreads();
         }
     } else {
-        constexpr std::uint32_t radix8_units_per_row = local_n / 8;
-        std::uint32_t           stage                = 0;
-        for (; stage + 2 < LocalLog; stage += 3) {
-            const std::uint32_t eighth          = 1U << stage;
-            const std::uint32_t twiddle_offset0 = eighth - 1;
-            const std::uint32_t twiddle_offset1 = (eighth << 1) - 1;
-            const std::uint32_t twiddle_offset2 = (eighth << 2) - 1;
-            for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * radix8_units_per_row; linear += blockDim.x) {
-                const std::uint32_t row       = linear / radix8_units_per_row;
-                const std::uint32_t local     = linear - row * radix8_units_per_row;
-                const std::uint32_t group     = local / eighth;
-                const std::uint32_t offset    = local - group * eighth;
-                const std::uint32_t i0        = row * stride + group * (eighth << 3) + offset;
-                const std::uint32_t i1        = i0 + eighth;
-                const std::uint32_t i2        = i1 + eighth;
-                const std::uint32_t i3        = i2 + eighth;
-                const std::uint32_t i4        = i3 + eighth;
-                const std::uint32_t i5        = i4 + eighth;
-                const std::uint32_t i6        = i5 + eighth;
-                const std::uint32_t i7        = i6 + eighth;
-                Word                x0        = tiles[i0];
-                Word                x1        = tiles[i1];
-                Word                x2        = tiles[i2];
-                Word                x3        = tiles[i3];
-                Word                x4        = tiles[i4];
-                Word                x5        = tiles[i5];
-                Word                x6        = tiles[i6];
-                Word                x7        = tiles[i7];
-                const auto          butterfly = [&](Word& left, Word& right, std::uint32_t twiddle_index) {
-                    local_butterfly<Barrett>(
-                        left, right, local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_index),
-                        local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n, twiddle_index), modulus,
-                        modulus_bits, barrett_mu);
-                };
-                butterfly(x0, x1, twiddle_offset0 + offset);
-                butterfly(x2, x3, twiddle_offset0 + offset);
-                butterfly(x4, x5, twiddle_offset0 + offset);
-                butterfly(x6, x7, twiddle_offset0 + offset);
-                butterfly(x0, x2, twiddle_offset1 + offset);
-                butterfly(x1, x3, twiddle_offset1 + eighth + offset);
-                butterfly(x4, x6, twiddle_offset1 + offset);
-                butterfly(x5, x7, twiddle_offset1 + eighth + offset);
-                butterfly(x0, x4, twiddle_offset2 + offset);
-                butterfly(x1, x5, twiddle_offset2 + eighth + offset);
-                butterfly(x2, x6, twiddle_offset2 + 2 * eighth + offset);
-                butterfly(x3, x7, twiddle_offset2 + 3 * eighth + offset);
-                tiles[i0] = x0;
-                tiles[i1] = x1;
-                tiles[i2] = x2;
-                tiles[i3] = x3;
-                tiles[i4] = x4;
-                tiles[i5] = x5;
-                tiles[i6] = x6;
-                tiles[i7] = x7;
+        const std::uint64_t task_count = transforms * kColumns;
+        for (std::uint64_t task = local_block; task < task_count;
+             task += role_blocks) {
+            const std::uint64_t transform = task >> 7;
+            const std::uint32_t c = static_cast<std::uint32_t>(task & 127U);
+            if (threadIdx.x < kTailRows) {
+                while (atomicAdd(ready1 + transform * kTailRows + threadIdx.x,
+                                 0U) == 0U) {
+                    __nanosleep(128);
+                }
             }
             __syncthreads();
-        }
-        for (; stage < LocalLog; ++stage) {
-            constexpr std::uint32_t butterflies_per_row = local_n / 2;
-            const std::uint32_t     half                = 1U << stage;
-            const std::uint32_t     twiddle_offset      = half - 1;
-            for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * butterflies_per_row; linear += blockDim.x) {
-                const std::uint32_t row         = linear / butterflies_per_row;
-                const std::uint32_t local       = linear - row * butterflies_per_row;
-                const std::uint32_t group       = local / half;
-                const std::uint32_t offset      = local - group * half;
-                const std::uint32_t left_index  = row * stride + group * (half << 1) + offset;
-                const std::uint32_t right_index = left_index + half;
-                Word                left        = tiles[left_index];
-                Word                right       = tiles[right_index];
-                local_butterfly<Barrett>(
-                    left, right, local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_offset + offset),
-                    local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n, twiddle_offset + offset),
-                    modulus, modulus_bits, barrett_mu);
-                tiles[left_index]  = left;
-                tiles[right_index] = right;
+            if (!recorded_start && threadIdx.x == 0) {
+                atomicMin(trace + 2, streaming_globaltimer());
+                recorded_start = true;
+            }
+            for (std::uint32_t item = threadIdx.x;
+                 item < kTailRows * kColumns; item += blockDim.x) {
+                const std::uint32_t a = item / kColumns;
+                const std::uint32_t d = item & (kColumns - 1);
+                tile[a * kPitch + d] = state1[
+                    transform * kN +
+                    static_cast<std::uint64_t>(a * kColumns + c) * kColumns + d];
+            }
+            __syncthreads();
+            detail::hierarchical_resident_radix4_offset<
+                Word, 7, kTailRows>(tile, op, 7, c, 0);
+            if (threadIdx.x == 0) {
+                atomicMax(trace + 3, streaming_globaltimer());
+                atomicMin(trace + 4, streaming_globaltimer());
+            }
+            detail::hierarchical_resident_radix4_columns_offset<
+                Word, 6, kColumns, kPitch>(tile, op, 14, c, kColumns);
+            for (std::uint32_t item = threadIdx.x;
+                 item < kTailRows * kColumns; item += blockDim.x) {
+                const std::uint32_t a = item / kColumns;
+                const std::uint32_t d = item & (kColumns - 1);
+                const std::uint32_t logical =
+                    d * kColumns + c + (a << 14);
+                output[transform * kN + logical] = op.finalize(
+                    tile[a * kPitch + d], static_cast<std::uint32_t>(kN));
+            }
+            __syncthreads();
+        }
+    }
+    if (recorded_start && threadIdx.x == 0) {
+        atomicMax(trace + (producer ? 1 : 5), streaming_globaltimer());
+    }
+}
+
+// Residency-preserving fused tail. The low and high 32-row halves independently
+// execute fold 1 and the first five stages of fold 2. Only the low half is
+// published; the high-half role consumes it and performs the final stage.
+template <typename Word>
+__global__ void appt_online_split_tail_log20_kernel(
+    const Word* input, Word* output, Word* state1, Word* low_half,
+    unsigned int* ready1, unsigned int* ready_low, std::uint64_t transforms,
+    std::uint32_t role0_blocks, std::uint32_t role1_blocks,
+    unsigned long long* trace, NttStageOperatorT<Word> op) {
+    namespace cg = cooperative_groups;
+    constexpr std::uint32_t kLogN = 20;
+    constexpr std::uint64_t kN = 1ULL << kLogN;
+    constexpr std::uint32_t kRows = 32;
+    constexpr std::uint32_t kColumns = 128;
+    constexpr std::uint32_t kPitch = 129;
+    const auto grid = cg::this_grid();
+    extern __shared__ __align__(16) unsigned char shared_storage[];
+    Word* tile = reinterpret_cast<Word*>(shared_storage);
+
+    const std::uint64_t ready1_count = transforms * 64;
+    const std::uint64_t ready_low_count = transforms * kColumns;
+    for (std::uint64_t index =
+             static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+         index < ready1_count + ready_low_count;
+         index += static_cast<std::uint64_t>(gridDim.x) * blockDim.x) {
+        if (index < ready1_count) ready1[index] = 0;
+        else ready_low[index - ready1_count] = 0;
+    }
+    for (std::uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
+         index < 6; index += gridDim.x * blockDim.x) {
+        trace[index] = (index & 1U) == 0 ? ~0ULL : 0ULL;
+    }
+    grid.sync();
+
+    const std::uint32_t role1_begin = role0_blocks;
+    const std::uint32_t role2_begin = role0_blocks + role1_blocks;
+    const std::uint32_t role = blockIdx.x < role1_begin ? 0U
+                                  : blockIdx.x < role2_begin ? 1U : 2U;
+    const std::uint32_t local_block = role == 0 ? blockIdx.x
+                                      : role == 1 ? blockIdx.x - role1_begin
+                                                  : blockIdx.x - role2_begin;
+    const std::uint32_t role_blocks = role == 0 ? role0_blocks
+                                      : role == 1 ? role1_blocks
+                                                  : gridDim.x - role2_begin;
+    bool recorded_start = false;
+
+    if (role == 0) {
+        const std::uint64_t task_count = transforms * 64;
+        for (std::uint64_t task = local_block; task < task_count;
+             task += role_blocks) {
+            const std::uint64_t transform = task >> 6;
+            const std::uint32_t a = static_cast<std::uint32_t>(task & 63U);
+            if (!recorded_start && threadIdx.x == 0) {
+                atomicMin(trace, streaming_globaltimer());
+                recorded_start = true;
+            }
+            for (std::uint32_t c_base = 0; c_base < kColumns;
+                 c_base += kRows) {
+                for (std::uint32_t item = threadIdx.x;
+                     item < kColumns * kRows; item += blockDim.x) {
+                    const std::uint32_t c_row = item / kColumns;
+                    const std::uint32_t b = item & (kColumns - 1);
+                    const std::uint32_t token = a * kColumns + c_base + c_row;
+                    const std::uint32_t logical = token * kColumns + b;
+                    const std::uint32_t source = __brev(logical) >> 12;
+                    tile[c_row * kPitch + b] = input[transform * kN + source];
+                }
+                __syncthreads();
+                detail::hierarchical_resident_radix4<false, Word, 7, kRows>(
+                    tile, op);
+                for (std::uint32_t item = threadIdx.x;
+                     item < kColumns * kRows; item += blockDim.x) {
+                    const std::uint32_t b = item / kRows;
+                    const std::uint32_t c_row = item % kRows;
+                    state1[transform * kN +
+                           static_cast<std::uint64_t>(a * kColumns + b) *
+                               kColumns +
+                           c_base + c_row] = tile[c_row * kPitch + b];
+                }
+                __syncthreads();
+            }
+            if (threadIdx.x == 0) {
+                __threadfence();
+                atomicExch(ready1 + task, 1U);
+            }
+        }
+    } else {
+        const std::uint64_t task_count = transforms * kColumns;
+        for (std::uint64_t task = local_block; task < task_count;
+             task += role_blocks) {
+            const std::uint64_t transform = task >> 7;
+            const std::uint32_t c = static_cast<std::uint32_t>(task & 127U);
+            const std::uint32_t a_base = role == 1 ? 0U : kRows;
+            if (threadIdx.x < kRows) {
+                while (atomicAdd(ready1 + transform * 64 + a_base + threadIdx.x,
+                                 0U) == 0U) {
+                    __nanosleep(128);
+                }
+            }
+            __syncthreads();
+            if (role == 2 && threadIdx.x == 0) {
+                while (atomicAdd(ready_low + task, 0U) == 0U) {
+                    __nanosleep(128);
+                }
             }
             __syncthreads();
+            if (!recorded_start && threadIdx.x == 0) {
+                atomicMin(trace + 2 * role, streaming_globaltimer());
+                recorded_start = true;
+            }
+            for (std::uint32_t item = threadIdx.x;
+                 item < kRows * kColumns; item += blockDim.x) {
+                const std::uint32_t a = item / kColumns;
+                const std::uint32_t d = item & (kColumns - 1);
+                tile[a * kPitch + d] = state1[
+                    transform * kN +
+                    static_cast<std::uint64_t>((a_base + a) * kColumns + c) *
+                        kColumns +
+                    d];
+            }
+            __syncthreads();
+            detail::hierarchical_resident_radix4_offset<Word, 7, kRows>(
+                tile, op, 7, c, 0);
+            detail::hierarchical_resident_radix4_columns_offset<
+                Word, 5, kColumns, kPitch>(tile, op, 14, c, kColumns);
+
+            if (role == 1) {
+                for (std::uint32_t item = threadIdx.x;
+                     item < kRows * kColumns; item += blockDim.x) {
+                    const std::uint32_t a = item / kColumns;
+                    const std::uint32_t d = item & (kColumns - 1);
+                    const std::uint32_t token = d * kColumns + c;
+                    low_half[transform * (kN / 2) +
+                             static_cast<std::uint64_t>(token) * kRows + a] =
+                        tile[a * kPitch + d];
+                }
+                __syncthreads();
+                if (threadIdx.x == 0) {
+                    __threadfence();
+                    atomicExch(ready_low + task, 1U);
+                }
+            } else {
+                for (std::uint32_t item = threadIdx.x;
+                     item < kRows * kColumns; item += blockDim.x) {
+                    const std::uint32_t a = item / kColumns;
+                    const std::uint32_t d = item & (kColumns - 1);
+                    const std::uint32_t token = d * kColumns + c;
+                    Word low = low_half[
+                        transform * (kN / 2) +
+                        static_cast<std::uint64_t>(token) * kRows + a];
+                    Word high = tile[a * kPitch + d];
+                    op.apply(19, token + (a << 14), low, high);
+                    output[transform * kN + token + (a << 14)] =
+                        op.finalize(low, static_cast<std::uint32_t>(kN));
+                    output[transform * kN + token + ((a + kRows) << 14)] =
+                        op.finalize(high, static_cast<std::uint32_t>(kN));
+                }
+                __syncthreads();
+            }
+        }
+    }
+    if (recorded_start && threadIdx.x == 0) {
+        atomicMax(trace + 2 * role + 1, streaming_globaltimer());
+    }
+}
+
+// A 32-row shared tile is reused for both tail halves. The unused portion of a
+// residency-sized shared-memory budget retains most low-half values; only the
+// remainder occupies registers while the high half is computed.
+template <std::uint32_t FragmentWidth>
+__device__ __forceinline__ std::uint32_t appt_static_index_log20(
+    std::uint32_t natural) {
+    static_assert(FragmentWidth == 8 || FragmentWidth == 16 ||
+                  FragmentWidth == 32);
+    constexpr std::uint32_t mask = FragmentWidth - 1;
+    const std::uint32_t a = natural >> 14;
+    const std::uint32_t d = (natural >> 7) & 127U;
+    const std::uint32_t c = natural & 127U;
+    return (a << 14) | (c << 7) |
+           ((d & ~mask) | ((d ^ c) & mask));
+}
+
+template <typename Word, std::uint32_t ValuesPerLane, typename Operator>
+__device__ __forceinline__ void appt_apply_reused_register_stage(
+    Word (&values)[ValuesPerLane], std::uint32_t token_points,
+    std::uint32_t local_stage, std::uint32_t lane,
+    const Word* coefficients, const Word* coefficients_shoup, Operator op) {
+    const std::uint32_t half = 1U << local_stage;
+    const std::uint32_t coefficient_base = half - 1;
+    if (local_stage < 5) {
+        const int lane_delta = 1 << local_stage;
+        Word coefficient = Word{0};
+        Word coefficient_shoup = Word{0};
+        if ((lane & lane_delta) == 0) {
+            const std::uint32_t offset = lane & (half - 1U);
+            coefficient = coefficients[coefficient_base + offset];
+            coefficient_shoup =
+                coefficients_shoup[coefficient_base + offset];
+        }
+#pragma unroll
+        for (std::uint32_t slot = 0; slot < ValuesPerLane; ++slot) {
+            Word left = values[slot];
+            Word right = detail::hybrid_shuffle_xor(values[slot], lane_delta);
+            Word right_result = Word{0};
+            const std::uint32_t left_index = (slot << 5) + lane;
+            if (left_index < token_points && (lane & lane_delta) == 0) {
+                op.apply_coefficient(coefficient, coefficient_shoup, left,
+                                     right);
+                right_result = right;
+            }
+            const Word received_right =
+                detail::hybrid_shuffle_xor(right_result, lane_delta);
+            if ((lane & lane_delta) == 0) {
+                values[slot] = left;
+            } else if (left_index < token_points) {
+                values[slot] = received_right;
+            }
         }
+    } else if (local_stage == 5) {
+        // Register slots are spaced by one warp. Every stage-5 pair owned by
+        // a lane therefore uses the same coefficient, independent of slot.
+        const Word coefficient = coefficients[coefficient_base + lane];
+        const Word coefficient_shoup =
+            coefficients_shoup[coefficient_base + lane];
+#pragma unroll
+        for (std::uint32_t slot = 0; slot < ValuesPerLane; slot += 2U) {
+            if (slot + 1U < ValuesPerLane) {
+                const std::uint32_t left_index = (slot << 5) + lane;
+                if (left_index < token_points) {
+                    Word left = values[slot];
+                    Word right = values[slot + 1U];
+                    op.apply_coefficient(coefficient, coefficient_shoup, left,
+                                         right);
+                    values[slot] = left;
+                    values[slot + 1U] = right;
+                }
+            }
+        }
+    } else {
+        const std::uint32_t slot_delta = 1U << (local_stage - 5);
+#pragma unroll
+        for (std::uint32_t slot = 0; slot < ValuesPerLane; ++slot) {
+            if ((slot & slot_delta) == 0 &&
+                slot + slot_delta < ValuesPerLane) {
+                const std::uint32_t left_index = (slot << 5) + lane;
+                if (left_index < token_points) {
+                    Word left = values[slot];
+                    Word right = values[slot + slot_delta];
+                    const std::uint32_t offset = left_index & (half - 1);
+                    op.apply_coefficient(
+                        coefficients[coefficient_base + offset],
+                        coefficients_shoup[coefficient_base + offset], left,
+                        right);
+                    values[slot] = left;
+                    values[slot + slot_delta] = right;
+                }
+            }
+        }
+    }
+}
+
+template <typename Word, std::uint32_t ValuesPerLane, typename Operator>
+__device__ __forceinline__ void appt_apply_cached_register_stage(
+    Word (&values)[ValuesPerLane], std::uint32_t token_points,
+    std::uint32_t local_stage, std::uint32_t lane,
+    const Word* coefficients, const Word* coefficients_shoup, Operator op) {
+    const std::uint32_t half = 1U << local_stage;
+    const std::uint32_t coefficient_base = half - 1;
+    if (local_stage < 5) {
+        const int lane_delta = 1 << local_stage;
+#pragma unroll
+        for (std::uint32_t slot = 0; slot < ValuesPerLane; ++slot) {
+            Word left = values[slot];
+            Word right = detail::hybrid_shuffle_xor(values[slot], lane_delta);
+            Word right_result = Word{0};
+            const std::uint32_t left_index = (slot << 5) + lane;
+            if (left_index < token_points && (lane & lane_delta) == 0) {
+                const std::uint32_t offset = left_index & (half - 1);
+                op.apply_coefficient(coefficients[coefficient_base + offset],
+                                     coefficients_shoup[coefficient_base + offset],
+                                     left, right);
+                right_result = right;
+            }
+            const Word received_right =
+                detail::hybrid_shuffle_xor(right_result, lane_delta);
+            if ((lane & lane_delta) == 0) {
+                values[slot] = left;
+            } else if (left_index < token_points) {
+                values[slot] = received_right;
+            }
+        }
+    } else {
+        const std::uint32_t slot_delta = 1U << (local_stage - 5);
+#pragma unroll
+        for (std::uint32_t slot = 0; slot < ValuesPerLane; ++slot) {
+            if ((slot & slot_delta) == 0 &&
+                slot + slot_delta < ValuesPerLane) {
+                const std::uint32_t left_index = (slot << 5) + lane;
+                if (left_index < token_points) {
+                    Word left = values[slot];
+                    Word right = values[slot + slot_delta];
+                    const std::uint32_t offset = left_index & (half - 1);
+                    op.apply_coefficient(
+                        coefficients[coefficient_base + offset],
+                        coefficients_shoup[coefficient_base + offset], left,
+                        right);
+                    values[slot] = left;
+                    values[slot + slot_delta] = right;
+                }
+            }
+        }
+    }
+}
+
+template <bool WarpRows, bool WarpColumns, bool Radix8Core,
+          bool GroupedState, typename Word, std::uint32_t Threads,
+          typename Operator>
+__device__ __forceinline__ void appt_register_tail_half(
+    Word* tile, const Word* state1, std::uint64_t transform,
+    std::uint32_t c, std::uint32_t a_base, const Word* coefficients,
+    const Word* coefficients_shoup, Operator op) {
+    constexpr std::uint32_t kRows = 32;
+    constexpr std::uint32_t kColumns = 128;
+    constexpr std::uint32_t kPitch = 129;
+    constexpr std::uint32_t kWarps = Threads / 32;
+    const std::uint32_t warp = threadIdx.x >> 5;
+    const std::uint32_t lane = threadIdx.x & 31U;
+    if constexpr (WarpRows) {
+#pragma unroll
+        for (std::uint32_t wave = 0; wave < kRows / kWarps; ++wave) {
+            const std::uint32_t a = wave * kWarps + warp;
+            Word values[4];
+#pragma unroll
+            for (std::uint32_t slot = 0; slot < 4; ++slot) {
+                const std::uint32_t d = (slot << 5) + lane;
+                values[slot] = state1[
+                    transform * (1ULL << 20) +
+                    static_cast<std::uint64_t>((a_base + a) * kColumns + c) *
+                        kColumns +
+                    d];
+            }
+#pragma unroll
+            for (std::uint32_t stage = 0; stage < 7; ++stage) {
+                appt_apply_cached_register_stage<Word, 4>(
+                    values, kColumns, stage, lane, coefficients,
+                    coefficients_shoup, op);
+            }
+#pragma unroll
+            for (std::uint32_t slot = 0; slot < 4; ++slot) {
+                tile[a * kPitch + (slot << 5) + lane] = values[slot];
+            }
+        }
+        __syncthreads();
+    } else {
+        for (std::uint32_t item = threadIdx.x;
+             item < kRows * kColumns; item += blockDim.x) {
+            const std::uint32_t a = GroupedState
+                                        ? item & (kRows - 1)
+                                        : item / kColumns;
+            const std::uint32_t d = GroupedState
+                                        ? item / kRows
+                                        : item & (kColumns - 1);
+            const std::uint64_t state_index = GroupedState
+                ? (static_cast<std::uint64_t>(c) * kColumns + d) * 64 +
+                      a_base + a
+                : static_cast<std::uint64_t>((a_base + a) * kColumns + c) *
+                      kColumns + d;
+            tile[a * kPitch + d] =
+                state1[transform * (1ULL << 20) + state_index];
+        }
+        __syncthreads();
+        if constexpr (Radix8Core) {
+            detail::hierarchical_resident_radix8_cached<Word, 7, kRows>(
+                tile, coefficients, coefficients_shoup, op);
+        } else {
+            detail::hierarchical_resident_radix4_cached<Word, 7, kRows>(
+                tile, coefficients, coefficients_shoup, op);
+        }
+    }
+
+    if constexpr (WarpColumns) {
+        for (std::uint32_t d = warp; d < kColumns; d += kWarps) {
+            Word values[1] = {tile[lane * kPitch + d]};
+#pragma unroll
+            for (std::uint32_t stage = 0; stage < 5; ++stage) {
+                detail::hybrid_apply_register_stage<Word, 1>(
+                    values, kRows, stage, 14, d * kColumns + c, lane, op);
+            }
+            tile[lane * kPitch + d] = values[0];
+        }
+        __syncthreads();
+    } else {
+        if constexpr (Radix8Core) {
+            detail::hierarchical_resident_radix8_columns_offset<
+                Word, 5, kColumns, kPitch>(tile, op, 14, c, kColumns);
+        } else {
+            detail::hierarchical_resident_radix4_columns_offset<
+                Word, 5, kColumns, kPitch>(tile, op, 14, c, kColumns);
+        }
+    }
+}
+
+template <typename Word, typename Operator>
+__device__ __forceinline__ void appt_register_final_half(
+    Word* tile, const Word* state, std::uint64_t transform, std::uint32_t c,
+    std::uint32_t a_base, Operator op) {
+    constexpr std::uint32_t kRows = 32;
+    constexpr std::uint32_t kColumns = 128;
+    constexpr std::uint32_t kPitch = 129;
+    for (std::uint32_t item = threadIdx.x; item < kRows * kColumns;
+         item += blockDim.x) {
+        const std::uint32_t a = item & (kRows - 1);
+        const std::uint32_t d = item / kRows;
+        const std::uint64_t state_index =
+            (static_cast<std::uint64_t>(c) * kColumns + d) * 64 +
+            a_base + a;
+        tile[a * kPitch + d] =
+            state[transform * (1ULL << 20) + state_index];
+    }
+    __syncthreads();
+    detail::hierarchical_resident_radix4_columns_offset<
+        Word, 5, kColumns, kPitch>(tile, op, 14, c, kColumns);
+}
+
+__device__ __forceinline__ bool appt_decode_data_time_task(
+    std::uint64_t task, std::uint64_t spatial_tasks,
+    std::uint64_t transforms, std::uint32_t data_time,
+    std::uint64_t& transform, std::uint64_t& spatial_task) {
+    const std::uint64_t transform_group = task / spatial_tasks;
+    spatial_task = task % spatial_tasks;
+    transform = transform_group * data_time;
+    return transform < transforms;
+}
+
+template <typename Word, std::uint32_t FragmentWidth, bool StaticInput,
+          typename Operator>
+__device__ __forceinline__ void appt_resident_2d_half(
+    Word* tile, Word* coefficients, Word* coefficients_shoup,
+    const Word* input, std::uint64_t transform, std::uint32_t a,
+    std::uint32_t c_base, Operator op) {
+    constexpr std::uint32_t kLogN = 20;
+    constexpr std::uint64_t kN = 1ULL << kLogN;
+    constexpr std::uint32_t kRows = 64;
+    constexpr std::uint32_t kColumns = 128;
+    constexpr std::uint32_t kPitch = 129;
+
+    detail::hierarchical_load_coefficient_tree<Word, 7>(
+        coefficients, coefficients_shoup, op, 0, 0);
+    for (std::uint32_t item = threadIdx.x; item < kRows * kColumns;
+         item += blockDim.x) {
+        const std::uint32_t c = item / kColumns;
+        const std::uint32_t b = item & (kColumns - 1);
+        const std::uint32_t logical =
+            (a * kColumns + c_base + c) * kColumns + b;
+        const std::uint32_t source = __brev(logical) >> 12;
+        const std::uint32_t input_index =
+            StaticInput ? appt_static_index_log20<FragmentWidth>(source)
+                        : source;
+        tile[c * kPitch + b] = input[transform * kN + input_index];
+    }
+    __syncthreads();
+    detail::hierarchical_resident_radix4_cached<Word, 7, kRows>(
+        tile, coefficients, coefficients_shoup, op);
+
+    detail::hierarchical_resident_radix4_columns_offset<
+        Word, 6, kColumns, kPitch>(tile, op, 7, 0, 1);
+}
+
+template <typename Word, std::uint32_t FragmentWidth, bool StaticInput,
+          typename Operator>
+__device__ __forceinline__ void appt_resident_2d_quarter(
+    Word* tile, const Word* coefficients, const Word* coefficients_shoup,
+    const Word* input, std::uint64_t transform, std::uint32_t a,
+    std::uint32_t c_base, Operator op) {
+    constexpr std::uint32_t kLogN = 20;
+    constexpr std::uint64_t kN = 1ULL << kLogN;
+    constexpr std::uint32_t kRows = 32;
+    constexpr std::uint32_t kColumns = 128;
+    constexpr std::uint32_t kPitch = 129;
+
+    for (std::uint32_t item = threadIdx.x; item < kRows * kColumns;
+         item += blockDim.x) {
+        const std::uint32_t c = item / kColumns;
+        const std::uint32_t b = item & (kColumns - 1);
+        const std::uint32_t logical =
+            (a * kColumns + c_base + c) * kColumns + b;
+        const std::uint32_t source = __brev(logical) >> 12;
+        const std::uint32_t input_index =
+            StaticInput ? appt_static_index_log20<FragmentWidth>(source)
+                        : source;
+        tile[c * kPitch + b] = input[transform * kN + input_index];
+    }
+    __syncthreads();
+    detail::hierarchical_resident_radix4_cached<Word, 7, kRows>(
+        tile, coefficients, coefficients_shoup, op);
+    detail::hierarchical_resident_radix4_columns_offset<
+        Word, 5, kColumns, kPitch>(tile, op, 7, 0, 1);
+}
+
+template <typename Word, std::uint32_t Threads, std::uint32_t MinBlocksPerSm,
+          bool AggregateReady, bool WarpRows, bool WarpColumns,
+          bool Radix8Core, std::uint32_t ProducerAGroup,
+          bool WriterFinal, bool TransformInterleave,
+          bool Resident2D, bool ResidentQuarter,
+          std::uint32_t FragmentWidth,
+          bool StaticInput, bool NaturalOutput>
+__global__ __launch_bounds__(Threads, MinBlocksPerSm)
+void appt_online_register_tail_log20_kernel(
+    const Word* input, Word* output, Word* state1, unsigned int* ready_count,
+    std::uint64_t transforms, std::uint32_t producer_blocks,
+    std::uint32_t tail_blocks, std::uint32_t writer_tiles_per_cta,
+    std::uint32_t data_time, std::uint32_t data_time_role_mask,
+    unsigned long long* trace,
+    NttStageOperatorT<Word> op) {
+    namespace cg = cooperative_groups;
+    constexpr std::uint32_t kLogN = 20;
+    constexpr std::uint64_t kN = 1ULL << kLogN;
+    constexpr std::uint32_t kRows = 32;
+    constexpr std::uint32_t kColumns = 128;
+    constexpr std::uint32_t kPitch = 129;
+    constexpr std::uint32_t kResidentRows = 64;
+    constexpr std::uint32_t kTileWords =
+        (Resident2D ? kResidentRows : kRows) * kPitch;
+    constexpr std::uint32_t kValueWords = kRows * kColumns;
+    constexpr std::uint32_t kCoefficientCount = (1U << 7) - 1;
+    constexpr std::uint32_t kCoefficientWords = 2 * kCoefficientCount;
+    constexpr std::uint32_t kSharedBudgetBytes =
+        Resident2D
+            ? 96 * 1024
+            : ResidentQuarter
+            ? 48 * 1024
+            : sizeof(Word) == sizeof(std::uint64_t) ? 48 * 1024 : 32 * 1024;
+    constexpr std::uint32_t kSharedBudgetWords =
+        kSharedBudgetBytes / sizeof(Word);
+    static_assert(kSharedBudgetWords - kTileWords > kCoefficientWords);
+    constexpr std::uint32_t kSavedCapacityWords =
+        kSharedBudgetWords - kTileWords - kCoefficientWords;
+    constexpr std::uint32_t kSavedWords =
+        kSavedCapacityWords < kValueWords
+            ? kSavedCapacityWords
+            : kValueWords;
+    constexpr std::uint32_t kFirstRegisterSlot = kSavedWords / Threads;
+    constexpr std::uint32_t kRegisterSlots =
+        (kValueWords - kSavedWords + Threads - 1) / Threads;
+    constexpr std::uint32_t kItemsPerThread = kValueWords / Threads;
+    static_assert(ProducerAGroup == 1 || ProducerAGroup == 8 ||
+                  ProducerAGroup == 16 || ProducerAGroup == 32);
+    static_assert(!WriterFinal || ProducerAGroup != 1);
+    static_assert(!TransformInterleave || WriterFinal);
+    static_assert(!Resident2D ||
+                  (ProducerAGroup == 32 && WriterFinal && TransformInterleave));
+    static_assert(!ResidentQuarter ||
+                  (ProducerAGroup == 32 && WriterFinal && TransformInterleave));
+    static_assert(!(Resident2D && ResidentQuarter));
+    constexpr bool kGroupedProducer = ProducerAGroup != 1;
+    constexpr std::uint32_t kProducerCMicro = kRows / ProducerAGroup;
+    constexpr std::uint32_t kProducerAGroups = 64 / ProducerAGroup;
+    constexpr std::uint32_t kProducerTasksPerAGroup =
+        kColumns / kProducerCMicro;
+    const auto grid = cg::this_grid();
+    extern __shared__ __align__(16) unsigned char shared_storage[];
+    Word* tile = reinterpret_cast<Word*>(shared_storage);
+    Word* coefficient_storage = tile + kTileWords;
+    Word* saved_low = coefficient_storage + kCoefficientWords;
+
+    constexpr std::uint32_t kFragmentGroups = kColumns / FragmentWidth;
+    const std::uint64_t input_counter_count = transforms *
+        (kGroupedProducer ? kProducerAGroups : (AggregateReady ? 2 : 64));
+    const std::uint64_t output_counter_count =
+        NaturalOutput ? transforms * kFragmentGroups : 0;
+    const std::uint64_t counter_count = input_counter_count +
+                                        output_counter_count;
+    for (std::uint64_t index =
+             static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+         index < counter_count;
+         index += static_cast<std::uint64_t>(gridDim.x) * blockDim.x) {
+        ready_count[index] = 0;
     }
+    for (std::uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
+         index < 6; index += gridDim.x * blockDim.x) {
+        trace[index] = (index & 1U) == 0 ? ~0ULL : 0ULL;
+    }
+    grid.sync();
+
+    const bool producer = blockIdx.x < producer_blocks;
+    const bool tail = !producer &&
+                      blockIdx.x < producer_blocks + tail_blocks;
+    const std::uint32_t local_block = producer
+                                          ? blockIdx.x
+                                          : tail
+                                          ? blockIdx.x - producer_blocks
+                                          : blockIdx.x - producer_blocks - tail_blocks;
+    const std::uint32_t role_blocks = producer
+                                          ? producer_blocks
+                                          : tail
+                                          ? tail_blocks
+                                          : gridDim.x - producer_blocks - tail_blocks;
+    bool recorded_start = false;
+
+    if (producer) {
+        if constexpr (ResidentQuarter) {
+            constexpr std::uint64_t kResidentSpatialTasks = 64;
+            constexpr std::uint32_t kQuarterWords = kRows * kColumns;
+            constexpr std::uint32_t kQuarterItemsPerThread =
+                kQuarterWords / Threads;
+            constexpr std::uint32_t kRetainedWords = 3 * kQuarterWords;
+            constexpr std::uint32_t kRetainedItemsPerThread =
+                kRetainedWords / Threads;
+            constexpr std::uint32_t kRetainedSavedWordsRaw =
+                kSavedCapacityWords < kRetainedWords
+                    ? kSavedCapacityWords
+                    : kRetainedWords;
+            constexpr std::uint32_t kRetainedSavedWords =
+                (kRetainedSavedWordsRaw / Threads) * Threads;
+            constexpr std::uint32_t kRetainedSavedSlots =
+                kRetainedSavedWords / Threads;
+            constexpr std::uint32_t kRetainedRegisterSlots =
+                kRetainedItemsPerThread - kRetainedSavedSlots;
+            static_assert(kQuarterWords % Threads == 0);
+            static_assert(kRetainedWords % Threads == 0);
+            static_assert(kRetainedRegisterSlots > 0);
+
+            const bool role_data_time = (data_time_role_mask & 1U) != 0;
+            const std::uint64_t task_count = role_data_time
+                ? ((transforms + data_time - 1) / data_time) *
+                      kResidentSpatialTasks
+                : transforms * kResidentSpatialTasks;
+            Word* coefficients = coefficient_storage;
+            Word* coefficients_shoup = coefficients + kCoefficientCount;
+            detail::hierarchical_load_coefficient_tree<Word, 7>(
+                coefficients, coefficients_shoup, op, 0, 0);
+            for (std::uint64_t task = local_block; task < task_count;
+                 task += role_blocks) {
+                std::uint64_t transform = 0;
+                std::uint64_t spatial_task = 0;
+                if (role_data_time) {
+                    if (!appt_decode_data_time_task(
+                            task, kResidentSpatialTasks, transforms, data_time,
+                            transform, spatial_task)) {
+                        continue;
+                    }
+                } else {
+                    transform = task / kResidentSpatialTasks;
+                    spatial_task = task % kResidentSpatialTasks;
+                }
+                const std::uint32_t a =
+                    static_cast<std::uint32_t>(spatial_task);
+                const std::uint64_t transform_base = transform;
+                const std::uint32_t transform_iterations =
+                    role_data_time ? data_time : 1;
+                for (std::uint32_t time = 0; time < transform_iterations;
+                     ++time) {
+                    const std::uint64_t transform = transform_base + time;
+                    if (transform >= transforms) break;
+                    if (!recorded_start && threadIdx.x == 0) {
+                        atomicMin(trace, streaming_globaltimer());
+                        recorded_start = true;
+                    }
+
+                    Word retained_values[kRetainedRegisterSlots];
+                    appt_resident_2d_quarter<Word, FragmentWidth, StaticInput>(
+                        tile, coefficients, coefficients_shoup, input,
+                        transform, a, 0, op);
+#pragma unroll
+                    for (std::uint32_t slot = 0;
+                         slot < kQuarterItemsPerThread; ++slot) {
+                        const std::uint32_t item =
+                            threadIdx.x + slot * Threads;
+                        const Word value =
+                            tile[(item / kColumns) * kPitch +
+                                 (item & (kColumns - 1))];
+                        if (slot < kRetainedSavedSlots) {
+                            saved_low[item] = value;
+                        } else {
+                            retained_values[slot - kRetainedSavedSlots] = value;
+                        }
+                    }
+                    __syncthreads();
+
+                    appt_resident_2d_quarter<Word, FragmentWidth, StaticInput>(
+                        tile, coefficients, coefficients_shoup, input,
+                        transform, a, kRows, op);
+#pragma unroll
+                    for (std::uint32_t slot = 0;
+                         slot < kQuarterItemsPerThread; ++slot) {
+                        const std::uint32_t item =
+                            threadIdx.x + slot * Threads;
+                        const std::uint32_t c = item / kColumns;
+                        const std::uint32_t b = item & (kColumns - 1);
+                        Word low = slot < kRetainedSavedSlots
+                                       ? saved_low[item]
+                                       : retained_values[
+                                             slot - kRetainedSavedSlots];
+                        Word high = tile[c * kPitch + b];
+                        op.apply(12, (c << 7) + b, low, high);
+                        if (slot < kRetainedSavedSlots) {
+                            saved_low[item] = low;
+                        } else {
+                            retained_values[slot - kRetainedSavedSlots] = low;
+                        }
+                        const std::uint32_t high_slot =
+                            kQuarterItemsPerThread + slot;
+                        const std::uint32_t high_item = kQuarterWords + item;
+                        if (high_slot < kRetainedSavedSlots) {
+                            saved_low[high_item] = high;
+                        } else {
+                            retained_values[high_slot - kRetainedSavedSlots] =
+                                high;
+                        }
+                    }
+                    __syncthreads();
+
+                    appt_resident_2d_quarter<Word, FragmentWidth, StaticInput>(
+                        tile, coefficients, coefficients_shoup, input,
+                        transform, a, 2 * kRows, op);
+#pragma unroll
+                    for (std::uint32_t slot = 0;
+                         slot < kQuarterItemsPerThread; ++slot) {
+                        const std::uint32_t item =
+                            threadIdx.x + slot * Threads;
+                        const std::uint32_t retained_slot =
+                            2 * kQuarterItemsPerThread + slot;
+                        const std::uint32_t retained_item =
+                            2 * kQuarterWords + item;
+                        const Word value =
+                            tile[(item / kColumns) * kPitch +
+                                 (item & (kColumns - 1))];
+                        if (retained_slot < kRetainedSavedSlots) {
+                            saved_low[retained_item] = value;
+                        } else {
+                            retained_values[
+                                retained_slot - kRetainedSavedSlots] = value;
+                        }
+                    }
+                    __syncthreads();
+
+                    appt_resident_2d_quarter<Word, FragmentWidth, StaticInput>(
+                        tile, coefficients, coefficients_shoup, input,
+                        transform, a, 3 * kRows, op);
+#pragma unroll
+                    for (std::uint32_t slot = 0;
+                         slot < kQuarterItemsPerThread; ++slot) {
+                        const std::uint32_t item =
+                            threadIdx.x + slot * Threads;
+                        const std::uint32_t c = item / kColumns;
+                        const std::uint32_t b = item & (kColumns - 1);
+                        const std::uint32_t q2_slot =
+                            2 * kQuarterItemsPerThread + slot;
+                        const std::uint32_t q2_item =
+                            2 * kQuarterWords + item;
+                        Word q2 = q2_slot < kRetainedSavedSlots
+                                      ? saved_low[q2_item]
+                                      : retained_values[
+                                            q2_slot - kRetainedSavedSlots];
+                        Word q3 = tile[c * kPitch + b];
+                        op.apply(12, (c << 7) + b, q2, q3);
+
+                        Word q0 = slot < kRetainedSavedSlots
+                                      ? saved_low[item]
+                                      : retained_values[
+                                            slot - kRetainedSavedSlots];
+                        op.apply(13, (c << 7) + b, q0, q2);
+                        const std::uint64_t state0 =
+                            transform * kN +
+                            (static_cast<std::uint64_t>(b) * kColumns + c) *
+                                64 +
+                            a;
+                        state1[state0] = q0;
+                        state1[state0 +
+                               static_cast<std::uint64_t>(2 * kRows) * 64] = q2;
+
+                        const std::uint32_t q1_slot =
+                            kQuarterItemsPerThread + slot;
+                        const std::uint32_t q1_item = kQuarterWords + item;
+                        Word q1 = q1_slot < kRetainedSavedSlots
+                                      ? saved_low[q1_item]
+                                      : retained_values[
+                                            q1_slot - kRetainedSavedSlots];
+                        op.apply(13, ((c + kRows) << 7) + b, q1, q3);
+                        const std::uint64_t state1_index =
+                            transform * kN +
+                            (static_cast<std::uint64_t>(b) * kColumns + c +
+                             kRows) *
+                                64 +
+                            a;
+                        state1[state1_index] = q1;
+                        state1[state1_index +
+                               static_cast<std::uint64_t>(2 * kRows) * 64] = q3;
+                    }
+                    __syncthreads();
+                    if (threadIdx.x == 0) {
+                        __threadfence();
+                        atomicAdd(ready_count + transform * kProducerAGroups +
+                                      (a >= kRows),
+                                  1U);
+                    }
+                }
+            }
+        } else if constexpr (Resident2D) {
+            constexpr std::uint64_t kResidentSpatialTasks = 64;
+            constexpr std::uint32_t kResidentValueWords =
+                kResidentRows * kColumns;
+            constexpr std::uint32_t kResidentSavedWords =
+                kSavedCapacityWords < kResidentValueWords
+                    ? kSavedCapacityWords
+                    : kResidentValueWords;
+            constexpr std::uint32_t kResidentFirstRegisterSlot =
+                kResidentSavedWords / Threads;
+            constexpr std::uint32_t kResidentRegisterSlots =
+                (kResidentValueWords - kResidentSavedWords + Threads - 1) /
+                Threads;
+            constexpr std::uint32_t kResidentItemsPerThread =
+                kResidentValueWords / Threads;
+            const bool role_data_time =
+                (data_time_role_mask & 1U) != 0;
+            const std::uint64_t task_count = role_data_time
+                ? ((transforms + data_time - 1) / data_time) *
+                      kResidentSpatialTasks
+                : transforms * kResidentSpatialTasks;
+            Word* coefficients = coefficient_storage;
+            Word* coefficients_shoup = coefficients + kCoefficientCount;
+            for (std::uint64_t task = local_block; task < task_count;
+                 task += role_blocks) {
+                std::uint64_t transform = 0;
+                std::uint64_t spatial_task = 0;
+                if (role_data_time) {
+                    if (!appt_decode_data_time_task(
+                            task, kResidentSpatialTasks, transforms, data_time,
+                            transform, spatial_task)) {
+                        continue;
+                    }
+                } else {
+                    transform = task / kResidentSpatialTasks;
+                    spatial_task = task % kResidentSpatialTasks;
+                }
+                const std::uint32_t a =
+                    static_cast<std::uint32_t>(spatial_task);
+                const std::uint64_t transform_base = transform;
+                const std::uint32_t transform_iterations =
+                    role_data_time ? data_time : 1;
+                for (std::uint32_t time = 0; time < transform_iterations;
+                     ++time) {
+                    const std::uint64_t transform = transform_base + time;
+                    if (transform >= transforms) break;
+                    if (!recorded_start && threadIdx.x == 0) {
+                        atomicMin(trace, streaming_globaltimer());
+                        recorded_start = true;
+                    }
+
+                    Word low_values[kResidentRegisterSlots == 0
+                                        ? 1
+                                        : kResidentRegisterSlots];
+                    appt_resident_2d_half<Word, FragmentWidth, StaticInput>(
+                        tile, coefficients, coefficients_shoup, input,
+                        transform, a, 0, op);
+#pragma unroll
+                    for (std::uint32_t slot = 0;
+                         slot < kResidentItemsPerThread; ++slot) {
+                        const std::uint32_t item =
+                            threadIdx.x + slot * Threads;
+                        const std::uint32_t c = item / kColumns;
+                        const std::uint32_t b = item & (kColumns - 1);
+                        const std::uint32_t register_slot =
+                            slot >= kResidentFirstRegisterSlot
+                                ? slot - kResidentFirstRegisterSlot
+                                : 0;
+                        if (item < kResidentSavedWords) {
+                            saved_low[item] = tile[c * kPitch + b];
+                        } else {
+                            low_values[register_slot] = tile[c * kPitch + b];
+                        }
+                    }
+                    __syncthreads();
+
+                    appt_resident_2d_half<Word, FragmentWidth, StaticInput>(
+                        tile, coefficients, coefficients_shoup, input,
+                        transform, a, kResidentRows, op);
+#pragma unroll
+                    for (std::uint32_t slot = 0;
+                         slot < kResidentItemsPerThread; ++slot) {
+                        const std::uint32_t item =
+                            threadIdx.x + slot * Threads;
+                        const std::uint32_t c = item / kColumns;
+                        const std::uint32_t b = item & (kColumns - 1);
+                        const std::uint32_t register_slot =
+                            slot >= kResidentFirstRegisterSlot
+                                ? slot - kResidentFirstRegisterSlot
+                                : 0;
+                        Word low = item < kResidentSavedWords
+                                       ? saved_low[item]
+                                       : low_values[register_slot];
+                        Word high = tile[c * kPitch + b];
+                        op.apply(13, (c << 7) + b, low, high);
+                        const std::uint64_t state_base =
+                            transform * kN +
+                            (static_cast<std::uint64_t>(b) * kColumns + c) *
+                                64 +
+                            a;
+                        state1[state_base] = low;
+                        state1[state_base +
+                               static_cast<std::uint64_t>(kResidentRows) * 64] =
+                            high;
+                    }
+                    __syncthreads();
+                    if (threadIdx.x == 0) {
+                        __threadfence();
+                        atomicAdd(ready_count + transform * kProducerAGroups +
+                                      (a >= kRows),
+                                  1U);
+                    }
+                }
+            }
+        } else {
+        const bool role_data_time =
+            TransformInterleave && (data_time_role_mask & 1U) != 0;
+        Word* coefficients = coefficient_storage;
+        Word* coefficients_shoup = coefficients + kCoefficientCount;
+        detail::hierarchical_load_coefficient_tree<Word, 7>(
+            coefficients, coefficients_shoup, op, 0, 0);
+        constexpr std::uint64_t kProducerSpatialTasks =
+            kGroupedProducer ? 256 : 64;
+        const std::uint64_t task_count = role_data_time
+            ? ((transforms + data_time - 1) / data_time) *
+                  kProducerSpatialTasks
+            : transforms * kProducerSpatialTasks;
+        for (std::uint64_t task = local_block; task < task_count;
+             task += role_blocks) {
+            std::uint64_t transform = 0;
+            std::uint64_t spatial_task = 0;
+            if constexpr (TransformInterleave) {
+                if (role_data_time) {
+                    if (!appt_decode_data_time_task(
+                            task, kProducerSpatialTasks, transforms, data_time,
+                            transform, spatial_task)) {
+                        continue;
+                    }
+                } else {
+                    transform = task / kProducerSpatialTasks;
+                    spatial_task = task % kProducerSpatialTasks;
+                }
+            } else {
+                transform = task / kProducerSpatialTasks;
+                spatial_task = task % kProducerSpatialTasks;
+            }
+            const std::uint32_t local_task =
+                static_cast<std::uint32_t>(spatial_task);
+            // Finish low-a groups first so the retained low tail can overlap
+            // production of the high half.
+            const std::uint32_t a = kGroupedProducer
+                ? (local_task / kProducerTasksPerAGroup) * ProducerAGroup
+                : local_task;
+            const std::uint32_t a_group = kGroupedProducer
+                                              ? local_task /
+                                                    kProducerTasksPerAGroup
+                                              : 0;
+            const std::uint32_t grouped_c_base = kGroupedProducer
+                ? (local_task % kProducerTasksPerAGroup) * kProducerCMicro
+                : 0;
+            const std::uint64_t transform_base = transform;
+            const std::uint32_t transform_iterations =
+                role_data_time ? data_time : 1;
+            for (std::uint32_t time = 0; time < transform_iterations; ++time) {
+            const std::uint64_t transform = transform_base + time;
+            if (transform >= transforms) break;
+            if (!recorded_start && threadIdx.x == 0) {
+                atomicMin(trace, streaming_globaltimer());
+                recorded_start = true;
+            }
+            const std::uint32_t c_begin = kGroupedProducer ? grouped_c_base : 0;
+            const std::uint32_t c_end = kGroupedProducer
+                                            ? grouped_c_base + kProducerCMicro
+                                            : kColumns;
+            const std::uint32_t c_step = kGroupedProducer
+                                             ? kProducerCMicro
+                                             : kRows;
+            for (std::uint32_t c_base = c_begin; c_base < c_end;
+                 c_base += c_step) {
+                if constexpr (WarpRows) {
+                    constexpr std::uint32_t kWarps = Threads / 32;
+                    const std::uint32_t warp = threadIdx.x >> 5;
+                    const std::uint32_t lane = threadIdx.x & 31U;
+#pragma unroll
+                    for (std::uint32_t wave = 0;
+                         wave < kRows / kWarps; ++wave) {
+                        const std::uint32_t c_row = wave * kWarps + warp;
+                        const std::uint32_t token =
+                            a * kColumns + c_base + c_row;
+                        Word values[4];
+#pragma unroll
+                        for (std::uint32_t slot = 0; slot < 4; ++slot) {
+                            const std::uint32_t b = (slot << 5) + lane;
+                            const std::uint32_t logical = token * kColumns + b;
+                            const std::uint32_t source = __brev(logical) >> 12;
+                            const std::uint32_t input_index =
+                                StaticInput
+                                    ? appt_static_index_log20<FragmentWidth>(source)
+                                    : source;
+                            values[slot] =
+                                input[transform * kN + input_index];
+                        }
+#pragma unroll
+                        for (std::uint32_t stage = 0; stage < 7; ++stage) {
+                            appt_apply_cached_register_stage<Word, 4>(
+                                values, kColumns, stage, lane, coefficients,
+                                coefficients_shoup, op);
+                        }
+#pragma unroll
+                        for (std::uint32_t slot = 0; slot < 4; ++slot) {
+                            tile[c_row * kPitch + (slot << 5) + lane] =
+                                values[slot];
+                        }
+                    }
+                    __syncthreads();
+                } else if constexpr (kGroupedProducer) {
+                    for (std::uint32_t item = threadIdx.x;
+                         item < kColumns * kRows; item += blockDim.x) {
+                        const std::uint32_t a_offset = item % ProducerAGroup;
+                        const std::uint32_t remaining = item / ProducerAGroup;
+                        const std::uint32_t b = remaining & (kColumns - 1);
+                        const std::uint32_t c_offset = remaining / kColumns;
+                        const std::uint32_t row =
+                            a_offset * kProducerCMicro + c_offset;
+                        const std::uint32_t logical =
+                            ((a + a_offset) * kColumns + c_base + c_offset) *
+                                kColumns +
+                            b;
+                        const std::uint32_t source = __brev(logical) >> 12;
+                        const std::uint32_t input_index =
+                            StaticInput
+                                ? appt_static_index_log20<FragmentWidth>(source)
+                                : source;
+                        tile[row * kPitch + b] =
+                            input[transform * kN + input_index];
+                    }
+                    __syncthreads();
+                    if constexpr (Radix8Core) {
+                        detail::hierarchical_resident_radix8_cached<Word, 7,
+                                                                    kRows>(
+                            tile, coefficients, coefficients_shoup, op);
+                    } else {
+                        detail::hierarchical_resident_radix4_cached<Word, 7,
+                                                                    kRows>(
+                            tile, coefficients, coefficients_shoup, op);
+                    }
+                } else {
+                    for (std::uint32_t item = threadIdx.x;
+                         item < kColumns * kRows; item += blockDim.x) {
+                        const std::uint32_t c_row = item / kColumns;
+                        const std::uint32_t b = item & (kColumns - 1);
+                        const std::uint32_t token =
+                            a * kColumns + c_base + c_row;
+                        const std::uint32_t logical = token * kColumns + b;
+                        const std::uint32_t source = __brev(logical) >> 12;
+                        const std::uint32_t input_index =
+                            StaticInput
+                                ? appt_static_index_log20<FragmentWidth>(source)
+                                : source;
+                        tile[c_row * kPitch + b] =
+                            input[transform * kN + input_index];
+                    }
+                    __syncthreads();
+                    if constexpr (Radix8Core) {
+                        detail::hierarchical_resident_radix8_cached<Word, 7,
+                                                                    kRows>(
+                            tile, coefficients, coefficients_shoup, op);
+                    } else {
+                        detail::hierarchical_resident_radix4_cached<Word, 7,
+                                                                    kRows>(
+                            tile, coefficients, coefficients_shoup, op);
+                    }
+                }
+                for (std::uint32_t item = threadIdx.x;
+                     item < kColumns * kRows; item += blockDim.x) {
+                    if constexpr (kGroupedProducer) {
+                        const std::uint32_t c_offset =
+                            item % kProducerCMicro;
+                        const std::uint32_t remaining =
+                            item / kProducerCMicro;
+                        const std::uint32_t a_offset =
+                            remaining % ProducerAGroup;
+                        const std::uint32_t b = remaining / ProducerAGroup;
+                        const std::uint32_t row =
+                            a_offset * kProducerCMicro + c_offset;
+                        const std::uint64_t state_index =
+                            (static_cast<std::uint64_t>(b) * kColumns +
+                             c_base + c_offset) *
+                                64 +
+                            a + a_offset;
+                        state1[transform * kN + state_index] =
+                            tile[row * kPitch + b];
+                    } else {
+                        const std::uint32_t b = item / kRows;
+                        const std::uint32_t c_row = item % kRows;
+                        state1[transform * kN +
+                               static_cast<std::uint64_t>(a * kColumns + b) *
+                                   kColumns +
+                               c_base + c_row] = tile[c_row * kPitch + b];
+                    }
+                }
+                __syncthreads();
+            }
+            if constexpr (kGroupedProducer) {
+                __threadfence();
+                __syncthreads();
+                if (threadIdx.x == 0) {
+                    atomicAdd(ready_count + transform * kProducerAGroups +
+                                  a_group,
+                              1U);
+                }
+            } else {
+                if (threadIdx.x == 0) {
+                    __threadfence();
+                    if constexpr (AggregateReady) {
+                        atomicAdd(ready_count + 2 * transform + (a >= kRows),
+                                  1U);
+                    } else {
+                        atomicExch(ready_count + task, 1U);
+                    }
+                }
+            }
+            }
+        }
+        }
+    } else if (tail) {
+        const bool role_data_time =
+            TransformInterleave && (data_time_role_mask & 2U) != 0;
+        constexpr std::uint64_t kTailSpatialTasks = kColumns;
+        const std::uint64_t task_count = role_data_time
+            ? ((transforms + data_time - 1) / data_time) * kTailSpatialTasks
+            : transforms * kTailSpatialTasks;
+        for (std::uint64_t task = local_block; task < task_count;
+             task += role_blocks) {
+            std::uint64_t transform = 0;
+            std::uint64_t spatial_task = 0;
+            if constexpr (TransformInterleave) {
+                if (role_data_time) {
+                    if (!appt_decode_data_time_task(
+                            task, kTailSpatialTasks, transforms, data_time,
+                            transform, spatial_task)) {
+                        continue;
+                    }
+                } else {
+                    transform = task / kTailSpatialTasks;
+                    spatial_task = task % kTailSpatialTasks;
+                }
+            } else {
+                transform = task / kTailSpatialTasks;
+                spatial_task = task % kTailSpatialTasks;
+            }
+            const std::uint32_t c =
+                static_cast<std::uint32_t>(spatial_task);
+            Word* coefficients = coefficient_storage;
+            Word* coefficients_shoup = coefficients + kCoefficientCount;
+            if constexpr (!(Resident2D || ResidentQuarter)) {
+                detail::hierarchical_load_coefficient_tree<Word, 7>(
+                    coefficients, coefficients_shoup, op, 7, c);
+            }
+            const std::uint64_t transform_base = transform;
+            const std::uint32_t transform_iterations =
+                role_data_time ? data_time : 1;
+            for (std::uint32_t time = 0; time < transform_iterations; ++time) {
+            const std::uint64_t transform = transform_base + time;
+            if (transform >= transforms) break;
+            Word low_values[kRegisterSlots == 0 ? 1 : kRegisterSlots];
+
+            if constexpr (kGroupedProducer) {
+                constexpr std::uint32_t kHalfAGroups =
+                    kRows / ProducerAGroup;
+                if (threadIdx.x < kHalfAGroups) {
+                    while (atomicAdd(ready_count +
+                                         transform * kProducerAGroups +
+                                         threadIdx.x,
+                                     0U) < ((Resident2D || ResidentQuarter)
+                                                ? kRows
+                                                : kProducerTasksPerAGroup)) {
+                        __nanosleep(128);
+                    }
+                }
+            } else if constexpr (AggregateReady) {
+                if (threadIdx.x == 0) {
+                    while (atomicAdd(ready_count + 2 * transform, 0U) < kRows) {
+                        __nanosleep(128);
+                    }
+                }
+            } else {
+                if (threadIdx.x < kRows) {
+                    while (atomicAdd(
+                               ready_count + transform * 64 + threadIdx.x,
+                               0U) == 0U) {
+                        __nanosleep(128);
+                    }
+                }
+            }
+            __syncthreads();
+            if (!recorded_start && threadIdx.x == 0) {
+                atomicMin(trace + 2, streaming_globaltimer());
+                recorded_start = true;
+            }
+            if constexpr (Resident2D || ResidentQuarter) {
+                appt_register_final_half(tile, state1, transform, c, 0, op);
+            } else {
+                appt_register_tail_half<WarpRows, WarpColumns, Radix8Core,
+                                        kGroupedProducer, Word, Threads>(
+                    tile, state1, transform, c, 0, coefficients,
+                    coefficients_shoup, op);
+            }
+#pragma unroll
+            for (std::uint32_t slot = 0; slot < kItemsPerThread; ++slot) {
+                const std::uint32_t item = threadIdx.x + slot * Threads;
+                const std::uint32_t a = item / kColumns;
+                const std::uint32_t d = item & (kColumns - 1);
+                const std::uint32_t register_slot =
+                    slot >= kFirstRegisterSlot ? slot - kFirstRegisterSlot : 0;
+                if (item < kSavedWords) {
+                    saved_low[item] = tile[a * kPitch + d];
+                } else {
+                    low_values[register_slot] = tile[a * kPitch + d];
+                }
+            }
+            __syncthreads();
+
+            if constexpr (kGroupedProducer) {
+                constexpr std::uint32_t kHalfAGroups =
+                    kRows / ProducerAGroup;
+                if (threadIdx.x < kHalfAGroups) {
+                    while (atomicAdd(ready_count +
+                                         transform * kProducerAGroups +
+                                         kHalfAGroups + threadIdx.x,
+                                     0U) < ((Resident2D || ResidentQuarter)
+                                                ? kRows
+                                                : kProducerTasksPerAGroup)) {
+                        __nanosleep(128);
+                    }
+                }
+            } else if constexpr (AggregateReady) {
+                if (threadIdx.x == 0) {
+                    while (atomicAdd(ready_count + 2 * transform + 1, 0U) <
+                           kRows) {
+                        __nanosleep(128);
+                    }
+                }
+            } else {
+                if (threadIdx.x < kRows) {
+                    while (atomicAdd(ready_count + transform * 64 + kRows +
+                                         threadIdx.x,
+                                     0U) == 0U) {
+                        __nanosleep(128);
+                    }
+                }
+            }
+            __syncthreads();
+            if constexpr (Resident2D || ResidentQuarter) {
+                appt_register_final_half(
+                    tile, state1, transform, c, kRows, op);
+            } else {
+                appt_register_tail_half<WarpRows, WarpColumns, Radix8Core,
+                                        kGroupedProducer, Word, Threads>(
+                    tile, state1, transform, c, kRows, coefficients,
+                    coefficients_shoup, op);
+            }
+#pragma unroll
+            for (std::uint32_t slot = 0; slot < kItemsPerThread; ++slot) {
+                const std::uint32_t item = threadIdx.x + slot * Threads;
+                const std::uint32_t a = item / kColumns;
+                const std::uint32_t d = item & (kColumns - 1);
+                const std::uint32_t token = d * kColumns + c;
+                const std::uint32_t register_slot =
+                    slot >= kFirstRegisterSlot ? slot - kFirstRegisterSlot : 0;
+                Word low = item < kSavedWords
+                               ? saved_low[item]
+                               : low_values[register_slot];
+                Word high = tile[a * kPitch + d];
+                if constexpr (!WriterFinal) {
+                    op.apply(19, token + (a << 14), low, high);
+                }
+                const std::uint32_t natural_low = token + (a << 14);
+                const std::uint32_t natural_high =
+                    token + ((a + kRows) << 14);
+                Word* publish_state = kGroupedProducer
+                                          ? state1 + transforms * kN
+                                          : state1;
+                Word* publish = NaturalOutput ? publish_state : output;
+                publish[transform * kN +
+                        appt_static_index_log20<FragmentWidth>(natural_low)] =
+                    WriterFinal
+                        ? low
+                        : op.finalize(low, static_cast<std::uint32_t>(kN));
+                publish[transform * kN +
+                        appt_static_index_log20<FragmentWidth>(natural_high)] =
+                    WriterFinal
+                        ? high
+                        : op.finalize(high, static_cast<std::uint32_t>(kN));
+            }
+            __syncthreads();
+            if constexpr (NaturalOutput) {
+                if (threadIdx.x == 0) {
+                    __threadfence();
+                    atomicAdd(ready_count + input_counter_count +
+                                  transform * kFragmentGroups +
+                                  c / FragmentWidth,
+                              1U);
+                }
+            }
+            }
+        }
+    } else {
+        const bool role_data_time =
+            TransformInterleave && (data_time_role_mask & 4U) != 0;
+        constexpr std::uint32_t kWriterPitch = FragmentWidth + 1;
+        constexpr std::uint32_t kDGroups = kColumns / 32;
+        constexpr std::uint32_t kWriterHalfWords = 32 * kWriterPitch;
+        constexpr std::uint32_t kWriterTileWords =
+            (WriterFinal ? 2 : 1) * kWriterHalfWords;
+        constexpr std::uint32_t kWriterWarpsByStorage =
+            kSharedBudgetWords / kWriterTileWords;
+        constexpr std::uint32_t kWriterWarps =
+            kWriterWarpsByStorage < Threads / 32
+                ? kWriterWarpsByStorage
+                : Threads / 32;
+        static_assert(kWriterWarps > 0);
+        const std::uint32_t writer_warp = threadIdx.x >> 5;
+        const std::uint32_t lane = threadIdx.x & 31U;
+        constexpr std::uint32_t kWriterARows = WriterFinal ? kRows : 64;
+        constexpr std::uint64_t kWriterSpatialTasks =
+            kWriterARows * kFragmentGroups * kDGroups;
+        const std::uint64_t task_count = role_data_time
+            ? ((transforms + data_time - 1) / data_time) * kWriterSpatialTasks
+            : transforms * kWriterSpatialTasks;
+        const Word* writer_state = kGroupedProducer
+                                       ? state1 + transforms * kN
+                                       : state1;
+        if (writer_warp < kWriterWarps) {
+            Word* writer_tile = tile + writer_warp * kWriterTileWords;
+            Word* writer_high = writer_tile + kWriterHalfWords;
+            for (std::uint64_t task_base =
+                     (static_cast<std::uint64_t>(local_block) * kWriterWarps +
+                      writer_warp) * writer_tiles_per_cta;
+                 task_base < task_count;
+                 task_base += static_cast<std::uint64_t>(role_blocks) *
+                              kWriterWarps * writer_tiles_per_cta) {
+                for (std::uint32_t tile_index = 0;
+                     tile_index < writer_tiles_per_cta; ++tile_index) {
+                    const std::uint64_t task = task_base + tile_index;
+                    if (task >= task_count) break;
+                    std::uint64_t transform = 0;
+                    std::uint64_t coordinates = 0;
+                    if constexpr (TransformInterleave) {
+                        if (role_data_time) {
+                            if (!appt_decode_data_time_task(
+                                    task, kWriterSpatialTasks, transforms,
+                                    data_time, transform, coordinates)) {
+                                continue;
+                            }
+                        } else {
+                            transform = task / kWriterSpatialTasks;
+                            coordinates = task % kWriterSpatialTasks;
+                        }
+                    } else {
+                        transform = task / kWriterSpatialTasks;
+                        coordinates = task % kWriterSpatialTasks;
+                    }
+                    const std::uint32_t d_base =
+                        static_cast<std::uint32_t>(coordinates % kDGroups) * 32;
+                    coordinates /= kDGroups;
+                    const std::uint32_t c_group = static_cast<std::uint32_t>(
+                        coordinates % kFragmentGroups);
+                    coordinates /= kFragmentGroups;
+                    const std::uint32_t a = static_cast<std::uint32_t>(
+                        coordinates % kWriterARows);
+                    const std::uint64_t transform_base = transform;
+                    const std::uint32_t transform_iterations =
+                        role_data_time ? data_time : 1;
+                    for (std::uint32_t time = 0;
+                         time < transform_iterations; ++time) {
+                    const std::uint64_t transform = transform_base + time;
+                    if (transform >= transforms) break;
+                    if (lane == 0) {
+                        while (atomicAdd(ready_count + input_counter_count +
+                                             transform * kFragmentGroups +
+                                             c_group,
+                                         0U) < FragmentWidth) {
+                            __nanosleep(128);
+                        }
+                    }
+                    __syncwarp();
+                    if (!recorded_start && threadIdx.x == 0) {
+                        atomicMin(trace + 4, streaming_globaltimer());
+                        recorded_start = true;
+                    }
+                    const std::uint32_t c_base =
+                        c_group * FragmentWidth;
+                    for (std::uint32_t item = lane;
+                         item < FragmentWidth * 32; item += 32) {
+                        const std::uint32_t c_local = item / 32;
+                        const std::uint32_t d = d_base + (item & 31U);
+                        const std::uint32_t natural =
+                            (a << 14) | (d << 7) | (c_base + c_local);
+                        writer_tile[(d - d_base) * kWriterPitch + c_local] =
+                            writer_state[transform * kN +
+                                   appt_static_index_log20<FragmentWidth>(natural)];
+                        if constexpr (WriterFinal) {
+                            const std::uint32_t natural_high =
+                                ((a + kRows) << 14) | (d << 7) |
+                                (c_base + c_local);
+                            writer_high[(d - d_base) * kWriterPitch +
+                                        c_local] =
+                                writer_state[
+                                    transform * kN +
+                                    appt_static_index_log20<FragmentWidth>(
+                                        natural_high)];
+                        }
+                    }
+                    __syncwarp();
+                    for (std::uint32_t item = lane;
+                         item < FragmentWidth * 32; item += 32) {
+                        const std::uint32_t d_local =
+                            item / FragmentWidth;
+                        const std::uint32_t c_local =
+                            item % FragmentWidth;
+                        const std::uint32_t natural =
+                            (a << 14) | ((d_base + d_local) << 7) |
+                            (c_base + c_local);
+                        if constexpr (WriterFinal) {
+                            const std::uint32_t natural_high =
+                                natural + (kRows << 14);
+                            Word low = writer_tile[
+                                d_local * kWriterPitch + c_local];
+                            Word high = writer_high[
+                                d_local * kWriterPitch + c_local];
+                            op.apply(19, natural, low, high);
+                            output[transform * kN + natural] = op.finalize(
+                                low, static_cast<std::uint32_t>(kN));
+                            output[transform * kN + natural_high] = op.finalize(
+                                high, static_cast<std::uint32_t>(kN));
+                        } else {
+                            output[transform * kN + natural] =
+                                writer_tile[d_local * kWriterPitch + c_local];
+                        }
+                    }
+                    __syncwarp();
+                    }
+                }
+            }
+        }
+    }
+    if (recorded_start && threadIdx.x == 0) {
+        atomicMax(trace + (producer ? 1 : tail ? 3 : 5),
+                  streaming_globaltimer());
+    }
+}
+
+template <typename Word>
+__global__ void hierarchical_streaming_kernel(
+    const Word* input, Word* output, Word* boundaries, unsigned int* ready,
+    std::uint64_t transforms, const Word* twiddles, const Word* twiddles_shoup,
+    const Word* root_powers, const Word* root_powers_shoup,
+    unsigned long long* consume_state, unsigned int* consumed_epoch,
+    unsigned long long* trace, NttStageOperatorT<Word> op,
+    NttStreamingDescriptor descriptor) {
+    namespace cg = cooperative_groups;
+    const auto grid = cg::this_grid();
+    const std::uint64_t n = 1ULL << descriptor.log_n;
+    const std::uint64_t counter_count = descriptor.counter_base[descriptor.count];
+    const std::uint64_t state_count = descriptor.state_base[descriptor.count];
+
+    for (std::uint64_t index = static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+         index < counter_count; index += static_cast<std::uint64_t>(gridDim.x) * blockDim.x) {
+        ready[index] = 0;
+    }
+    for (std::uint64_t index = static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+         index < state_count; index += static_cast<std::uint64_t>(gridDim.x) * blockDim.x) {
+        consume_state[index] = 0;
+        consumed_epoch[index] = 0;
+    }
+    for (std::uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
+         index < 2 * descriptor.count; index += gridDim.x * blockDim.x) {
+        trace[index] = (index & 1U) == 0 ? ~0ULL : 0ULL;
+    }
+    grid.sync();
+
+    // Interleave roles in launch order so each residency wave contains both
+    // producers and consumers. role_blocks still permits service-time weighting.
+    std::uint32_t segment = 0;
+    std::uint32_t role_block = 0;
+    std::uint32_t launch_slot = blockIdx.x;
+    bool role_found = false;
+    for (std::uint32_t round = 0; !role_found; ++round) {
+        for (std::uint32_t candidate = 0; candidate < descriptor.count; ++candidate) {
+            if (round < descriptor.role_blocks[candidate]) {
+                if (launch_slot == 0) {
+                    segment = candidate;
+                    role_block = round;
+                    role_found = true;
+                    break;
+                }
+                --launch_slot;
+            }
+        }
+    }
+
+    const std::uint32_t segment_log = descriptor.segment_log[segment];
+    const std::uint32_t prefix_log = descriptor.prefix_log[segment];
+    const std::uint32_t remaining_log = descriptor.remaining_log[segment];
+    const std::uint32_t segment_n = 1U << segment_log;
+    const std::uint32_t prefix_n = 1U << prefix_log;
+    const std::uint32_t remaining_n = 1U << remaining_log;
+    const std::uint32_t task_log = prefix_log + remaining_log;
+    const std::uint64_t tasks_per_transform = static_cast<std::uint64_t>(prefix_n) * remaining_n;
+    const std::uint64_t total_tasks = transforms * tasks_per_transform;
+    const std::uint32_t role_blocks = descriptor.role_blocks[segment];
+    const std::uint32_t lane = threadIdx.x & (warpSize - 1U);
+    const std::uint32_t warp = threadIdx.x / warpSize;
+    const std::uint32_t warps_per_block = blockDim.x / warpSize;
+    const std::uint32_t role_workers = role_blocks * warps_per_block;
+    const std::uint32_t role_worker = role_block * warps_per_block + warp;
+    extern __shared__ __align__(16) unsigned char storage[];
+    Word* tile = reinterpret_cast<Word*>(storage) +
+                 static_cast<std::uint64_t>(warp) * segment_n;
+    bool trace_started = false;
+
+    for (std::uint64_t task = role_worker; task < total_tasks; task += role_workers) {
+        const std::uint64_t transform = task >> task_log;
+        const std::uint64_t within = task & (tasks_per_transform - 1U);
+        const std::uint32_t prefix = static_cast<std::uint32_t>(within >> remaining_log);
+        const std::uint32_t remainder = static_cast<std::uint32_t>(within) & (remaining_n - 1U);
+        if (segment + 1 < descriptor.count &&
+            descriptor.boundary_slots[segment] < transforms &&
+            transform >= descriptor.boundary_slots[segment]) {
+            const std::uint32_t slot =
+                static_cast<std::uint32_t>(transform % descriptor.boundary_slots[segment]);
+            const unsigned int required_epoch = static_cast<unsigned int>(
+                transform - descriptor.boundary_slots[segment] + 1);
+            unsigned int* completed = consumed_epoch + descriptor.state_base[segment] + slot;
+            while (atomicAdd(completed, 0U) < required_epoch) {
+#if __CUDA_ARCH__ >= 700
+                __nanosleep(64);
+#endif
+            }
+        }
+        const std::uint32_t source_slot = segment == 0 ? 0 : static_cast<std::uint32_t>(
+            descriptor.boundary_slots[segment - 1] == transforms
+                ? transform
+                : transform % descriptor.boundary_slots[segment - 1]);
+        const Word* source = segment == 0 ? input : boundaries +
+            descriptor.boundary_word_base[segment - 1] +
+            static_cast<std::uint64_t>(source_slot) * n;
+
+        // A full-scratch edge has a private counter for every downstream
+        // subgraph task. Producers aggregate all of that task's dependencies,
+        // so only one warp lane polls readiness instead of every data lane.
+        const bool aggregated_source = segment != 0 &&
+            descriptor.boundary_slots[segment - 1] == transforms;
+        if (aggregated_source) {
+            if (lane == 0) {
+                const std::uint32_t producer_segment_log = descriptor.segment_log[segment - 1];
+                const std::uint32_t producer_prefix = prefix >> producer_segment_log;
+                const std::uint64_t waves_per_transform =
+                    static_cast<std::uint64_t>(1U << descriptor.prefix_log[segment - 1]) *
+                    remaining_n;
+                const std::uint64_t wave =
+                    static_cast<std::uint64_t>(producer_prefix) * remaining_n + remainder;
+                unsigned int* counter = ready + descriptor.counter_base[segment] +
+                    static_cast<std::uint64_t>(source_slot) * waves_per_transform + wave;
+                cuda::atomic_ref<unsigned int, cuda::thread_scope_device> readiness(*counter);
+                while (readiness.load(cuda::memory_order_acquire) < segment_n) {
+#if __CUDA_ARCH__ >= 700
+                    __nanosleep(64);
+#endif
+                }
+            }
+            __syncwarp();
+        }
+
+        for (std::uint32_t element = lane; element < segment_n; element += warpSize) {
+            const std::uint64_t logical =
+                (static_cast<std::uint64_t>(prefix) * segment_n + element) * remaining_n + remainder;
+            if (segment != 0 && !aggregated_source) {
+                const std::uint32_t producer_segment_log = descriptor.segment_log[segment - 1];
+                const std::uint32_t producer_prefix_log = descriptor.prefix_log[segment - 1];
+                const std::uint32_t producer_remaining_log = descriptor.remaining_log[segment - 1];
+                const std::uint32_t producer_remaining_n = 1U << producer_remaining_log;
+                const std::uint32_t producer_prefix =
+                    static_cast<std::uint32_t>(logical >> (producer_segment_log + producer_remaining_log));
+                const std::uint32_t producer_remainder =
+                    static_cast<std::uint32_t>(logical) & (producer_remaining_n - 1U);
+                const std::uint64_t producer_tasks_per_transform =
+                    static_cast<std::uint64_t>(1U << producer_prefix_log) * producer_remaining_n;
+                const std::uint64_t producer_within =
+                    static_cast<std::uint64_t>(producer_prefix) * producer_remaining_n + producer_remainder;
+                const std::uint32_t producer_slot = static_cast<std::uint32_t>(
+                    transform % descriptor.boundary_slots[segment - 1]);
+                const std::uint64_t producer_token =
+                    static_cast<std::uint64_t>(producer_slot) * producer_tasks_per_transform + producer_within;
+                unsigned int* token = ready + descriptor.counter_base[segment] + producer_token;
+                const unsigned int required_epoch = static_cast<unsigned int>(transform + 1);
+                while (atomicAdd(token, 0U) < required_epoch) {
+#if __CUDA_ARCH__ >= 700
+                    __nanosleep(64);
+#endif
+                }
+                __threadfence();
+            }
+            const std::uint32_t reversed = __brev(element) >> (32 - segment_log);
+            tile[reversed] = segment == 0 ? source[transform * n + logical] : source[logical];
+        }
+        __syncwarp();
+        if (segment != 0 && descriptor.boundary_slots[segment - 1] < transforms &&
+            lane == 0) {
+            const std::uint32_t edge = segment - 1;
+            const std::uint32_t slot = static_cast<std::uint32_t>(
+                transform % descriptor.boundary_slots[edge]);
+            unsigned long long* state = consume_state + descriptor.state_base[edge] + slot;
+            const unsigned int epoch = static_cast<unsigned int>(transform + 1);
+            unsigned long long observed = atomicAdd(state, 0ULL);
+            unsigned int count = 0;
+            while (true) {
+                const unsigned int observed_epoch = static_cast<unsigned int>(observed >> 32);
+                const unsigned int observed_count = static_cast<unsigned int>(observed);
+                count = observed_epoch == epoch ? observed_count + 1U : 1U;
+                const unsigned long long desired =
+                    (static_cast<unsigned long long>(epoch) << 32) | count;
+                const unsigned long long prior = atomicCAS(state, observed, desired);
+                if (prior == observed) break;
+                observed = prior;
+            }
+            if (count == tasks_per_transform) {
+                __threadfence();
+                atomicExch(consumed_epoch + descriptor.state_base[edge] + slot, epoch);
+            }
+        }
+        __syncwarp();
+        if (lane == 0 && !trace_started) {
+            atomicMin(trace + 2 * segment, streaming_globaltimer());
+            trace_started = true;
+        }
+
+        std::uint32_t stage = 0;
+        while (stage < segment_log) {
+            const std::uint32_t stages_left = segment_log - stage;
+            const std::uint32_t core = descriptor.core[segment];
+            if (core == static_cast<std::uint32_t>(NttSubgraphCore::Radix8) && stages_left >= 3) {
+                const std::uint32_t half = 1U << stage;
+                for (std::uint32_t work = lane; work < segment_n / 8; work += warpSize) {
+                    const std::uint32_t group = work >> stage;
+                    const std::uint32_t offset = work & (half - 1U);
+                    const std::uint32_t base = group * (half << 3) + offset;
+                    Word value[8];
+#pragma unroll
+                    for (std::uint32_t item = 0; item < 8; ++item) value[item] = tile[base + item * half];
+                    op.apply(stage, offset, value[0], value[1]);
+                    op.apply(stage, offset, value[2], value[3]);
+                    op.apply(stage, offset, value[4], value[5]);
+                    op.apply(stage, offset, value[6], value[7]);
+                    op.apply(stage + 1, offset, value[0], value[2]);
+                    op.apply(stage + 1, half + offset, value[1], value[3]);
+                    op.apply(stage + 1, offset, value[4], value[6]);
+                    op.apply(stage + 1, half + offset, value[5], value[7]);
+                    op.apply(stage + 2, offset, value[0], value[4]);
+                    op.apply(stage + 2, half + offset, value[1], value[5]);
+                    op.apply(stage + 2, 2 * half + offset, value[2], value[6]);
+                    op.apply(stage + 2, 3 * half + offset, value[3], value[7]);
+#pragma unroll
+                    for (std::uint32_t item = 0; item < 8; ++item) tile[base + item * half] = value[item];
+                }
+                stage += 3;
+            } else if (core != static_cast<std::uint32_t>(NttSubgraphCore::Radix2) && stages_left >= 2) {
+                const std::uint32_t half = 1U << stage;
+                for (std::uint32_t work = lane; work < segment_n / 4; work += warpSize) {
+                    const std::uint32_t group = work >> stage;
+                    const std::uint32_t offset = work & (half - 1U);
+                    const std::uint32_t base = group * (half << 2) + offset;
+                    Word value0 = tile[base];
+                    Word value1 = tile[base + half];
+                    Word value2 = tile[base + 2 * half];
+                    Word value3 = tile[base + 3 * half];
+                    op.apply(stage, offset, value0, value1);
+                    op.apply(stage, offset, value2, value3);
+                    op.apply(stage + 1, offset, value0, value2);
+                    op.apply(stage + 1, half + offset, value1, value3);
+                    tile[base] = value0;
+                    tile[base + half] = value1;
+                    tile[base + 2 * half] = value2;
+                    tile[base + 3 * half] = value3;
+                }
+                stage += 2;
+            } else {
+                const std::uint32_t half = 1U << stage;
+                for (std::uint32_t butterfly_index = lane;
+                     butterfly_index < segment_n / 2; butterfly_index += warpSize) {
+                    const std::uint32_t group = butterfly_index >> stage;
+                    const std::uint32_t offset = butterfly_index & (half - 1U);
+                    const std::uint32_t left_index = group * (half << 1) + offset;
+                    op.apply(stage, offset, tile[left_index], tile[left_index + half]);
+                }
+                ++stage;
+            }
+            __syncwarp();
+        }
+
+        const bool final_segment = segment + 1 == descriptor.count;
+        const std::uint32_t destination_slot = final_segment ? 0 : static_cast<std::uint32_t>(
+            descriptor.boundary_slots[segment] == transforms
+                ? transform
+                : transform % descriptor.boundary_slots[segment]);
+        Word* destination = final_segment ? output : boundaries +
+            descriptor.boundary_word_base[segment] +
+            static_cast<std::uint64_t>(destination_slot) * n;
+        for (std::uint32_t frequency = lane; frequency < segment_n; frequency += warpSize) {
+            Word value = tile[frequency];
+            if (!final_segment) {
+                const std::uint64_t exponent =
+                    static_cast<std::uint64_t>(prefix_n) * frequency * remainder;
+                value = op.multiply(value, root_powers[exponent], root_powers_shoup[exponent]);
+            } else {
+                value = op.finalize(value, frequency);
+            }
+            std::uint32_t logical = static_cast<std::uint32_t>(
+                (static_cast<std::uint64_t>(prefix) * segment_n + frequency) * remaining_n + remainder);
+            if (final_segment) {
+                logical = reverse_streaming_digits(logical, descriptor);
+            }
+            if (final_segment) destination[transform * n + logical] = value;
+            else destination[logical] = value;
+        }
+        __syncwarp();
+
+        if (!final_segment) {
+            if (descriptor.boundary_slots[segment] == transforms) {
+                const std::uint32_t next_remaining_log = descriptor.remaining_log[segment + 1];
+                const std::uint32_t next_remaining_n = 1U << next_remaining_log;
+                const std::uint64_t waves_per_transform =
+                    static_cast<std::uint64_t>(prefix_n) * next_remaining_n;
+                const std::uint32_t later_remainder = remainder & (next_remaining_n - 1U);
+                const std::uint64_t wave =
+                    static_cast<std::uint64_t>(prefix) * next_remaining_n + later_remainder;
+                if (lane == 0) {
+                    unsigned int* counter = ready + descriptor.counter_base[segment + 1] +
+                        static_cast<std::uint64_t>(destination_slot) * waves_per_transform + wave;
+                    cuda::atomic_ref<unsigned int, cuda::thread_scope_device> readiness(*counter);
+                    readiness.fetch_add(1U, cuda::memory_order_acq_rel);
+                }
+            } else {
+                __threadfence();
+                if (lane == 0) {
+                    const std::uint64_t within_task = task - transform * tasks_per_transform;
+                    const std::uint64_t token_index =
+                        static_cast<std::uint64_t>(destination_slot) * tasks_per_transform + within_task;
+                    unsigned int* token = ready + descriptor.counter_base[segment + 1] + token_index;
+                    atomicExch(token, static_cast<unsigned int>(transform + 1));
+                }
+            }
+        }
+        __syncwarp();
+    }
+    if (lane == 0 && trace_started) {
+        atomicMax(trace + 2 * segment + 1, streaming_globaltimer());
+    }
+}
+
+template <typename Word, std::uint32_t RowsPerBlock>
+__global__ void hierarchical_streaming_10x10_kernel(
+    const Word* input, Word* output, Word* boundary, unsigned int* ready,
+    std::uint64_t transforms, const Word* root_powers,
+    const Word* root_powers_shoup, unsigned long long* trace,
+    std::uint32_t producer_blocks, NttStageOperatorT<Word> op) {
+    namespace cg = cooperative_groups;
+    constexpr std::uint32_t kLocalLog = 10;
+    constexpr std::uint32_t kLocalN = 1U << kLocalLog;
+    constexpr std::uint32_t kN = kLocalN * kLocalN;
+    constexpr std::uint32_t kStride = kLocalN + 1;
+    constexpr std::uint32_t kGroupsPerTransform = kLocalN / RowsPerBlock;
+    extern __shared__ __align__(16) unsigned char storage[];
+    __shared__ unsigned int consumer_ready;
+    Word* state = reinterpret_cast<Word*>(storage);
+
+    for (std::uint64_t index = static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+         index < transforms; index += static_cast<std::uint64_t>(gridDim.x) * blockDim.x) {
+        ready[index] = 0;
+    }
+    for (std::uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
+         index < 4; index += gridDim.x * blockDim.x) {
+        trace[index] = (index & 1U) == 0 ? ~0ULL : 0ULL;
+    }
+    cg::this_grid().sync();
+
+    const std::uint32_t consumer_blocks = gridDim.x - producer_blocks;
+    const std::uint32_t paired_blocks = min(producer_blocks, consumer_blocks);
+    bool consumer_role = false;
+    std::uint32_t role_block = 0;
+    if (blockIdx.x < 2U * paired_blocks) {
+        consumer_role = (blockIdx.x & 1U) != 0;
+        role_block = blockIdx.x >> 1;
+    } else {
+        consumer_role = consumer_blocks > producer_blocks;
+        role_block = paired_blocks + blockIdx.x - 2U * paired_blocks;
+    }
+    const std::uint32_t role_blocks = consumer_role ? consumer_blocks : producer_blocks;
+    const std::uint64_t total_groups = transforms * kGroupsPerTransform;
+    bool trace_started = false;
+
+    for (std::uint64_t group = role_block; group < total_groups; group += role_blocks) {
+        const std::uint64_t transform = group >> 8;
+        const std::uint32_t group_in_transform = static_cast<std::uint32_t>(group) & 255U;
+        const std::uint32_t row_base = group_in_transform * RowsPerBlock;
+        const std::uint64_t transform_base = transform * kN;
+
+        if (consumer_role) {
+            if (threadIdx.x == 0) {
+                consumer_ready = 0;
+            }
+            __syncthreads();
+            if (threadIdx.x == 0) {
+                cuda::atomic_ref<unsigned int, cuda::thread_scope_device> readiness(ready[transform]);
+                while (readiness.load(cuda::memory_order_acquire) < kGroupsPerTransform) {
+#if __CUDA_ARCH__ >= 700
+                    __nanosleep(64);
+#endif
+                }
+                cuda::atomic_ref<unsigned int, cuda::thread_scope_block> block_readiness(consumer_ready);
+                block_readiness.store(1U, cuda::memory_order_release);
+            }
+            if ((threadIdx.x & 31U) == 0) {
+                cuda::atomic_ref<unsigned int, cuda::thread_scope_block> block_readiness(consumer_ready);
+                while (block_readiness.load(cuda::memory_order_acquire) == 0U) {
+#if __CUDA_ARCH__ >= 700
+                    __nanosleep(64);
+#endif
+                }
+            }
+            __syncwarp();
+            if (threadIdx.x == 0 && !trace_started) {
+                atomicMin(trace + 2, streaming_globaltimer());
+                trace_started = true;
+            }
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kLocalN; linear += blockDim.x) {
+                const std::uint32_t row = linear >> kLocalLog;
+                const std::uint32_t second_index = linear & (kLocalN - 1U);
+                const std::uint32_t first_index = row_base + row;
+                const std::uint32_t reversed = __brev(second_index) >> (32 - kLocalLog);
+                state[row * kStride + reversed] =
+                    boundary[transform_base + static_cast<std::uint64_t>(first_index) *
+                                              kLocalN + second_index];
+            }
+            __syncthreads();
+            detail::hierarchical_resident_radix4<true, Word, kLocalLog, RowsPerBlock>(
+                state, op, root_powers, root_powers_shoup, row_base);
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kLocalN; linear += blockDim.x) {
+                const std::uint32_t second_index = linear / RowsPerBlock;
+                const std::uint32_t row = linear - second_index * RowsPerBlock;
+                const std::uint32_t first_index = row_base + row;
+                output[transform_base + static_cast<std::uint64_t>(second_index) *
+                                        kLocalN + first_index] =
+                    op.finalize(state[row * kStride + second_index], kN);
+            }
+            __syncthreads();
+        } else {
+            if (threadIdx.x == 0 && !trace_started) {
+                atomicMin(trace, streaming_globaltimer());
+                trace_started = true;
+            }
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kLocalN; linear += blockDim.x) {
+                const std::uint32_t first_index = linear / RowsPerBlock;
+                const std::uint32_t row = linear - first_index * RowsPerBlock;
+                const std::uint32_t second_index = row_base + row;
+                const std::uint32_t reversed = __brev(first_index) >> (32 - kLocalLog);
+                state[row * kStride + reversed] =
+                    input[transform_base + static_cast<std::uint64_t>(first_index) *
+                                           kLocalN + second_index];
+            }
+            __syncthreads();
+            detail::hierarchical_resident_radix4<false, Word, kLocalLog, RowsPerBlock>(state, op);
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kLocalN; linear += blockDim.x) {
+                const std::uint32_t first_index = linear / RowsPerBlock;
+                const std::uint32_t row = linear - first_index * RowsPerBlock;
+                const std::uint32_t second_index = row_base + row;
+                boundary[transform_base + static_cast<std::uint64_t>(first_index) *
+                                          kLocalN + second_index] =
+                    state[row * kStride + first_index];
+            }
+            __syncthreads();
+            if (threadIdx.x == 0) {
+                cuda::atomic_ref<unsigned int, cuda::thread_scope_device> readiness(ready[transform]);
+                // The CTA barrier makes every lane's boundary writes happen
+                // before this release; the consumer's acquire publishes the
+                // complete packet, not just lane zero's stores.
+                readiness.fetch_add(1U, cuda::memory_order_release);
+            }
+        }
+    }
+    if (threadIdx.x == 0 && trace_started) {
+        atomicMax(trace + (consumer_role ? 3 : 1), streaming_globaltimer());
+    }
+}
+
+// Generated two-level physical template. Both roles use the same resident
+// radix-4 codelet shape; FirstLogN/SecondLogN describe the logical stage fold,
+// while each role's data_time independently controls traversal of transforms
+// at a fixed spatial group. The first emitted instance is 10+10 on V100.
+template <typename Word, std::uint32_t FirstLogN, std::uint32_t SecondLogN,
+          std::uint32_t RowsPerBlock>
+__global__ void hierarchical_homogeneous_two_level_kernel(
+    const Word* input, Word* output, Word* boundary, unsigned int* ready,
+    std::uint64_t transforms, const Word* root_powers,
+    const Word* root_powers_shoup, unsigned long long* trace,
+    std::uint32_t producer_blocks, std::uint32_t producer_data_time,
+    std::uint32_t consumer_data_time, NttStageOperatorT<Word> op) {
+    namespace cg = cooperative_groups;
+    constexpr std::uint32_t kFirstN = 1U << FirstLogN;
+    constexpr std::uint32_t kSecondN = 1U << SecondLogN;
+    constexpr std::uint32_t kN = kFirstN * kSecondN;
+    constexpr std::uint32_t kFirstStride = kFirstN + 1;
+    constexpr std::uint32_t kSecondStride = kSecondN + 1;
+    constexpr std::uint32_t kProducerGroups = kSecondN / RowsPerBlock;
+    constexpr std::uint32_t kConsumerGroups = kFirstN / RowsPerBlock;
+    extern __shared__ __align__(16) unsigned char storage[];
+    __shared__ unsigned int consumer_ready;
+    Word* state = reinterpret_cast<Word*>(storage);
+
+    for (std::uint64_t index =
+             static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+         index < transforms;
+         index += static_cast<std::uint64_t>(gridDim.x) * blockDim.x) {
+        ready[index] = 0;
+    }
+    for (std::uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
+         index < 4; index += gridDim.x * blockDim.x) {
+        trace[index] = (index & 1U) == 0 ? ~0ULL : 0ULL;
+    }
+    cg::this_grid().sync();
+
+    const std::uint32_t consumer_blocks = gridDim.x - producer_blocks;
+    const std::uint32_t paired_blocks = min(producer_blocks, consumer_blocks);
+    bool consumer_role = false;
+    std::uint32_t role_block = 0;
+    if (blockIdx.x < 2U * paired_blocks) {
+        consumer_role = (blockIdx.x & 1U) != 0;
+        role_block = blockIdx.x >> 1;
+    } else {
+        consumer_role = consumer_blocks > producer_blocks;
+        role_block = paired_blocks + blockIdx.x - 2U * paired_blocks;
+    }
+    const std::uint32_t role_blocks =
+        consumer_role ? consumer_blocks : producer_blocks;
+    const std::uint32_t groups =
+        consumer_role ? kConsumerGroups : kProducerGroups;
+    const std::uint32_t data_time =
+        consumer_role ? consumer_data_time : producer_data_time;
+    const std::uint64_t transform_packets =
+        (transforms + data_time - 1U) / data_time;
+    const std::uint64_t tasks = transform_packets * groups;
+    bool trace_started = false;
+
+    for (std::uint64_t task = role_block; task < tasks; task += role_blocks) {
+        const std::uint32_t group_in_transform =
+            static_cast<std::uint32_t>(task % groups);
+        const std::uint64_t transform_begin = (task / groups) * data_time;
+        const std::uint32_t row_base = group_in_transform * RowsPerBlock;
+
+        // D_t is deliberately inside the spatial task: a resident CTA reuses
+        // its role and codelet while walking homogeneous batch subgraphs.
+        for (std::uint32_t time = 0; time < data_time; ++time) {
+            const std::uint64_t transform = transform_begin + time;
+            if (transform >= transforms) break;
+            const std::uint64_t transform_base = transform * kN;
+
+            if (consumer_role) {
+                if (threadIdx.x == 0) consumer_ready = 0;
+                __syncthreads();
+                if (threadIdx.x == 0) {
+                    cuda::atomic_ref<unsigned int, cuda::thread_scope_device>
+                        readiness(ready[transform]);
+                    while (readiness.load(cuda::memory_order_acquire) <
+                           kProducerGroups) {
+#if __CUDA_ARCH__ >= 700
+                        __nanosleep(64);
+#endif
+                    }
+                    cuda::atomic_ref<unsigned int, cuda::thread_scope_block>
+                        block_readiness(consumer_ready);
+                    block_readiness.store(1U, cuda::memory_order_release);
+                }
+                if ((threadIdx.x & 31U) == 0) {
+                    cuda::atomic_ref<unsigned int, cuda::thread_scope_block>
+                        block_readiness(consumer_ready);
+                    while (block_readiness.load(cuda::memory_order_acquire) == 0U) {
+#if __CUDA_ARCH__ >= 700
+                        __nanosleep(64);
+#endif
+                    }
+                }
+                __syncwarp();
+                if (threadIdx.x == 0 && !trace_started) {
+                    atomicMin(trace + 2, streaming_globaltimer());
+                    trace_started = true;
+                }
+                for (std::uint32_t linear = threadIdx.x;
+                     linear < RowsPerBlock * kSecondN; linear += blockDim.x) {
+                    const std::uint32_t row = linear >> SecondLogN;
+                    const std::uint32_t second_index = linear & (kSecondN - 1U);
+                    const std::uint32_t first_index = row_base + row;
+                    const std::uint32_t reversed =
+                        __brev(second_index) >> (32 - SecondLogN);
+                    state[row * kSecondStride + reversed] =
+                        boundary[transform_base +
+                                 static_cast<std::uint64_t>(first_index) *
+                                     kSecondN +
+                                 second_index];
+                }
+                __syncthreads();
+                detail::hierarchical_resident_radix4<
+                    true, Word, SecondLogN, RowsPerBlock>(
+                    state, op, root_powers, root_powers_shoup, row_base);
+                for (std::uint32_t linear = threadIdx.x;
+                     linear < RowsPerBlock * kSecondN; linear += blockDim.x) {
+                    const std::uint32_t second_index = linear / RowsPerBlock;
+                    const std::uint32_t row = linear - second_index * RowsPerBlock;
+                    const std::uint32_t first_index = row_base + row;
+                    output[transform_base +
+                           static_cast<std::uint64_t>(second_index) * kFirstN +
+                           first_index] =
+                        op.finalize(state[row * kSecondStride + second_index],
+                                    kN);
+                }
+                __syncthreads();
+            } else {
+                if (threadIdx.x == 0 && !trace_started) {
+                    atomicMin(trace, streaming_globaltimer());
+                    trace_started = true;
+                }
+                for (std::uint32_t linear = threadIdx.x;
+                     linear < RowsPerBlock * kFirstN; linear += blockDim.x) {
+                    const std::uint32_t first_index = linear / RowsPerBlock;
+                    const std::uint32_t row = linear - first_index * RowsPerBlock;
+                    const std::uint32_t second_index = row_base + row;
+                    const std::uint32_t reversed =
+                        __brev(first_index) >> (32 - FirstLogN);
+                    state[row * kFirstStride + reversed] =
+                        input[transform_base +
+                              static_cast<std::uint64_t>(first_index) *
+                                  kSecondN +
+                              second_index];
+                }
+                __syncthreads();
+                detail::hierarchical_resident_radix4<
+                    false, Word, FirstLogN, RowsPerBlock>(state, op);
+                for (std::uint32_t linear = threadIdx.x;
+                     linear < RowsPerBlock * kFirstN; linear += blockDim.x) {
+                    const std::uint32_t first_index = linear / RowsPerBlock;
+                    const std::uint32_t row = linear - first_index * RowsPerBlock;
+                    const std::uint32_t second_index = row_base + row;
+                    boundary[transform_base +
+                             static_cast<std::uint64_t>(first_index) * kSecondN +
+                             second_index] =
+                        state[row * kFirstStride + first_index];
+                }
+                __syncthreads();
+                if (threadIdx.x == 0) {
+                    cuda::atomic_ref<unsigned int, cuda::thread_scope_device>
+                        readiness(ready[transform]);
+                    readiness.fetch_add(1U, cuda::memory_order_release);
+                }
+            }
+        }
+    }
+    if (threadIdx.x == 0 && trace_started) {
+        atomicMax(trace + (consumer_role ? 3 : 1), streaming_globaltimer());
+    }
+}
+
+template <bool FusedRows, typename Word, std::uint32_t LocalLogN,
+          typename Operator>
+__device__ __forceinline__ void hierarchical_warp_register_subgraph(
+    Word (&values)[1U << (LocalLogN - 5)], std::uint32_t row,
+    const Word* fused_twiddles, const Word* fused_twiddles_shoup,
+    Operator op) {
+    static_assert(LocalLogN >= 5 && LocalLogN <= 10);
+    constexpr std::uint32_t kLocalN = 1U << LocalLogN;
+    constexpr std::uint32_t kValuesPerLane = 1U << (LocalLogN - 5);
+    const Word* coefficients = FusedRows
+                                   ? fused_twiddles +
+                                         static_cast<std::uint64_t>(row) *
+                                             (kLocalN - 1U)
+                                   : op.twiddles;
+    const Word* coefficients_shoup =
+        FusedRows
+            ? fused_twiddles_shoup +
+                  static_cast<std::uint64_t>(row) * (kLocalN - 1U)
+            : op.twiddles_shoup;
+#pragma unroll
+    for (std::uint32_t stage = 0; stage < LocalLogN; ++stage) {
+        appt_apply_cached_register_stage<Word, kValuesPerLane>(
+            values, kLocalN, stage, threadIdx.x & 31U, coefficients,
+            coefficients_shoup, op);
+    }
+}
+
+// Warp-granular instance of the homogeneous two-level template. A warp owns a
+// dependency-closed local transform in registers, so eight subgraphs can make
+// progress independently inside a 256-thread CTA. The producer publishes the
+// second coordinate in bit-reversed physical order; this online remap turns
+// the consumer's local bit-reversal gather into a contiguous load.
+template <typename Word, std::uint32_t FirstLogN, std::uint32_t SecondLogN,
+          std::uint32_t WarpsPerCta>
+__global__ void hierarchical_homogeneous_warp_two_level_kernel(
+    const Word* input, Word* output, Word* boundary, unsigned int* ready,
+    std::uint64_t transforms, const Word* root_powers,
+    const Word* root_powers_shoup, unsigned long long* trace,
+    std::uint32_t producer_blocks, std::uint32_t producer_data_time,
+    std::uint32_t consumer_data_time, NttStageOperatorT<Word> op) {
+    namespace cg = cooperative_groups;
+    constexpr std::uint32_t kFirstN = 1U << FirstLogN;
+    constexpr std::uint32_t kSecondN = 1U << SecondLogN;
+    constexpr std::uint32_t kN = kFirstN * kSecondN;
+    constexpr std::uint32_t kFirstValues = 1U << (FirstLogN - 5);
+    constexpr std::uint32_t kSecondValues = 1U << (SecondLogN - 5);
+    static_assert(FirstLogN >= 5 && FirstLogN <= 10);
+    static_assert(SecondLogN >= 5 && SecondLogN <= 10);
+    static_assert(WarpsPerCta * 32 == 256);
+
+    for (std::uint64_t index =
+             static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+         index < transforms;
+         index += static_cast<std::uint64_t>(gridDim.x) * blockDim.x) {
+        ready[index] = 0;
+    }
+    for (std::uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
+         index < 4; index += gridDim.x * blockDim.x) {
+        trace[index] = (index & 1U) == 0 ? ~0ULL : 0ULL;
+    }
+    cg::this_grid().sync();
+
+    const std::uint32_t consumer_blocks = gridDim.x - producer_blocks;
+    const std::uint32_t paired_blocks = min(producer_blocks, consumer_blocks);
+    bool consumer_role = false;
+    std::uint32_t role_block = 0;
+    if (blockIdx.x < 2U * paired_blocks) {
+        consumer_role = (blockIdx.x & 1U) != 0;
+        role_block = blockIdx.x >> 1;
+    } else {
+        consumer_role = consumer_blocks > producer_blocks;
+        role_block = paired_blocks + blockIdx.x - 2U * paired_blocks;
+    }
+    const std::uint32_t role_blocks =
+        consumer_role ? consumer_blocks : producer_blocks;
+    const std::uint32_t warp = threadIdx.x >> 5;
+    const std::uint32_t lane = threadIdx.x & 31U;
+    const std::uint32_t rows = consumer_role ? kFirstN : kSecondN;
+    const std::uint32_t data_time =
+        consumer_role ? consumer_data_time : producer_data_time;
+    const std::uint64_t transform_packets =
+        (transforms + data_time - 1U) / data_time;
+    const std::uint64_t tasks = transform_packets * rows;
+    const std::uint64_t warp_task =
+        static_cast<std::uint64_t>(role_block) * WarpsPerCta + warp;
+    const std::uint64_t task_stride =
+        static_cast<std::uint64_t>(role_blocks) * WarpsPerCta;
+    bool trace_started = false;
+
+    for (std::uint64_t task = warp_task; task < tasks; task += task_stride) {
+        const std::uint32_t row = static_cast<std::uint32_t>(task % rows);
+        const std::uint64_t transform_begin = (task / rows) * data_time;
+#pragma unroll 1
+        for (std::uint32_t time = 0; time < data_time; ++time) {
+            const std::uint64_t transform = transform_begin + time;
+            if (transform >= transforms) break;
+            const std::uint64_t transform_base = transform * kN;
+
+            if (consumer_role) {
+                unsigned int published = 0;
+                if (lane == 0) {
+                    cuda::atomic_ref<unsigned int, cuda::thread_scope_device>
+                        readiness(ready[transform]);
+                    do {
+                        published = readiness.load(cuda::memory_order_acquire);
+                        if (published < kSecondN) {
+#if __CUDA_ARCH__ >= 700
+                            __nanosleep(64);
+#endif
+                        }
+                    } while (published < kSecondN);
+                }
+                published = __shfl_sync(0xffffffffU, published, 0);
+                if (lane == 0 && !trace_started) {
+                    atomicMin(trace + 2, streaming_globaltimer());
+                    trace_started = true;
+                }
+                Word values[kSecondValues];
+#pragma unroll
+                for (std::uint32_t slot = 0; slot < kSecondValues; ++slot) {
+                    const std::uint32_t local = (slot << 5) + lane;
+                    values[slot] = boundary[
+                        transform_base +
+                        static_cast<std::uint64_t>(row) * kSecondN + local];
+                }
+                hierarchical_warp_register_subgraph<true, Word, SecondLogN>(
+                    values, row, root_powers, root_powers_shoup, op);
+#pragma unroll
+                for (std::uint32_t slot = 0; slot < kSecondValues; ++slot) {
+                    const std::uint32_t second_index = (slot << 5) + lane;
+                    output[transform_base +
+                           static_cast<std::uint64_t>(second_index) * kFirstN +
+                           row] = op.finalize(values[slot], kN);
+                }
+                __syncwarp();
+            } else {
+                if (lane == 0 && !trace_started) {
+                    atomicMin(trace, streaming_globaltimer());
+                    trace_started = true;
+                }
+                Word values[kFirstValues];
+#pragma unroll
+                for (std::uint32_t slot = 0; slot < kFirstValues; ++slot) {
+                    const std::uint32_t local = (slot << 5) + lane;
+                    const std::uint32_t first_index =
+                        __brev(local) >> (32 - FirstLogN);
+                    values[slot] = input[
+                        transform_base +
+                        static_cast<std::uint64_t>(first_index) * kSecondN + row];
+                }
+                hierarchical_warp_register_subgraph<false, Word, FirstLogN>(
+                    values, row, nullptr, nullptr, op);
+                const std::uint32_t physical_second =
+                    __brev(row) >> (32 - SecondLogN);
+#pragma unroll
+                for (std::uint32_t slot = 0; slot < kFirstValues; ++slot) {
+                    const std::uint32_t first_index = (slot << 5) + lane;
+                    boundary[transform_base +
+                             static_cast<std::uint64_t>(first_index) *
+                                 kSecondN +
+                             physical_second] = values[slot];
+                }
+                __syncwarp();
+                if (lane == 0) {
+                    cuda::atomic_ref<unsigned int, cuda::thread_scope_device>
+                        readiness(ready[transform]);
+                    readiness.fetch_add(1U, cuda::memory_order_release);
+                }
+            }
+        }
+    }
+    if (lane == 0 && trace_started) {
+        atomicMax(trace + (consumer_role ? 3 : 1), streaming_globaltimer());
+    }
+}
+
+// Four warps compute the first eight stages of one 1024-point row in
+// registers, exchange one 4x256 tile, and finish the final two stages. Named
+// 128-thread barriers keep the two warp groups in a CTA independent.
+__device__ __forceinline__ void hierarchical_warp_group_barrier(
+    std::uint32_t barrier) {
+    asm volatile("bar.sync %0, 128;" : : "r"(barrier) : "memory");
+}
+
+__device__ __forceinline__ std::uint32_t
+hierarchical_warp256_io_swizzle(std::uint32_t index) {
+    return index ^ (index >> 5);
+}
+
+template <std::uint32_t Rows>
+__device__ __forceinline__ constexpr std::uint32_t
+hierarchical_warp256_io_stride() {
+    static_assert(Rows == 2 || Rows == 4 || Rows == 8);
+    // Odd skews spread the interleaved row-packet transpose across banks.
+    return 1024U + (Rows == 2 ? 15U : 7U);
+}
+
+template <std::uint32_t Rows>
+__device__ __forceinline__ std::uint32_t
+hierarchical_warp256_io_index(std::uint32_t row, std::uint32_t major) {
+    return row * hierarchical_warp256_io_stride<Rows>() +
+           hierarchical_warp256_io_swizzle(major);
+}
+
+template <typename Word, bool ConsumerRole, bool StaticWriter = false,
+          bool StaticReader = false, std::uint32_t WriterRows = 0,
+          std::uint32_t CoefficientReuseStages = 0>
+__device__ __forceinline__ void hierarchical_warp256_row(
+    const Word* source, Word* destination, Word* exchange,
+    std::uint64_t transform_base, std::uint32_t row,
+    std::uint32_t quarter, Word* writer_tile, std::uint32_t writer_row,
+    const Word* root_powers,
+    const Word* root_powers_shoup, NttStageOperatorT<Word> op) {
+    constexpr std::uint32_t kLocalLog = 10;
+    constexpr std::uint32_t kLocalN = 1U << kLocalLog;
+    constexpr std::uint32_t kQuarterLog = 8;
+    constexpr std::uint32_t kQuarterN = 1U << kQuarterLog;
+    constexpr std::uint32_t kValuesPerLane = kQuarterN / 32;
+    constexpr std::uint32_t kWriterRows = StaticWriter
+        ? (WriterRows == 0 ? 32U / sizeof(Word) : WriterRows) : 1U;
+    constexpr bool kRowMajorIo =
+        StaticReader && sizeof(Word) == 4 && kWriterRows == 4;
+    static_assert(!StaticReader || StaticWriter);
+    const std::uint32_t lane = threadIdx.x & 31U;
+    Word values[kValuesPerLane];
+
+#pragma unroll
+    for (std::uint32_t slot = 0; slot < kValuesPerLane; ++slot) {
+        const std::uint32_t local = (slot << 5) + lane;
+        if constexpr (StaticReader) {
+            const std::uint32_t value_index =
+                quarter * kQuarterN + local;
+            if constexpr (kRowMajorIo) {
+                values[slot] = writer_tile[
+                    hierarchical_warp256_io_index<kWriterRows>(writer_row,
+                                                                value_index)];
+            } else {
+                const std::uint32_t major =
+                    hierarchical_warp256_io_swizzle(value_index);
+                const std::uint32_t physical_row =
+                    writer_row ^ (major & (kWriterRows - 1U));
+                values[slot] =
+                    writer_tile[major * kWriterRows + physical_row];
+            }
+        } else if constexpr (ConsumerRole) {
+            values[slot] = source[
+                transform_base + static_cast<std::uint64_t>(row) * kLocalN +
+                quarter * kQuarterN + local];
+        } else {
+            const std::uint32_t first_index =
+                ((__brev(local) >> (32 - kQuarterLog)) << 2) |
+                (__brev(quarter) >> 30);
+            values[slot] = source[
+                transform_base +
+                static_cast<std::uint64_t>(first_index) * kLocalN + row];
+        }
+    }
+
+    const Word* coefficients = ConsumerRole
+                                   ? root_powers +
+                                         static_cast<std::uint64_t>(row) *
+                                             (kLocalN - 1U)
+                                   : op.twiddles;
+    const Word* coefficients_shoup =
+        ConsumerRole
+            ? root_powers_shoup +
+                  static_cast<std::uint64_t>(row) * (kLocalN - 1U)
+            : op.twiddles_shoup;
+#pragma unroll
+    for (std::uint32_t stage = 0; stage < kQuarterLog; ++stage) {
+        if constexpr (CoefficientReuseStages != 0) {
+            if (stage < CoefficientReuseStages) {
+                appt_apply_reused_register_stage<Word, kValuesPerLane>(
+                    values, kQuarterN, stage, lane, coefficients,
+                    coefficients_shoup, op);
+            } else {
+                appt_apply_cached_register_stage<Word, kValuesPerLane>(
+                    values, kQuarterN, stage, lane, coefficients,
+                    coefficients_shoup, op);
+            }
+        } else {
+            appt_apply_cached_register_stage<Word, kValuesPerLane>(
+                values, kQuarterN, stage, lane, coefficients,
+                coefficients_shoup, op);
+        }
+    }
+#pragma unroll
+    for (std::uint32_t slot = 0; slot < kValuesPerLane; ++slot) {
+        exchange[quarter * kQuarterN + (slot << 5) + lane] = values[slot];
+    }
+
+    const std::uint32_t group = (threadIdx.x >> 5) >> 2;
+    hierarchical_warp_group_barrier(group + 1U);
+
+#pragma unroll
+    for (std::uint32_t wave = 0; wave < 2; ++wave) {
+        const std::uint32_t offset = quarter * 64U + (wave << 5) + lane;
+        Word a = exchange[offset];
+        Word b = exchange[kQuarterN + offset];
+        Word c = exchange[2U * kQuarterN + offset];
+        Word d = exchange[3U * kQuarterN + offset];
+        op.apply_coefficient(coefficients[255U + offset],
+                             coefficients_shoup[255U + offset], a, b);
+        op.apply_coefficient(coefficients[255U + offset],
+                             coefficients_shoup[255U + offset], c, d);
+        op.apply_coefficient(coefficients[511U + offset],
+                             coefficients_shoup[511U + offset], a, c);
+        op.apply_coefficient(coefficients[511U + kQuarterN + offset],
+                             coefficients_shoup[511U + kQuarterN + offset],
+                             b, d);
+        const Word finished[4] = {a, b, c, d};
+#pragma unroll
+        for (std::uint32_t output_quarter = 0; output_quarter < 4;
+             ++output_quarter) {
+            const std::uint32_t local = output_quarter * kQuarterN + offset;
+            Word result = finished[output_quarter];
+            if constexpr (ConsumerRole) {
+                result = op.finalize(result, kLocalN * kLocalN);
+            }
+            if constexpr (StaticWriter) {
+                if constexpr (kRowMajorIo) {
+                    writer_tile[
+                        hierarchical_warp256_io_index<kWriterRows>(writer_row,
+                                                                    local)] =
+                        result;
+                } else {
+                    const std::uint32_t major = StaticReader
+                        ? hierarchical_warp256_io_swizzle(local) : local;
+                    const std::uint32_t physical_row =
+                        writer_row ^ (major & (kWriterRows - 1U));
+                    writer_tile[major * kWriterRows + physical_row] = result;
+                }
+            } else if constexpr (ConsumerRole) {
+                destination[
+                    transform_base +
+                    static_cast<std::uint64_t>(local) * kLocalN + row] =
+                    result;
+            } else {
+                const std::uint32_t physical_second =
+                    __brev(row) >> (32 - kLocalLog);
+                destination[
+                    transform_base +
+                    static_cast<std::uint64_t>(local) * kLocalN +
+                    physical_second] = finished[output_quarter];
+            }
+        }
+    }
+    hierarchical_warp_group_barrier(group + 1U);
+}
+
+template <typename Word, bool ConsumerRole, std::uint32_t WriterRows,
+          std::uint32_t WarpTileLog,
+          std::uint32_t CoefficientReuseStages = 0,
+          bool VectorRadix4Prefix = false, bool PackedStage6 = false,
+          bool DistributedPackedStage6 = false>
+__device__ __forceinline__ void hierarchical_warp_small_static_io_row(
+    Word* exchange, std::uint32_t row, std::uint32_t quarter,
+    Word* writer_tile, std::uint32_t writer_row,
+    const Word* root_powers, const Word* root_powers_shoup,
+    NttStageOperatorT<Word> op) {
+    static_assert(WarpTileLog == 6 || WarpTileLog == 7);
+    constexpr std::uint32_t kLocalN = 1024;
+    constexpr std::uint32_t kWarpTileN = 1U << WarpTileLog;
+    constexpr std::uint32_t kValuesPerLane = kWarpTileN / 32U;
+    constexpr std::uint32_t kWaves = kLocalN / (4U * kWarpTileN);
+    constexpr bool kRowMajorIo = sizeof(Word) == 4 && WriterRows == 4;
+    static_assert(!VectorRadix4Prefix ||
+                  (sizeof(Word) == 4 && WarpTileLog == 7 &&
+                   kValuesPerLane == 4));
+    static_assert(!(PackedStage6 && DistributedPackedStage6));
+    static_assert(!(PackedStage6 || DistributedPackedStage6) ||
+                  (VectorRadix4Prefix && CoefficientReuseStages == 6));
+    const std::uint32_t lane = threadIdx.x & 31U;
+    const std::uint32_t group_thread = quarter * 32U + lane;
+    const std::uint32_t group = (threadIdx.x >> 5) >> 2;
+    const Word* coefficients = ConsumerRole
+                                   ? root_powers +
+                                         static_cast<std::uint64_t>(row) *
+                                             (kLocalN - 1U)
+                                   : op.twiddles;
+    const Word* coefficients_shoup =
+        ConsumerRole
+            ? root_powers_shoup +
+                  static_cast<std::uint64_t>(row) * (kLocalN - 1U)
+            : op.twiddles_shoup;
+#pragma unroll
+    for (std::uint32_t wave = 0; wave < kWaves; ++wave) {
+        const std::uint32_t tile_base =
+            (wave * 4U + quarter) * kWarpTileN;
+        Word values[kValuesPerLane];
+#pragma unroll
+        for (std::uint32_t slot = 0; slot < kValuesPerLane; ++slot) {
+            const std::uint32_t local =
+                tile_base + (VectorRadix4Prefix ? (lane << 2) + slot
+                                                : (slot << 5) + lane);
+            if constexpr (kRowMajorIo) {
+                values[slot] = writer_tile[
+                    hierarchical_warp256_io_index<WriterRows>(writer_row,
+                                                               local)];
+            } else {
+                const std::uint32_t major =
+                    hierarchical_warp256_io_swizzle(local);
+                const std::uint32_t physical_row =
+                    writer_row ^ (major & (WriterRows - 1U));
+                values[slot] =
+                    writer_tile[major * WriterRows + physical_row];
+            }
+        }
+        if constexpr (VectorRadix4Prefix) {
+            const Word stage0_coefficient = coefficients[0];
+            const Word stage0_coefficient_shoup = coefficients_shoup[0];
+            op.apply_coefficient(stage0_coefficient,
+                                 stage0_coefficient_shoup, values[0],
+                                 values[1]);
+            op.apply_coefficient(stage0_coefficient,
+                                 stage0_coefficient_shoup, values[2],
+                                 values[3]);
+            op.apply_coefficient(coefficients[1], coefficients_shoup[1],
+                                 values[0], values[2]);
+            op.apply_coefficient(coefficients[2], coefficients_shoup[2],
+                                 values[1], values[3]);
+#pragma unroll
+            for (std::uint32_t stage = 2; stage < WarpTileLog; ++stage) {
+                const std::uint32_t half = 1U << stage;
+                const std::uint32_t coefficient_base = half - 1U;
+                const int lane_delta = 1 << (stage - 2U);
+                Word lane_coefficient = Word{0};
+                Word lane_coefficient_shoup = Word{0};
+                Word lane_coefficient_upper = Word{0};
+                Word lane_coefficient_upper_shoup = Word{0};
+                Word packed_coefficients[4] = {};
+                Word packed_coefficients_shoup[4] = {};
+                if constexpr (PackedStage6 || DistributedPackedStage6) {
+                    if (stage == 6U) {
+                        constexpr std::uint32_t kPackedStage6Base =
+                            kLocalN * (kLocalN - 1U);
+                        const std::uint64_t packed_row_offset = ConsumerRole
+                            ? 64U + static_cast<std::uint64_t>(row) * 64U : 0U;
+                        const Word* packed_stage6 = root_powers +
+                            kPackedStage6Base + packed_row_offset;
+                        const Word* packed_stage6_shoup = root_powers_shoup +
+                            kPackedStage6Base + packed_row_offset;
+                        if constexpr (PackedStage6) {
+                            if (lane < 16U) {
+                                const uint4 values4 =
+                                    *reinterpret_cast<const uint4*>(
+                                        packed_stage6 + (lane << 2U));
+                                const uint4 shoup4 =
+                                    *reinterpret_cast<const uint4*>(
+                                        packed_stage6_shoup + (lane << 2U));
+                                packed_coefficients[0] = values4.x;
+                                packed_coefficients[1] = values4.y;
+                                packed_coefficients[2] = values4.z;
+                                packed_coefficients[3] = values4.w;
+                                packed_coefficients_shoup[0] = shoup4.x;
+                                packed_coefficients_shoup[1] = shoup4.y;
+                                packed_coefficients_shoup[2] = shoup4.z;
+                                packed_coefficients_shoup[3] = shoup4.w;
+                            }
+                        } else {
+                            const uint2 values2 =
+                                *reinterpret_cast<const uint2*>(
+                                    packed_stage6 + (lane << 1U));
+                            const uint2 shoup2 =
+                                *reinterpret_cast<const uint2*>(
+                                    packed_stage6_shoup + (lane << 1U));
+                            lane_coefficient = values2.x;
+                            lane_coefficient_upper = values2.y;
+                            lane_coefficient_shoup = shoup2.x;
+                            lane_coefficient_upper_shoup = shoup2.y;
+                        }
+                    }
+                }
+                if constexpr (CoefficientReuseStages != 0) {
+                    if (stage < CoefficientReuseStages && lane < half) {
+                        const std::uint32_t distributed_offset =
+                            stage == 6U ? (lane << 1U) : lane;
+                        lane_coefficient = coefficients[
+                            coefficient_base + distributed_offset];
+                        lane_coefficient_shoup = coefficients_shoup[
+                            coefficient_base + distributed_offset];
+                    }
+                    if constexpr (CoefficientReuseStages > 6U) {
+                        if (stage == 6U) {
+                            lane_coefficient_upper =
+                                coefficients[coefficient_base +
+                                             (lane << 1U) + 1U];
+                            lane_coefficient_upper_shoup = coefficients_shoup[
+                                coefficient_base + (lane << 1U) + 1U];
+                        }
+                    }
+                }
+#pragma unroll
+                for (std::uint32_t slot = 0; slot < kValuesPerLane; ++slot) {
+                    Word coefficient = Word{0};
+                    Word coefficient_shoup = Word{0};
+                    if constexpr (CoefficientReuseStages != 0) {
+                        if (stage < CoefficientReuseStages) {
+                            const std::uint32_t offset =
+                                ((lane << 2) + slot) & (half - 1U);
+                            int source_lane =
+                                static_cast<int>(offset & 31U);
+                            Word distributed_coefficient = lane_coefficient;
+                            Word distributed_coefficient_shoup =
+                                lane_coefficient_shoup;
+                            if constexpr (CoefficientReuseStages > 6U) {
+                                if (stage == 6U) {
+                                    source_lane =
+                                        static_cast<int>((offset >> 1U) & 31U);
+                                    if ((offset & 1U) != 0U) {
+                                        distributed_coefficient =
+                                            lane_coefficient_upper;
+                                        distributed_coefficient_shoup =
+                                            lane_coefficient_upper_shoup;
+                                    }
+                                }
+                            }
+                            coefficient = __shfl_sync(
+                                0xffffffffU, distributed_coefficient,
+                                source_lane);
+                            coefficient_shoup = __shfl_sync(
+                                0xffffffffU, distributed_coefficient_shoup,
+                                source_lane);
+                        }
+                    }
+                    if constexpr (DistributedPackedStage6) {
+                        if (stage == 6U) {
+                            const std::uint32_t offset =
+                                ((lane << 2) + slot) & (half - 1U);
+                            const int source_lane =
+                                static_cast<int>((offset >> 1U) & 31U);
+                            const Word distributed_coefficient =
+                                (offset & 1U) == 0U ? lane_coefficient
+                                                   : lane_coefficient_upper;
+                            const Word distributed_coefficient_shoup =
+                                (offset & 1U) == 0U
+                                    ? lane_coefficient_shoup
+                                    : lane_coefficient_upper_shoup;
+                            coefficient = __shfl_sync(
+                                0xffffffffU, distributed_coefficient,
+                                source_lane);
+                            coefficient_shoup = __shfl_sync(
+                                0xffffffffU, distributed_coefficient_shoup,
+                                source_lane);
+                        }
+                    }
+                    Word left = values[slot];
+                    Word right = detail::hybrid_shuffle_xor(values[slot],
+                                                            lane_delta);
+                    Word right_result = Word{0};
+                    if ((lane & lane_delta) == 0) {
+                        if constexpr (PackedStage6 || DistributedPackedStage6) {
+                            if (stage == 6U) {
+                                if constexpr (PackedStage6) {
+                                    coefficient = packed_coefficients[slot];
+                                    coefficient_shoup =
+                                        packed_coefficients_shoup[slot];
+                                }
+                            } else if (stage >= CoefficientReuseStages) {
+                                const std::uint32_t logical =
+                                    (lane << 2) + slot;
+                                const std::uint32_t offset =
+                                    logical & (half - 1U);
+                                coefficient =
+                                    coefficients[coefficient_base + offset];
+                                coefficient_shoup = coefficients_shoup[
+                                    coefficient_base + offset];
+                            }
+                        } else if constexpr (CoefficientReuseStages == 0) {
+                            const std::uint32_t logical =
+                                (lane << 2) + slot;
+                            const std::uint32_t offset =
+                                logical & (half - 1U);
+                            coefficient =
+                                coefficients[coefficient_base + offset];
+                            coefficient_shoup = coefficients_shoup[
+                                coefficient_base + offset];
+                        } else if (stage >= CoefficientReuseStages) {
+                            const std::uint32_t logical =
+                                (lane << 2) + slot;
+                            const std::uint32_t offset =
+                                logical & (half - 1U);
+                            coefficient =
+                                coefficients[coefficient_base + offset];
+                            coefficient_shoup = coefficients_shoup[
+                                coefficient_base + offset];
+                        }
+                        op.apply_coefficient(coefficient, coefficient_shoup,
+                                             left, right);
+                        right_result = right;
+                    }
+                    const Word received_right =
+                        detail::hybrid_shuffle_xor(right_result, lane_delta);
+                    values[slot] = (lane & lane_delta) == 0 ? left
+                                                            : received_right;
+                }
+            }
+        } else {
+#pragma unroll
+            for (std::uint32_t stage = 0; stage < WarpTileLog; ++stage) {
+                if constexpr (CoefficientReuseStages != 0) {
+                    if (stage < CoefficientReuseStages) {
+                        appt_apply_reused_register_stage<Word, kValuesPerLane>(
+                            values, kWarpTileN, stage, lane, coefficients,
+                            coefficients_shoup, op);
+                    } else {
+                        appt_apply_cached_register_stage<Word, kValuesPerLane>(
+                            values, kWarpTileN, stage, lane, coefficients,
+                            coefficients_shoup, op);
+                    }
+                } else {
+                    appt_apply_cached_register_stage<Word, kValuesPerLane>(
+                        values, kWarpTileN, stage, lane, coefficients,
+                        coefficients_shoup, op);
+                }
+            }
+        }
+#pragma unroll
+        for (std::uint32_t slot = 0; slot < kValuesPerLane; ++slot) {
+            const std::uint32_t local =
+                tile_base + (VectorRadix4Prefix ? (lane << 2) + slot
+                                                : (slot << 5) + lane);
+            exchange[local] = values[slot];
+        }
+    }
+    hierarchical_warp_group_barrier(group + 1U);
+
+    if constexpr (WarpTileLog == 7) {
+        const std::uint32_t offset = group_thread;
+        Word values[8];
+#pragma unroll
+        for (std::uint32_t tile = 0; tile < 8U; ++tile) {
+            values[tile] = exchange[tile * 128U + offset];
+        }
+#pragma unroll
+        for (std::uint32_t tile = 0; tile < 8U; tile += 2U) {
+            op.apply_coefficient(coefficients[127U + offset],
+                                 coefficients_shoup[127U + offset],
+                                 values[tile], values[tile + 1U]);
+        }
+#pragma unroll
+        for (std::uint32_t tile = 0; tile < 8U; tile += 4U) {
+            op.apply_coefficient(coefficients[255U + offset],
+                                 coefficients_shoup[255U + offset],
+                                 values[tile], values[tile + 2U]);
+            op.apply_coefficient(coefficients[383U + offset],
+                                 coefficients_shoup[383U + offset],
+                                 values[tile + 1U], values[tile + 3U]);
+        }
+#pragma unroll
+        for (std::uint32_t tile = 0; tile < 4U; ++tile) {
+            op.apply_coefficient(coefficients[511U + tile * 128U + offset],
+                                 coefficients_shoup[511U + tile * 128U +
+                                                    offset],
+                                 values[tile], values[tile + 4U]);
+        }
+#pragma unroll
+        for (std::uint32_t tile = 0; tile < 8U; ++tile) {
+            exchange[tile * 128U + offset] = values[tile];
+        }
+        hierarchical_warp_group_barrier(group + 1U);
+    } else {
+#pragma unroll
+        for (std::uint32_t stage = WarpTileLog; stage < 10U; ++stage) {
+            const std::uint32_t half = 1U << stage;
+            const std::uint32_t coefficient_base = half - 1U;
+            for (std::uint32_t work = group_thread; work < kLocalN / 2U;
+                 work += 128U) {
+                const std::uint32_t butterfly_group = work / half;
+                const std::uint32_t offset = work & (half - 1U);
+                const std::uint32_t left_index =
+                    butterfly_group * (half << 1U) + offset;
+                Word left = exchange[left_index];
+                Word right = exchange[left_index + half];
+                op.apply_coefficient(
+                    coefficients[coefficient_base + offset],
+                    coefficients_shoup[coefficient_base + offset], left,
+                    right);
+                exchange[left_index] = left;
+                exchange[left_index + half] = right;
+            }
+            hierarchical_warp_group_barrier(group + 1U);
+        }
+    }
+
+    for (std::uint32_t local = group_thread; local < kLocalN;
+         local += 128U) {
+        Word result = exchange[local];
+        if constexpr (ConsumerRole) {
+            result = op.finalize(result, kLocalN * kLocalN);
+        }
+        if constexpr (kRowMajorIo) {
+            writer_tile[
+                hierarchical_warp256_io_index<WriterRows>(writer_row, local)] =
+                result;
+        } else {
+            const std::uint32_t major =
+                hierarchical_warp256_io_swizzle(local);
+            const std::uint32_t physical_row =
+                writer_row ^ (major & (WriterRows - 1U));
+            writer_tile[major * WriterRows + physical_row] = result;
+        }
+    }
+    hierarchical_warp_group_barrier(group + 1U);
+}
+
+__device__ __forceinline__ void hierarchical_warp_prefix_barrier(
+    std::uint32_t barrier) {
+    asm volatile("bar.sync %0, 96;" : : "r"(barrier) : "memory");
+}
+
+__device__ __forceinline__ void hierarchical_warp_pair_barrier(
+    std::uint32_t barrier) {
+    asm volatile("bar.sync %0, 64;" : : "r"(barrier) : "memory");
+}
+
+// Cooperative 4 -> 2x2 -> 4 continuation. Each warp owns two adjacent
+// 128-point prefixes and their stage-7 join. Two warp pairs independently
+// finish stage 8 before the complete group executes stage 9. There are no
+// polling tokens or permanently idle prefix/merge roles.
+template <typename Word, bool ConsumerRole, std::uint32_t WriterRows>
+__device__ __forceinline__ void
+hierarchical_warp128_cooperative_static_io_row(
+    Word* exchange, std::uint32_t row, std::uint32_t quarter,
+    Word* writer_tile, std::uint32_t writer_row,
+    const Word* root_powers, const Word* root_powers_shoup,
+    NttStageOperatorT<Word> op) {
+    static_assert(sizeof(Word) == 4 && WriterRows == 4);
+    constexpr std::uint32_t kLocalN = 1024;
+    constexpr std::uint32_t kTileN = 128;
+    constexpr std::uint32_t kValuesPerLane = 4;
+    const std::uint32_t lane = threadIdx.x & 31U;
+    const Word* coefficients = ConsumerRole
+        ? root_powers + static_cast<std::uint64_t>(row) * (kLocalN - 1U)
+        : op.twiddles;
+    const Word* coefficients_shoup = ConsumerRole
+        ? root_powers_shoup +
+              static_cast<std::uint64_t>(row) * (kLocalN - 1U)
+        : op.twiddles_shoup;
+
+#pragma unroll
+    for (std::uint32_t pair_tile = 0; pair_tile < 2U; ++pair_tile) {
+        const std::uint32_t tile = quarter * 2U + pair_tile;
+        Word values[kValuesPerLane];
+#pragma unroll
+        for (std::uint32_t value = 0; value < kValuesPerLane; ++value) {
+            const std::uint32_t local =
+                tile * kTileN + (value << 5) + lane;
+            values[value] = writer_tile[
+                hierarchical_warp256_io_index<WriterRows>(writer_row, local)];
+        }
+#pragma unroll
+        for (std::uint32_t stage = 0; stage < 7U; ++stage) {
+            appt_apply_cached_register_stage<Word, kValuesPerLane>(
+                values, kTileN, stage, lane, coefficients,
+                coefficients_shoup, op);
+        }
+#pragma unroll
+        for (std::uint32_t value = 0; value < kValuesPerLane; ++value) {
+            exchange[tile * kTileN + (value << 5) + lane] = values[value];
+        }
+    }
+    __syncwarp();
+
+#pragma unroll
+    for (std::uint32_t wave = 0; wave < 4U; ++wave) {
+        const std::uint32_t offset = (wave << 5) + lane;
+        const std::uint32_t first = quarter * 2U * kTileN + offset;
+        Word left = exchange[first];
+        Word right = exchange[first + kTileN];
+        op.apply_coefficient(coefficients[127U + offset],
+                             coefficients_shoup[127U + offset], left, right);
+        exchange[first] = left;
+        exchange[first + kTileN] = right;
+    }
+
+    const std::uint32_t half_group = quarter >> 1U;
+    hierarchical_warp_pair_barrier(6U + half_group);
+#pragma unroll
+    for (std::uint32_t wave = 0; wave < 4U; ++wave) {
+        const std::uint32_t offset =
+            ((quarter & 1U) * kTileN) + (wave << 5) + lane;
+        const std::uint32_t base = half_group * 4U * kTileN;
+        Word left = exchange[base + offset];
+        Word right = exchange[base + 2U * kTileN + offset];
+        op.apply_coefficient(coefficients[255U + offset],
+                             coefficients_shoup[255U + offset], left, right);
+        exchange[base + offset] = left;
+        exchange[base + 2U * kTileN + offset] = right;
+    }
+
+    hierarchical_warp_group_barrier(1U);
+#pragma unroll
+    for (std::uint32_t wave = 0; wave < 4U; ++wave) {
+        const std::uint32_t offset = quarter * kTileN + (wave << 5) + lane;
+        Word left = exchange[offset];
+        Word right = exchange[512U + offset];
+        op.apply_coefficient(coefficients[511U + offset],
+                             coefficients_shoup[511U + offset], left, right);
+        if constexpr (ConsumerRole) {
+            left = op.finalize(left, kLocalN * kLocalN);
+            right = op.finalize(right, kLocalN * kLocalN);
+        }
+        writer_tile[
+            hierarchical_warp256_io_index<WriterRows>(writer_row, offset)] =
+            left;
+        writer_tile[hierarchical_warp256_io_index<WriterRows>(
+            writer_row, 512U + offset)] = right;
+    }
+    hierarchical_warp_group_barrier(1U);
+}
+
+// Three prefix warps compute dependency-closed 128-point tiles while one merge
+// warp finishes the previous row. Alternating shared slots make the overlap
+// explicit instead of relying on warp scheduling across a row-wide barrier.
+template <typename Word, bool ConsumerRole, std::uint32_t WriterRows,
+          std::uint32_t WarpTileLog>
+__device__ __forceinline__ void
+hierarchical_warp_small_static_io_packet_pipeline(
+    Word* exchange, Word* writer_tile, std::uint32_t row_base,
+    const Word* root_powers, const Word* root_powers_shoup,
+    unsigned int* flags, NttStageOperatorT<Word> op) {
+    static_assert(WarpTileLog == 6 || WarpTileLog == 7);
+    static_assert(sizeof(Word) == 4 && WriterRows == 4);
+    constexpr std::uint32_t kLocalN = 1024;
+    constexpr std::uint32_t kBuffers = 2;
+    constexpr std::uint32_t kWarpTileN = 1U << WarpTileLog;
+    constexpr std::uint32_t kValuesPerLane = kWarpTileN / 32U;
+    constexpr std::uint32_t kTiles = kLocalN / kWarpTileN;
+    const std::uint32_t warp = threadIdx.x >> 5;
+    const std::uint32_t lane = threadIdx.x & 31U;
+
+    if (threadIdx.x < kBuffers) {
+        flags[threadIdx.x] = 0U;
+        flags[kBuffers + threadIdx.x] = 1U;
+    }
+    hierarchical_warp_group_barrier(1U);
+
+    if (warp < 3U) {
+        const std::uint32_t prefix_warp = warp;
+#pragma unroll
+        for (std::uint32_t writer_row = 0; writer_row < WriterRows;
+             ++writer_row) {
+            const std::uint32_t slot = writer_row & (kBuffers - 1U);
+            if (prefix_warp == 0U && lane == 0U) {
+                while (atomicAdd(flags + kBuffers + slot, 0U) == 0U) {
+                    __nanosleep(32);
+                }
+                atomicExch(flags + kBuffers + slot, 0U);
+                atomicExch(flags + slot, 0U);
+            }
+            hierarchical_warp_prefix_barrier(5U);
+
+            const std::uint32_t row = row_base + writer_row;
+            const Word* coefficients = ConsumerRole
+                ? root_powers + static_cast<std::uint64_t>(row) *
+                                    (kLocalN - 1U)
+                : op.twiddles;
+            const Word* coefficients_shoup = ConsumerRole
+                ? root_powers_shoup + static_cast<std::uint64_t>(row) *
+                                          (kLocalN - 1U)
+                : op.twiddles_shoup;
+            Word* slot_exchange = exchange + slot * kLocalN;
+#pragma unroll
+            for (std::uint32_t tile = prefix_warp; tile < kTiles;
+                 tile += 3U) {
+                Word values[kValuesPerLane];
+#pragma unroll
+                for (std::uint32_t value = 0; value < kValuesPerLane;
+                     ++value) {
+                    const std::uint32_t local =
+                        tile * kWarpTileN + (value << 5) + lane;
+                    values[value] = writer_tile[
+                        hierarchical_warp256_io_index<WriterRows>(
+                            writer_row, local)];
+                }
+#pragma unroll
+                for (std::uint32_t stage = 0; stage < WarpTileLog; ++stage) {
+                    appt_apply_cached_register_stage<Word, kValuesPerLane>(
+                        values, kWarpTileN, stage, lane, coefficients,
+                        coefficients_shoup, op);
+                }
+#pragma unroll
+                for (std::uint32_t value = 0; value < kValuesPerLane;
+                     ++value) {
+                    slot_exchange[tile * kWarpTileN + (value << 5) + lane] =
+                        values[value];
+                }
+            }
+            hierarchical_warp_prefix_barrier(5U);
+            if (lane == 0U) atomicAdd(flags + slot, 1U);
+        }
+    } else {
+#pragma unroll
+        for (std::uint32_t writer_row = 0; writer_row < WriterRows;
+             ++writer_row) {
+            const std::uint32_t slot = writer_row & (kBuffers - 1U);
+            if (lane == 0U) {
+                while (atomicAdd(flags + slot, 0U) < 3U) {
+                    __nanosleep(32);
+                }
+            }
+            __syncwarp();
+
+            const std::uint32_t row = row_base + writer_row;
+            const Word* coefficients = ConsumerRole
+                ? root_powers + static_cast<std::uint64_t>(row) *
+                                    (kLocalN - 1U)
+                : op.twiddles;
+            const Word* coefficients_shoup = ConsumerRole
+                ? root_powers_shoup + static_cast<std::uint64_t>(row) *
+                                          (kLocalN - 1U)
+                : op.twiddles_shoup;
+            Word* slot_exchange = exchange + slot * kLocalN;
+            if constexpr (WarpTileLog == 7) {
+#pragma unroll
+                for (std::uint32_t wave = 0; wave < 4U; ++wave) {
+                    const std::uint32_t offset = (wave << 5) + lane;
+                    Word values[8];
+#pragma unroll
+                    for (std::uint32_t tile = 0; tile < 8U; ++tile) {
+                        values[tile] =
+                            slot_exchange[tile * 128U + offset];
+                    }
+#pragma unroll
+                    for (std::uint32_t tile = 0; tile < 8U; tile += 2U) {
+                        op.apply_coefficient(
+                            coefficients[127U + offset],
+                            coefficients_shoup[127U + offset], values[tile],
+                            values[tile + 1U]);
+                    }
+#pragma unroll
+                    for (std::uint32_t tile = 0; tile < 8U; tile += 4U) {
+                        op.apply_coefficient(
+                            coefficients[255U + offset],
+                            coefficients_shoup[255U + offset], values[tile],
+                            values[tile + 2U]);
+                        op.apply_coefficient(
+                            coefficients[383U + offset],
+                            coefficients_shoup[383U + offset],
+                            values[tile + 1U], values[tile + 3U]);
+                    }
+#pragma unroll
+                    for (std::uint32_t tile = 0; tile < 4U; ++tile) {
+                        op.apply_coefficient(
+                            coefficients[511U + tile * 128U + offset],
+                            coefficients_shoup[511U + tile * 128U + offset],
+                            values[tile], values[tile + 4U]);
+                    }
+#pragma unroll
+                    for (std::uint32_t tile = 0; tile < 8U; ++tile) {
+                        Word result = values[tile];
+                        if constexpr (ConsumerRole) {
+                            result = op.finalize(result, kLocalN * kLocalN);
+                        }
+                        const std::uint32_t local = tile * 128U + offset;
+                        writer_tile[
+                            hierarchical_warp256_io_index<WriterRows>(
+                                writer_row, local)] = result;
+                    }
+                }
+            } else {
+#pragma unroll
+                for (std::uint32_t stage = WarpTileLog; stage < 10U;
+                     ++stage) {
+                    const std::uint32_t half = 1U << stage;
+                    const std::uint32_t coefficient_base = half - 1U;
+                    for (std::uint32_t work = lane;
+                         work < kLocalN / 2U; work += 32U) {
+                        const std::uint32_t butterfly_group = work / half;
+                        const std::uint32_t offset = work & (half - 1U);
+                        const std::uint32_t left_index =
+                            butterfly_group * (half << 1U) + offset;
+                        Word left = slot_exchange[left_index];
+                        Word right = slot_exchange[left_index + half];
+                        op.apply_coefficient(
+                            coefficients[coefficient_base + offset],
+                            coefficients_shoup[coefficient_base + offset],
+                            left, right);
+                        slot_exchange[left_index] = left;
+                        slot_exchange[left_index + half] = right;
+                    }
+                    __syncwarp();
+                }
+                for (std::uint32_t local = lane; local < kLocalN;
+                     local += 32U) {
+                    Word result = slot_exchange[local];
+                    if constexpr (ConsumerRole) {
+                        result = op.finalize(result, kLocalN * kLocalN);
+                    }
+                    writer_tile[
+                        hierarchical_warp256_io_index<WriterRows>(writer_row,
+                                                                   local)] =
+                        result;
+                }
+            }
+            __syncwarp();
+            if (lane == 0U) {
+                atomicExch(flags + kBuffers + slot, 1U);
+            }
+        }
+    }
+    hierarchical_warp_group_barrier(1U);
+}
+
+// Tile-online form of the prefix/merge pipeline. Prefix warps publish
+// independent 128-point tiles. The merge warp consumes pairs immediately for
+// stage 7, groups of four for stage 8, and only waits for the full row at
+// stage 9. One shared row is sufficient because all warps rendezvous only
+// after the completed row has been written to the static packet.
+template <typename Word, bool ConsumerRole, std::uint32_t WriterRows>
+__device__ __forceinline__ void
+hierarchical_warp128_static_io_packet_online(
+    Word* exchange, Word* writer_tile, std::uint32_t row_base,
+    const Word* root_powers, const Word* root_powers_shoup,
+    unsigned int* tile_ready, NttStageOperatorT<Word> op) {
+    static_assert(sizeof(Word) == 4 && WriterRows == 4);
+    constexpr std::uint32_t kLocalN = 1024;
+    constexpr std::uint32_t kTileN = 128;
+    constexpr std::uint32_t kTiles = 8;
+    constexpr std::uint32_t kValuesPerLane = 4;
+    const std::uint32_t warp = threadIdx.x >> 5;
+    const std::uint32_t lane = threadIdx.x & 31U;
+
+#pragma unroll
+    for (std::uint32_t writer_row = 0; writer_row < WriterRows;
+         ++writer_row) {
+        if (threadIdx.x < kTiles) tile_ready[threadIdx.x] = 0U;
+        hierarchical_warp_group_barrier(1U);
+
+        const std::uint32_t row = row_base + writer_row;
+        const Word* coefficients = ConsumerRole
+            ? root_powers +
+                  static_cast<std::uint64_t>(row) * (kLocalN - 1U)
+            : op.twiddles;
+        const Word* coefficients_shoup = ConsumerRole
+            ? root_powers_shoup +
+                  static_cast<std::uint64_t>(row) * (kLocalN - 1U)
+            : op.twiddles_shoup;
+
+        if (warp < 3U) {
+#pragma unroll
+            for (std::uint32_t tile = warp; tile < kTiles; tile += 3U) {
+                Word values[kValuesPerLane];
+#pragma unroll
+                for (std::uint32_t value = 0; value < kValuesPerLane;
+                     ++value) {
+                    const std::uint32_t local =
+                        tile * kTileN + (value << 5) + lane;
+                    values[value] = writer_tile[
+                        hierarchical_warp256_io_index<WriterRows>(
+                            writer_row, local)];
+                }
+#pragma unroll
+                for (std::uint32_t stage = 0; stage < 7U; ++stage) {
+                    appt_apply_cached_register_stage<Word, kValuesPerLane>(
+                        values, kTileN, stage, lane, coefficients,
+                        coefficients_shoup, op);
+                }
+#pragma unroll
+                for (std::uint32_t value = 0; value < kValuesPerLane;
+                     ++value) {
+                    exchange[tile * kTileN + (value << 5) + lane] =
+                        values[value];
+                }
+                __syncwarp();
+                if (lane == 0U) atomicExch(tile_ready + tile, 1U);
+            }
+        } else {
+#pragma unroll
+            for (std::uint32_t group = 0; group < 2U; ++group) {
+#pragma unroll
+                for (std::uint32_t pair = 0; pair < 2U; ++pair) {
+                    const std::uint32_t first_tile = group * 4U + pair * 2U;
+                    if (lane == 0U) {
+                        while (atomicAdd(tile_ready + first_tile, 0U) == 0U ||
+                               atomicAdd(tile_ready + first_tile + 1U, 0U) ==
+                                   0U) {
+                            __nanosleep(32);
+                        }
+                    }
+                    __syncwarp();
+#pragma unroll
+                    for (std::uint32_t wave = 0; wave < 4U; ++wave) {
+                        const std::uint32_t offset = (wave << 5) + lane;
+                        Word left =
+                            exchange[first_tile * kTileN + offset];
+                        Word right =
+                            exchange[(first_tile + 1U) * kTileN + offset];
+                        op.apply_coefficient(
+                            coefficients[127U + offset],
+                            coefficients_shoup[127U + offset], left, right);
+                        exchange[first_tile * kTileN + offset] = left;
+                        exchange[(first_tile + 1U) * kTileN + offset] = right;
+                    }
+                }
+                __syncwarp();
+#pragma unroll
+                for (std::uint32_t wave = 0; wave < 8U; ++wave) {
+                    const std::uint32_t offset = (wave << 5) + lane;
+                    const std::uint32_t base = group * 4U * kTileN;
+                    Word left = exchange[base + offset];
+                    Word right = exchange[base + 2U * kTileN + offset];
+                    op.apply_coefficient(
+                        coefficients[255U + offset],
+                        coefficients_shoup[255U + offset], left, right);
+                    exchange[base + offset] = left;
+                    exchange[base + 2U * kTileN + offset] = right;
+                }
+            }
+            __syncwarp();
+#pragma unroll
+            for (std::uint32_t wave = 0; wave < 16U; ++wave) {
+                const std::uint32_t offset = (wave << 5) + lane;
+                Word left = exchange[offset];
+                Word right = exchange[512U + offset];
+                op.apply_coefficient(coefficients[511U + offset],
+                                     coefficients_shoup[511U + offset], left,
+                                     right);
+                if constexpr (ConsumerRole) {
+                    left = op.finalize(left, kLocalN * kLocalN);
+                    right = op.finalize(right, kLocalN * kLocalN);
+                }
+                writer_tile[
+                    hierarchical_warp256_io_index<WriterRows>(writer_row,
+                                                               offset)] = left;
+                writer_tile[hierarchical_warp256_io_index<WriterRows>(
+                    writer_row, 512U + offset)] = right;
+            }
+        }
+        hierarchical_warp_group_barrier(1U);
+    }
+}
+
+template <typename Word, bool ConsumerRole, std::uint32_t WriterRows>
+__device__ __forceinline__ void
+hierarchical_warp128_packet_shared_radix4(
+    Word* state, std::uint32_t row_base, const Word* root_powers,
+    const Word* root_powers_shoup, NttStageOperatorT<Word> op) {
+    static_assert(sizeof(Word) == 4 && WriterRows == 4);
+    constexpr std::uint32_t kLocalN = 1024;
+    constexpr std::uint32_t kUnitsPerRow = kLocalN / 4;
+    constexpr std::uint32_t kRows = WriterRows;
+    const std::uint32_t group_thread = threadIdx.x & 127U;
+    const std::uint32_t group = (threadIdx.x >> 5) >> 2;
+
+#pragma unroll
+    for (std::uint32_t stage = 0; stage < 10; stage += 2) {
+        const std::uint32_t half = 1U << stage;
+        for (std::uint32_t linear = group_thread;
+             linear < kRows * kUnitsPerRow; linear += 128U) {
+            const std::uint32_t writer_row = linear / kUnitsPerRow;
+            const std::uint32_t unit = linear & (kUnitsPerRow - 1U);
+            const std::uint32_t group_index = unit / half;
+            const std::uint32_t offset = unit - group_index * half;
+            const std::uint32_t i0 = group_index * (half << 2) + offset;
+            const std::uint32_t i1 = i0 + half;
+            const std::uint32_t i2 = i1 + half;
+            const std::uint32_t i3 = i2 + half;
+            Word a = state[hierarchical_warp256_io_index<WriterRows>(writer_row,
+                                                                      i0)];
+            Word b = state[hierarchical_warp256_io_index<WriterRows>(writer_row,
+                                                                      i1)];
+            Word c = state[hierarchical_warp256_io_index<WriterRows>(writer_row,
+                                                                      i2)];
+            Word d = state[hierarchical_warp256_io_index<WriterRows>(writer_row,
+                                                                      i3)];
+            const Word* coefficients = ConsumerRole
+                ? root_powers + static_cast<std::uint64_t>(row_base + writer_row) *
+                                    (kLocalN - 1U)
+                : op.twiddles;
+            const Word* coefficients_shoup = ConsumerRole
+                ? root_powers_shoup +
+                      static_cast<std::uint64_t>(row_base + writer_row) *
+                          (kLocalN - 1U)
+                : op.twiddles_shoup;
+            const std::uint32_t first_base = half - 1U;
+            const std::uint32_t second_base = (half << 1) - 1U;
+            op.apply_coefficient(coefficients[first_base + offset],
+                                 coefficients_shoup[first_base + offset], a, b);
+            op.apply_coefficient(coefficients[first_base + offset],
+                                 coefficients_shoup[first_base + offset], c, d);
+            op.apply_coefficient(coefficients[second_base + offset],
+                                 coefficients_shoup[second_base + offset], a, c);
+            op.apply_coefficient(coefficients[second_base + half + offset],
+                                 coefficients_shoup[second_base + half + offset],
+                                 b, d);
+            state[hierarchical_warp256_io_index<WriterRows>(writer_row, i0)] = a;
+            state[hierarchical_warp256_io_index<WriterRows>(writer_row, i1)] = b;
+            state[hierarchical_warp256_io_index<WriterRows>(writer_row, i2)] = c;
+            state[hierarchical_warp256_io_index<WriterRows>(writer_row, i3)] = d;
+        }
+        hierarchical_warp_group_barrier(group + 1U);
+    }
+    if constexpr (ConsumerRole) {
+        for (std::uint32_t linear = group_thread;
+             linear < kRows * kLocalN; linear += 128U) {
+            const std::uint32_t writer_row = linear >> 10;
+            const std::uint32_t local = linear & (kLocalN - 1U);
+            const std::uint32_t index =
+                hierarchical_warp256_io_index<WriterRows>(writer_row, local);
+            state[index] = op.finalize(state[index], kLocalN * kLocalN);
+        }
+        hierarchical_warp_group_barrier(group + 1U);
+    }
+}
+
+template <typename Word, std::uint32_t WriterRows>
+__device__ __forceinline__ void
+hierarchical_packet_streaming_radix4_unit(
+    Word* state, const Word* staging, std::uint32_t row_base,
+    std::uint32_t q_begin, std::uint32_t q_count,
+    std::uint32_t writer_row, std::uint32_t q_offset,
+    std::uint32_t residue, const Word* root_powers,
+    const Word* root_powers_shoup, NttStageOperatorT<Word> op) {
+    constexpr std::uint32_t kLocalN = 1024;
+    constexpr std::uint32_t kQuadrants = 4;
+    const std::uint32_t reversed =
+        __brev(((q_begin + q_offset) << 2) + residue) >> 24;
+    const std::uint32_t i0 = reversed << 2;
+    const std::uint32_t i1 = i0 + 1U;
+    const std::uint32_t i2 = i0 + 2U;
+    const std::uint32_t i3 = i0 + 3U;
+    const std::uint32_t words_per_row =
+        kQuadrants * q_count * WriterRows;
+    const std::uint32_t row_offset = writer_row * words_per_row;
+    const std::uint32_t q_word = q_offset * WriterRows + residue;
+    Word a = staging[row_offset + q_word];
+    Word b = staging[row_offset + 2U * q_count * WriterRows + q_word];
+    Word c = staging[row_offset + q_count * WriterRows + q_word];
+    Word d = staging[row_offset + 3U * q_count * WriterRows + q_word];
+    const Word* coefficients =
+        root_powers + static_cast<std::uint64_t>(row_base + writer_row) *
+                          (kLocalN - 1U);
+    const Word* coefficients_shoup =
+        root_powers_shoup +
+        static_cast<std::uint64_t>(row_base + writer_row) *
+            (kLocalN - 1U);
+    op.apply_coefficient(coefficients[0], coefficients_shoup[0], a, b);
+    op.apply_coefficient(coefficients[0], coefficients_shoup[0], c, d);
+    op.apply_coefficient(coefficients[1], coefficients_shoup[1], a, c);
+    op.apply_coefficient(coefficients[2], coefficients_shoup[2], b, d);
+    state[hierarchical_warp256_io_index<WriterRows>(writer_row, i0)] = a;
+    state[hierarchical_warp256_io_index<WriterRows>(writer_row, i1)] = b;
+    state[hierarchical_warp256_io_index<WriterRows>(writer_row, i2)] = c;
+    state[hierarchical_warp256_io_index<WriterRows>(writer_row, i3)] = d;
+}
+
+template <typename Word, std::uint32_t WriterRows>
+__device__ __forceinline__ void
+hierarchical_warp128_packet_streaming_radix4_consumer(
+    Word* state, Word* staging, const Word* boundary, unsigned int* ready,
+    std::uint64_t transform, std::uint32_t row_base,
+    std::uint32_t packet_wave_q, std::uint32_t packet_poll_sleep,
+    std::uint32_t packet_readiness_mode,
+    std::uint32_t packet_compute_layout,
+    std::uint32_t packet_fold_wave_barriers,
+    const Word* root_powers,
+    const Word* root_powers_shoup, NttStageOperatorT<Word> op) {
+    static_assert(sizeof(Word) == 4 && WriterRows == 4);
+    constexpr std::uint32_t kLocalN = 1024;
+    constexpr std::uint32_t kN = kLocalN * kLocalN;
+    constexpr std::uint32_t kRowPackets = kLocalN / WriterRows;
+    constexpr std::uint32_t kQuadrants = 4;
+    constexpr std::uint32_t kQCount = kRowPackets / kQuadrants;
+    constexpr std::uint32_t kStagingWords = kLocalN;
+    constexpr std::uint32_t kWordsPerQ = kQuadrants * WriterRows * 4U;
+    constexpr std::uint32_t kMaxPacketWaveQ = kStagingWords / kWordsPerQ;
+    const std::uint32_t group_thread = threadIdx.x & 127U;
+    const std::uint32_t group = (threadIdx.x >> 5) >> 2;
+    const std::uint32_t wave_q = min(packet_wave_q, kMaxPacketWaveQ);
+
+    // One q-group contains the four producer packets needed by four
+    // dependency-closed radix-4 units after the boundary bit reversal.
+    for (std::uint32_t q_begin = 0; q_begin < kQCount;
+         q_begin += wave_q) {
+        const std::uint32_t q_count = min(wave_q, kQCount - q_begin);
+        if (packet_readiness_mode != 0U) {
+            for (std::uint32_t quadrant = group_thread;
+                 quadrant < kQuadrants; quadrant += 128U) {
+                const std::uint32_t packet =
+                    q_begin + quadrant * kQCount;
+                const std::uint32_t word = packet >> 5;
+                const std::uint32_t shift = packet & 31U;
+                const std::uint32_t mask =
+                    ((1U << q_count) - 1U) << shift;
+                cuda::atomic_ref<unsigned int, cuda::thread_scope_device>
+                    readiness(ready[transform * 8U + word]);
+                while ((readiness.load(cuda::memory_order_acquire) & mask) !=
+                       mask) {
+                    __nanosleep(packet_poll_sleep);
+                }
+            }
+        } else {
+            for (std::uint32_t check = group_thread;
+                 check < q_count * kQuadrants;
+                 check += 128U) {
+                const std::uint32_t q = q_begin + check / kQuadrants;
+                const std::uint32_t quadrant = check & (kQuadrants - 1U);
+                const std::uint32_t packet = q + quadrant * kQCount;
+                cuda::atomic_ref<unsigned int, cuda::thread_scope_device>
+                    readiness(ready[transform * kRowPackets + packet]);
+                while (readiness.load(cuda::memory_order_acquire) == 0U) {
+                    __nanosleep(packet_poll_sleep);
+                }
+            }
+        }
+        hierarchical_warp_group_barrier(group + 1U);
+
+        const std::uint32_t wave_words = q_count * WriterRows * 16U;
+        for (std::uint32_t linear = group_thread; linear < wave_words;
+             linear += 128U) {
+            const std::uint32_t words_per_row =
+                kQuadrants * q_count * WriterRows;
+            const std::uint32_t writer_row = linear / words_per_row;
+            const std::uint32_t within_row = linear % words_per_row;
+            const std::uint32_t quadrant =
+                within_row / (q_count * WriterRows);
+            const std::uint32_t within_quadrant =
+                within_row % (q_count * WriterRows);
+            const std::uint32_t q_offset =
+                within_quadrant / WriterRows;
+            const std::uint32_t packet_element =
+                within_quadrant & (WriterRows - 1U);
+            const std::uint32_t packet =
+                q_begin + q_offset + quadrant * kQCount;
+            const std::uint32_t second_index =
+                packet * WriterRows + packet_element;
+            staging[linear] = boundary[
+                transform * kN +
+                static_cast<std::uint64_t>(row_base + writer_row) * kLocalN +
+                second_index];
+        }
+        hierarchical_warp_group_barrier(group + 1U);
+
+        if (packet_compute_layout != 0U) {
+            const std::uint32_t writer_row = group_thread >> 5;
+            const std::uint32_t lane = group_thread & 31U;
+            for (std::uint32_t row_linear = lane;
+                 row_linear < q_count * 4U; row_linear += 32U) {
+                hierarchical_packet_streaming_radix4_unit<Word, WriterRows>(
+                    state, staging, row_base, q_begin, q_count, writer_row,
+                    row_linear >> 2, row_linear & 3U, root_powers,
+                    root_powers_shoup, op);
+            }
+        } else {
+            const std::uint32_t wave_units = q_count * WriterRows * 4U;
+            for (std::uint32_t linear = group_thread; linear < wave_units;
+                 linear += 128U) {
+                const std::uint32_t q_offset =
+                    linear / (WriterRows * 4U);
+                const std::uint32_t within = linear % (WriterRows * 4U);
+                hierarchical_packet_streaming_radix4_unit<Word, WriterRows>(
+                    state, staging, row_base, q_begin, q_count, within >> 2,
+                    q_offset, within & 3U, root_powers, root_powers_shoup, op);
+            }
+        }
+        if (packet_fold_wave_barriers == 0U) {
+            hierarchical_warp_group_barrier(group + 1U);
+        }
+    }
+    if (packet_fold_wave_barriers != 0U) {
+        hierarchical_warp_group_barrier(group + 1U);
+    }
+
+#pragma unroll
+    for (std::uint32_t stage = 2; stage < 10; stage += 2) {
+        const std::uint32_t half = 1U << stage;
+        for (std::uint32_t linear = group_thread;
+             linear < WriterRows * (kLocalN / 4); linear += 128U) {
+            const std::uint32_t writer_row = linear / (kLocalN / 4);
+            const std::uint32_t unit = linear & (kLocalN / 4 - 1U);
+            const std::uint32_t group_index = unit / half;
+            const std::uint32_t offset = unit - group_index * half;
+            const std::uint32_t i0 = group_index * (half << 2) + offset;
+            const std::uint32_t i1 = i0 + half;
+            const std::uint32_t i2 = i1 + half;
+            const std::uint32_t i3 = i2 + half;
+            Word a = state[hierarchical_warp256_io_index<WriterRows>(writer_row,
+                                                                      i0)];
+            Word b = state[hierarchical_warp256_io_index<WriterRows>(writer_row,
+                                                                      i1)];
+            Word c = state[hierarchical_warp256_io_index<WriterRows>(writer_row,
+                                                                      i2)];
+            Word d = state[hierarchical_warp256_io_index<WriterRows>(writer_row,
+                                                                      i3)];
+            const Word* coefficients =
+                root_powers +
+                static_cast<std::uint64_t>(row_base + writer_row) *
+                    (kLocalN - 1U);
+            const Word* coefficients_shoup =
+                root_powers_shoup +
+                static_cast<std::uint64_t>(row_base + writer_row) *
+                    (kLocalN - 1U);
+            const std::uint32_t first_base = half - 1U;
+            const std::uint32_t second_base = (half << 1) - 1U;
+            op.apply_coefficient(coefficients[first_base + offset],
+                                 coefficients_shoup[first_base + offset], a, b);
+            op.apply_coefficient(coefficients[first_base + offset],
+                                 coefficients_shoup[first_base + offset], c, d);
+            op.apply_coefficient(coefficients[second_base + offset],
+                                 coefficients_shoup[second_base + offset], a, c);
+            op.apply_coefficient(coefficients[second_base + half + offset],
+                                 coefficients_shoup[second_base + half + offset],
+                                 b, d);
+            state[hierarchical_warp256_io_index<WriterRows>(writer_row, i0)] = a;
+            state[hierarchical_warp256_io_index<WriterRows>(writer_row, i1)] = b;
+            state[hierarchical_warp256_io_index<WriterRows>(writer_row, i2)] = c;
+            state[hierarchical_warp256_io_index<WriterRows>(writer_row, i3)] = d;
+        }
+        hierarchical_warp_group_barrier(group + 1U);
+    }
+    for (std::uint32_t linear = group_thread;
+         linear < WriterRows * kLocalN; linear += 128U) {
+        const std::uint32_t writer_row = linear >> 10;
+        const std::uint32_t local = linear & (kLocalN - 1U);
+        const std::uint32_t index =
+            hierarchical_warp256_io_index<WriterRows>(writer_row, local);
+        state[index] = op.finalize(state[index], kN);
+    }
+    hierarchical_warp_group_barrier(group + 1U);
+}
+
+template <typename Word, std::uint32_t WarpGroups, bool StaticWriter = false,
+          bool StaticReader = false, std::uint32_t WriterRows = 0,
+          std::uint32_t WarpTileLog = 8, bool WarpPipeline = false,
+          bool WarpCooperative = false,
+          std::uint32_t CoefficientReuseStages = 0,
+          bool VectorRadix4Prefix = false, bool PackedStage6 = false,
+          bool DistributedPackedStage6 = false,
+          bool PacketSharedRadix4 = false>
+__device__ __forceinline__ void
+hierarchical_homogeneous_warp256_10x10_body(
+    const Word* input, Word* output, Word* boundary, unsigned int* ready,
+    std::uint64_t transforms, const Word* root_powers,
+    const Word* root_powers_shoup, unsigned long long* trace,
+    std::uint32_t producer_blocks, std::uint32_t producer_data_time,
+    std::uint32_t consumer_data_time, std::uint32_t packet_wave_q,
+    std::uint32_t packet_poll_sleep, std::uint32_t packet_readiness_mode,
+    std::uint32_t packet_compute_layout,
+    std::uint32_t packet_fold_wave_barriers, NttStageOperatorT<Word> op,
+    unsigned char* storage) {
+    namespace cg = cooperative_groups;
+    constexpr std::uint32_t kLocalN = 1024;
+    constexpr std::uint32_t kN = kLocalN * kLocalN;
+    constexpr std::uint32_t kWarpGroups = WarpGroups;
+    constexpr std::uint32_t kWriterRows = StaticWriter
+        ? (WriterRows == 0 ? 32U / sizeof(Word) : WriterRows) : 1U;
+    constexpr bool kRowMajorIo =
+        StaticReader && sizeof(Word) == 4 && kWriterRows == 4;
+    constexpr std::uint32_t kWriterStride = [] {
+        if constexpr (kRowMajorIo) {
+            return hierarchical_warp256_io_stride<kWriterRows>();
+        }
+        return kLocalN;
+    }();
+    constexpr std::uint32_t kWriterTileWords = kWriterRows * kWriterStride;
+    static_assert(WarpGroups == 1 || WarpGroups == 2);
+    static_assert(!StaticReader || StaticWriter);
+    static_assert(WarpTileLog >= 6 && WarpTileLog <= 8);
+    static_assert(WarpTileLog == 8 || (StaticWriter && StaticReader));
+    static_assert(!WarpPipeline ||
+                  (WarpGroups == 1 && StaticWriter && StaticReader &&
+                   sizeof(Word) == 4 && kWriterRows == 4 && WarpTileLog < 8));
+    static_assert(!WarpCooperative ||
+                  (WarpGroups == 1 && StaticWriter && StaticReader &&
+                   sizeof(Word) == 4 && kWriterRows == 4 && WarpTileLog == 7));
+    static_assert(!(WarpPipeline && WarpCooperative));
+    static_assert(!PacketSharedRadix4 ||
+                  (StaticWriter && StaticReader && sizeof(Word) == 4 &&
+                   kWriterRows == 4 && WarpTileLog == 7));
+    constexpr std::uint32_t kExchangeBuffers = 1U;
+    constexpr std::uint32_t kExchangeStride = kLocalN;
+    Word* exchange = reinterpret_cast<Word*>(storage);
+    Word* writer_tiles =
+        exchange + kWarpGroups * kExchangeBuffers * kExchangeStride;
+    auto* pipeline_flags = reinterpret_cast<unsigned int*>(
+        writer_tiles + kWarpGroups * kWriterTileWords);
+
+    const bool packet_streaming = PacketSharedRadix4 && packet_wave_q != 0U;
+    const std::uint64_t readiness_tokens = packet_streaming
+        ? transforms * (packet_readiness_mode != 0U
+                            ? 8U
+                            : (kLocalN / kWriterRows))
+        : transforms;
+    for (std::uint64_t index =
+             static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+         index < readiness_tokens;
+         index += static_cast<std::uint64_t>(gridDim.x) * blockDim.x) {
+        ready[index] = 0;
+    }
+    for (std::uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
+         index < 4; index += gridDim.x * blockDim.x) {
+        trace[index] = (index & 1U) == 0 ? ~0ULL : 0ULL;
+    }
+    cg::this_grid().sync();
+
+    const std::uint32_t consumer_blocks = gridDim.x - producer_blocks;
+    const std::uint32_t paired_blocks = min(producer_blocks, consumer_blocks);
+    bool consumer_role = false;
+    std::uint32_t role_block = 0;
+    if (blockIdx.x < 2U * paired_blocks) {
+        consumer_role = (blockIdx.x & 1U) != 0;
+        role_block = blockIdx.x >> 1;
+    } else {
+        consumer_role = consumer_blocks > producer_blocks;
+        role_block = paired_blocks + blockIdx.x - 2U * paired_blocks;
+    }
+    const std::uint32_t role_blocks =
+        consumer_role ? consumer_blocks : producer_blocks;
+    const std::uint32_t warp = threadIdx.x >> 5;
+    const std::uint32_t lane = threadIdx.x & 31U;
+    const std::uint32_t warp_group = warp >> 2;
+    const std::uint32_t quarter = warp & 3U;
+    const std::uint32_t data_time =
+        consumer_role ? consumer_data_time : producer_data_time;
+    const std::uint64_t transform_packets =
+        (transforms + data_time - 1U) / data_time;
+    const std::uint32_t row_packets = kLocalN / kWriterRows;
+    const std::uint64_t tasks = transform_packets * row_packets;
+    const std::uint64_t group_task =
+        static_cast<std::uint64_t>(role_block) * kWarpGroups + warp_group;
+    const std::uint64_t task_stride =
+        static_cast<std::uint64_t>(role_blocks) * kWarpGroups;
+    bool trace_started = false;
+
+    for (std::uint64_t task = group_task; task < tasks;
+         task += task_stride) {
+        const std::uint32_t row_packet_ordinal =
+            static_cast<std::uint32_t>(task % row_packets);
+        const std::uint32_t row_packet =
+            packet_streaming && !consumer_role
+                ? (row_packet_ordinal >> 2) +
+                      (row_packet_ordinal & 3U) * (row_packets >> 2)
+                : row_packet_ordinal;
+        const std::uint32_t row_base = row_packet * kWriterRows;
+        const std::uint64_t transform_begin =
+            (task / row_packets) * data_time;
+        for (std::uint32_t time = 0; time < data_time; ++time) {
+            const std::uint64_t transform = transform_begin + time;
+            if (transform >= transforms) break;
+            const std::uint32_t group_thread = quarter * 32U + lane;
+            Word* writer_tile =
+                writer_tiles + warp_group * kWriterTileWords;
+            if (consumer_role) {
+                if (!packet_streaming) {
+                    unsigned int published = 0;
+                    if (lane == 0 && quarter == 0) {
+                        cuda::atomic_ref<unsigned int,
+                                         cuda::thread_scope_device>
+                            readiness(ready[transform]);
+                        do {
+                            published =
+                                readiness.load(cuda::memory_order_acquire);
+                            if (published < kLocalN) __nanosleep(64);
+                        } while (published < kLocalN);
+                    }
+                    if constexpr (!PacketSharedRadix4) {
+                        published = __shfl_sync(0xffffffffU, published, 0);
+                    }
+                    hierarchical_warp_group_barrier(warp_group + 1U);
+                }
+                if (lane == 0 && quarter == 0 && !trace_started) {
+                    atomicMin(trace + 2, streaming_globaltimer());
+                    trace_started = true;
+                }
+                if constexpr (StaticReader) {
+                    if (!packet_streaming) {
+                        for (std::uint32_t index = group_thread;
+                             index < kLocalN * kWriterRows; index += 128U) {
+                            const std::uint32_t writer_row = index / kLocalN;
+                            const std::uint32_t second_index =
+                                index & (kLocalN - 1U);
+                            const std::uint32_t local =
+                                __brev(second_index) >> 22;
+                            const Word value = boundary[
+                                transform * kN +
+                                static_cast<std::uint64_t>(row_base +
+                                                           writer_row) *
+                                    kLocalN + second_index];
+                            if constexpr (kRowMajorIo) {
+                                writer_tile[
+                                    hierarchical_warp256_io_index<kWriterRows>(
+                                        writer_row, local)] = value;
+                            } else {
+                                const std::uint32_t major =
+                                    hierarchical_warp256_io_swizzle(local);
+                                const std::uint32_t physical_row =
+                                    writer_row ^
+                                    (major & (kWriterRows - 1U));
+                                writer_tile[major * kWriterRows + physical_row] =
+                                    value;
+                            }
+                        }
+                        hierarchical_warp_group_barrier(warp_group + 1U);
+                    }
+                }
+                if constexpr (PacketSharedRadix4) {
+                    if (packet_streaming) {
+                        hierarchical_warp128_packet_streaming_radix4_consumer<
+                            Word, kWriterRows>(
+                            writer_tile,
+                            exchange + warp_group * kExchangeBuffers *
+                                           kExchangeStride,
+                            boundary, ready, transform, row_base, packet_wave_q,
+                            packet_poll_sleep, packet_readiness_mode,
+                            packet_compute_layout,
+                            packet_fold_wave_barriers,
+                            root_powers, root_powers_shoup, op);
+                    } else {
+                        hierarchical_warp128_packet_shared_radix4<
+                            Word, true, kWriterRows>(
+                            writer_tile, row_base, root_powers,
+                            root_powers_shoup, op);
+                    }
+                } else if constexpr (WarpPipeline) {
+                    hierarchical_warp128_static_io_packet_online<
+                        Word, true, kWriterRows>(
+                        exchange, writer_tile, row_base, root_powers,
+                        root_powers_shoup, pipeline_flags, op);
+                } else {
+                    for (std::uint32_t writer_row = 0;
+                         writer_row < kWriterRows; ++writer_row) {
+                        const std::uint32_t row = row_base + writer_row;
+                        if constexpr (WarpCooperative) {
+                            hierarchical_warp128_cooperative_static_io_row<
+                                Word, true, kWriterRows>(
+                                exchange, row, quarter, writer_tile,
+                                writer_row, root_powers, root_powers_shoup, op);
+                        } else if constexpr (WarpTileLog == 8) {
+                            hierarchical_warp256_row<Word, true, StaticWriter,
+                                                     StaticReader, WriterRows,
+                                                     CoefficientReuseStages>(
+                                boundary, output,
+                                exchange + warp_group * kExchangeBuffers *
+                                               kExchangeStride,
+                                transform * kN, row, quarter, writer_tile,
+                                writer_row, root_powers, root_powers_shoup,
+                                op);
+                        } else {
+                            hierarchical_warp_small_static_io_row<
+                                Word, true, kWriterRows, WarpTileLog,
+                                CoefficientReuseStages, VectorRadix4Prefix,
+                                PackedStage6, DistributedPackedStage6>(
+                                exchange + warp_group * kExchangeBuffers *
+                                               kExchangeStride,
+                                row, quarter, writer_tile, writer_row,
+                                root_powers, root_powers_shoup, op);
+                        }
+                    }
+                }
+            } else {
+                if (lane == 0 && quarter == 0 && !trace_started) {
+                    atomicMin(trace, streaming_globaltimer());
+                    trace_started = true;
+                }
+                if constexpr (StaticReader) {
+                    for (std::uint32_t index = group_thread;
+                         index < kLocalN * kWriterRows; index += 128U) {
+                        const std::uint32_t first_index =
+                            index / kWriterRows;
+                        const std::uint32_t logical_row =
+                            index % kWriterRows;
+                        const std::uint32_t local =
+                            __brev(first_index) >> 22;
+                        const Word value = input[
+                            transform * kN +
+                            static_cast<std::uint64_t>(first_index) * kLocalN +
+                            row_base + logical_row];
+                        if constexpr (kRowMajorIo) {
+                            writer_tile[
+                                hierarchical_warp256_io_index<kWriterRows>(
+                                    logical_row, local)] = value;
+                        } else {
+                            const std::uint32_t major =
+                                hierarchical_warp256_io_swizzle(local);
+                            const std::uint32_t physical_row =
+                                logical_row ^ (major & (kWriterRows - 1U));
+                            writer_tile[major * kWriterRows + physical_row] =
+                                value;
+                        }
+                    }
+                    hierarchical_warp_group_barrier(warp_group + 1U);
+                }
+                if constexpr (PacketSharedRadix4) {
+                    hierarchical_warp128_packet_shared_radix4<
+                        Word, false, kWriterRows>(
+                        writer_tile, row_base, root_powers,
+                        root_powers_shoup, op);
+                } else if constexpr (WarpPipeline) {
+                    hierarchical_warp128_static_io_packet_online<
+                        Word, false, kWriterRows>(
+                        exchange, writer_tile, row_base, root_powers,
+                        root_powers_shoup, pipeline_flags, op);
+                } else {
+                    for (std::uint32_t writer_row = 0;
+                         writer_row < kWriterRows; ++writer_row) {
+                        const std::uint32_t physical_row =
+                            row_base + writer_row;
+                        const std::uint32_t row = StaticReader
+                            ? physical_row : StaticWriter
+                            ? __brev(physical_row) >> 22 : physical_row;
+                        if constexpr (WarpCooperative) {
+                            hierarchical_warp128_cooperative_static_io_row<
+                                Word, false, kWriterRows>(
+                                exchange, row, quarter, writer_tile,
+                                writer_row, root_powers, root_powers_shoup, op);
+                        } else if constexpr (WarpTileLog == 8) {
+                            hierarchical_warp256_row<Word, false, StaticWriter,
+                                                     StaticReader, WriterRows,
+                                                     CoefficientReuseStages>(
+                                input, boundary,
+                                exchange + warp_group * kExchangeBuffers *
+                                               kExchangeStride,
+                                transform * kN, row, quarter, writer_tile,
+                                writer_row, root_powers, root_powers_shoup,
+                                op);
+                        } else {
+                            hierarchical_warp_small_static_io_row<
+                                Word, false, kWriterRows, WarpTileLog,
+                                CoefficientReuseStages, VectorRadix4Prefix,
+                                PackedStage6, DistributedPackedStage6>(
+                                exchange + warp_group * kExchangeBuffers *
+                                               kExchangeStride,
+                                row, quarter, writer_tile, writer_row,
+                                root_powers, root_powers_shoup, op);
+                        }
+                    }
+                }
+            }
+            if constexpr (StaticWriter) {
+                hierarchical_warp_group_barrier(warp_group + 1U);
+                Word* destination = consumer_role ? output : boundary;
+                for (std::uint32_t index = group_thread;
+                     index < kLocalN * kWriterRows; index += 128U) {
+                    const std::uint32_t local = index / kWriterRows;
+                    const std::uint32_t logical_row = index % kWriterRows;
+                    Word staged;
+                    if constexpr (kRowMajorIo) {
+                        staged = writer_tile[
+                            hierarchical_warp256_io_index<kWriterRows>(
+                                logical_row, local)];
+                    } else {
+                        const std::uint32_t major = StaticReader
+                            ? hierarchical_warp256_io_swizzle(local) : local;
+                        const std::uint32_t staged_row =
+                            logical_row ^ (major & (kWriterRows - 1U));
+                        staged = writer_tile[
+                            major * kWriterRows + staged_row];
+                    }
+                    destination[
+                        transform * kN +
+                        static_cast<std::uint64_t>(local) * kLocalN +
+                        row_base + logical_row] =
+                        staged;
+                }
+                hierarchical_warp_group_barrier(warp_group + 1U);
+            }
+            if (!consumer_role && lane == 0 && quarter == 0) {
+                if (packet_streaming) {
+                    if (packet_readiness_mode != 0U) {
+                        const std::uint32_t word = row_packet >> 5;
+                        const std::uint32_t bit = 1U << (row_packet & 31U);
+                        cuda::atomic_ref<unsigned int,
+                                         cuda::thread_scope_device>
+                            packet_ready(ready[transform * 8U + word]);
+                        packet_ready.fetch_or(bit,
+                                              cuda::memory_order_release);
+                    } else {
+                        cuda::atomic_ref<unsigned int,
+                                         cuda::thread_scope_device>
+                            packet_ready(
+                                ready[transform * row_packets + row_packet]);
+                        packet_ready.store(1U, cuda::memory_order_release);
+                    }
+                } else {
+                    cuda::atomic_ref<unsigned int,
+                                     cuda::thread_scope_device>
+                        readiness(ready[transform]);
+                    readiness.fetch_add(kWriterRows,
+                                        cuda::memory_order_release);
+                }
+            }
+        }
+    }
+    if (lane == 0 && quarter == 0 && trace_started) {
+        atomicMax(trace + (consumer_role ? 3 : 1), streaming_globaltimer());
+    }
+}
+
+template <typename Word, std::uint32_t WarpGroups, bool StaticWriter = false,
+          bool StaticReader = false, std::uint32_t WriterRows = 0,
+          std::uint32_t WarpTileLog = 8,
+          std::uint32_t CoefficientReuseStages = 0,
+          bool VectorRadix4Prefix = false, bool PackedStage6 = false,
+          bool DistributedPackedStage6 = false,
+          bool PacketSharedRadix4 = false>
+__global__ void hierarchical_homogeneous_warp256_10x10_kernel(
+    const Word* input, Word* output, Word* boundary, unsigned int* ready,
+    std::uint64_t transforms, const Word* root_powers,
+    const Word* root_powers_shoup, unsigned long long* trace,
+    std::uint32_t producer_blocks, std::uint32_t producer_data_time,
+    std::uint32_t consumer_data_time, std::uint32_t packet_wave_q,
+    std::uint32_t packet_poll_sleep, std::uint32_t packet_readiness_mode,
+    std::uint32_t packet_compute_layout,
+    std::uint32_t packet_fold_wave_barriers, NttStageOperatorT<Word> op) {
+    extern __shared__ __align__(16) unsigned char storage[];
+    hierarchical_homogeneous_warp256_10x10_body<
+        Word, WarpGroups, StaticWriter, StaticReader, WriterRows, WarpTileLog,
+        false, false, CoefficientReuseStages, VectorRadix4Prefix, PackedStage6,
+        DistributedPackedStage6, PacketSharedRadix4>(
+        input, output, boundary, ready, transforms, root_powers,
+        root_powers_shoup, trace, producer_blocks, producer_data_time,
+        consumer_data_time, packet_wave_q, packet_poll_sleep,
+        packet_readiness_mode, packet_compute_layout,
+        packet_fold_wave_barriers, op, storage);
+}
+
+template <typename Word, std::uint32_t WarpGroups, bool StaticWriter = false,
+          bool StaticReader = false, std::uint32_t WriterRows = 0,
+          std::uint32_t WarpTileLog = 8,
+          std::uint32_t CoefficientReuseStages = 0,
+          bool VectorRadix4Prefix = false, bool PackedStage6 = false,
+          bool DistributedPackedStage6 = false,
+          bool PacketSharedRadix4 = false>
+__global__ __launch_bounds__(128, 4)
+void hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel(
+    const Word* input, Word* output, Word* boundary, unsigned int* ready,
+    std::uint64_t transforms, const Word* root_powers,
+    const Word* root_powers_shoup, unsigned long long* trace,
+    std::uint32_t producer_blocks, std::uint32_t producer_data_time,
+    std::uint32_t consumer_data_time, std::uint32_t packet_wave_q,
+    std::uint32_t packet_poll_sleep, std::uint32_t packet_readiness_mode,
+    std::uint32_t packet_compute_layout,
+    std::uint32_t packet_fold_wave_barriers, NttStageOperatorT<Word> op) {
+    static_assert(WarpGroups == 1 && WarpTileLog < 8);
+    extern __shared__ __align__(16) unsigned char storage[];
+    hierarchical_homogeneous_warp256_10x10_body<
+        Word, WarpGroups, StaticWriter, StaticReader, WriterRows, WarpTileLog,
+        false, false, CoefficientReuseStages, VectorRadix4Prefix, PackedStage6,
+        DistributedPackedStage6, PacketSharedRadix4>(
+        input, output, boundary, ready, transforms, root_powers,
+        root_powers_shoup, trace, producer_blocks, producer_data_time,
+        consumer_data_time, packet_wave_q, packet_poll_sleep,
+        packet_readiness_mode, packet_compute_layout,
+        packet_fold_wave_barriers, op, storage);
+}
+
+template <typename Word, std::uint32_t WarpGroups, bool StaticWriter = false,
+          bool StaticReader = false, std::uint32_t WriterRows = 0,
+          std::uint32_t WarpTileLog = 8,
+          std::uint32_t CoefficientReuseStages = 0,
+          bool VectorRadix4Prefix = false, bool PackedStage6 = false,
+          bool DistributedPackedStage6 = false,
+          bool PacketSharedRadix4 = false>
+__global__ __launch_bounds__(256, 2)
+void hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel(
+    const Word* input, Word* output, Word* boundary, unsigned int* ready,
+    std::uint64_t transforms, const Word* root_powers,
+    const Word* root_powers_shoup, unsigned long long* trace,
+    std::uint32_t producer_blocks, std::uint32_t producer_data_time,
+    std::uint32_t consumer_data_time, std::uint32_t packet_wave_q,
+    std::uint32_t packet_poll_sleep, std::uint32_t packet_readiness_mode,
+    std::uint32_t packet_compute_layout,
+    std::uint32_t packet_fold_wave_barriers, NttStageOperatorT<Word> op) {
+    static_assert(WarpGroups == 2 && WarpTileLog < 8);
+    extern __shared__ __align__(16) unsigned char storage[];
+    hierarchical_homogeneous_warp256_10x10_body<
+        Word, WarpGroups, StaticWriter, StaticReader, WriterRows, WarpTileLog,
+        false, false, CoefficientReuseStages, VectorRadix4Prefix, PackedStage6,
+        DistributedPackedStage6, PacketSharedRadix4>(
+        input, output, boundary, ready, transforms, root_powers,
+        root_powers_shoup, trace, producer_blocks, producer_data_time,
+        consumer_data_time, packet_wave_q, packet_poll_sleep,
+        packet_readiness_mode, packet_compute_layout,
+        packet_fold_wave_barriers, op, storage);
+}
+
+template <typename Word, std::uint32_t WarpGroups, bool StaticWriter = false,
+          bool StaticReader = false, std::uint32_t WriterRows = 0,
+          std::uint32_t WarpTileLog = 7>
+__global__ __launch_bounds__(128, 4)
+void hierarchical_homogeneous_warp_small_pipeline_10x10_kernel(
+    const Word* input, Word* output, Word* boundary, unsigned int* ready,
+    std::uint64_t transforms, const Word* root_powers,
+    const Word* root_powers_shoup, unsigned long long* trace,
+    std::uint32_t producer_blocks, std::uint32_t producer_data_time,
+    std::uint32_t consumer_data_time, std::uint32_t packet_wave_q,
+    std::uint32_t packet_poll_sleep, std::uint32_t packet_readiness_mode,
+    std::uint32_t packet_compute_layout,
+    std::uint32_t packet_fold_wave_barriers, NttStageOperatorT<Word> op) {
+    static_assert(WarpGroups == 1 && WarpTileLog < 8);
+    extern __shared__ __align__(16) unsigned char storage[];
+    hierarchical_homogeneous_warp256_10x10_body<
+        Word, WarpGroups, StaticWriter, StaticReader, WriterRows, WarpTileLog,
+        true>(input, output, boundary, ready, transforms, root_powers,
+              root_powers_shoup, trace, producer_blocks, producer_data_time,
+              consumer_data_time, packet_wave_q, packet_poll_sleep,
+              packet_readiness_mode, packet_compute_layout,
+              packet_fold_wave_barriers, op, storage);
+}
+
+template <typename Word, std::uint32_t WarpGroups, bool StaticWriter = false,
+          bool StaticReader = false, std::uint32_t WriterRows = 0,
+          std::uint32_t WarpTileLog = 7>
+__global__ __launch_bounds__(128, 4)
+void hierarchical_homogeneous_warp128_cooperative_occupancy4_10x10_kernel(
+    const Word* input, Word* output, Word* boundary, unsigned int* ready,
+    std::uint64_t transforms, const Word* root_powers,
+    const Word* root_powers_shoup, unsigned long long* trace,
+    std::uint32_t producer_blocks, std::uint32_t producer_data_time,
+    std::uint32_t consumer_data_time, std::uint32_t packet_wave_q,
+    std::uint32_t packet_poll_sleep, std::uint32_t packet_readiness_mode,
+    std::uint32_t packet_compute_layout,
+    std::uint32_t packet_fold_wave_barriers, NttStageOperatorT<Word> op) {
+    static_assert(WarpGroups == 1 && WarpTileLog == 7);
+    extern __shared__ __align__(16) unsigned char storage[];
+    hierarchical_homogeneous_warp256_10x10_body<
+        Word, WarpGroups, StaticWriter, StaticReader, WriterRows, WarpTileLog,
+        false, true>(input, output, boundary, ready, transforms, root_powers,
+                     root_powers_shoup, trace, producer_blocks,
+                     producer_data_time, consumer_data_time, packet_wave_q,
+                     packet_poll_sleep, packet_readiness_mode,
+                     packet_compute_layout, packet_fold_wave_barriers, op,
+                     storage);
+}
+
+template <typename Word, std::uint32_t WarpGroups, bool StaticWriter = false,
+          bool StaticReader = false, std::uint32_t WriterRows = 0,
+          std::uint32_t WarpTileLog = 7>
+__global__ __launch_bounds__(128, 3)
+void hierarchical_homogeneous_warp128_cooperative_occupancy3_10x10_kernel(
+    const Word* input, Word* output, Word* boundary, unsigned int* ready,
+    std::uint64_t transforms, const Word* root_powers,
+    const Word* root_powers_shoup, unsigned long long* trace,
+    std::uint32_t producer_blocks, std::uint32_t producer_data_time,
+    std::uint32_t consumer_data_time, std::uint32_t packet_wave_q,
+    std::uint32_t packet_poll_sleep, std::uint32_t packet_readiness_mode,
+    std::uint32_t packet_compute_layout,
+    std::uint32_t packet_fold_wave_barriers, NttStageOperatorT<Word> op) {
+    static_assert(WarpGroups == 1 && WarpTileLog == 7);
+    extern __shared__ __align__(16) unsigned char storage[];
+    hierarchical_homogeneous_warp256_10x10_body<
+        Word, WarpGroups, StaticWriter, StaticReader, WriterRows, WarpTileLog,
+        false, true>(input, output, boundary, ready, transforms, root_powers,
+                     root_powers_shoup, trace, producer_blocks,
+                     producer_data_time, consumer_data_time, packet_wave_q,
+                     packet_poll_sleep, packet_readiness_mode,
+                     packet_compute_layout, packet_fold_wave_barriers, op,
+                     storage);
+}
+
+template <typename Word, std::uint32_t FirstLogN, std::uint32_t SecondLogN,
+          std::uint32_t ThirdLogN, std::uint32_t RowsPerBlock>
+__global__ void hierarchical_streaming_three_level_kernel(
+    const Word* input, Word* output, Word* boundary0, Word* boundary1,
+    unsigned int* ready0, unsigned int* ready1, std::uint64_t transforms,
+    const Word* root_powers, const Word* root_powers_shoup,
+    unsigned long long* trace, std::uint32_t segment0_blocks,
+    std::uint32_t segment1_blocks, NttStageOperatorT<Word> op) {
+    namespace cg = cooperative_groups;
+    static_assert(FirstLogN + SecondLogN + ThirdLogN == 20);
+    static_assert(FirstLogN >= 6 && FirstLogN <= 8);
+    static_assert(SecondLogN >= 6 && SecondLogN <= 8);
+    static_assert(ThirdLogN >= 6 && ThirdLogN <= 8);
+    constexpr std::uint32_t kN = 1U << 20;
+    constexpr std::uint32_t kFirstN = 1U << FirstLogN;
+    constexpr std::uint32_t kSecondN = 1U << SecondLogN;
+    constexpr std::uint32_t kThirdN = 1U << ThirdLogN;
+    constexpr std::uint32_t kFirstStride = kFirstN + 1;
+    constexpr std::uint32_t kSecondStride = kSecondN + 1;
+    constexpr std::uint32_t kThirdStride = kThirdN + 1;
+    constexpr std::uint32_t kFirstGroups = kFirstN / RowsPerBlock;
+    constexpr std::uint32_t kSecondGroups = kSecondN / RowsPerBlock;
+    extern __shared__ __align__(16) unsigned char storage[];
+    Word* state = reinterpret_cast<Word*>(storage);
+
+    for (std::uint64_t index = static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+         index < transforms * kThirdN;
+         index += static_cast<std::uint64_t>(gridDim.x) * blockDim.x) {
+        ready0[index] = 0;
+    }
+    for (std::uint64_t index = static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+         index < transforms * kFirstN;
+         index += static_cast<std::uint64_t>(gridDim.x) * blockDim.x) {
+        ready1[index] = 0;
+    }
+    for (std::uint32_t index = blockIdx.x * blockDim.x + threadIdx.x;
+         index < 6; index += gridDim.x * blockDim.x) {
+        trace[index] = (index & 1U) == 0 ? ~0ULL : 0ULL;
+    }
+    cg::this_grid().sync();
+
+    const std::uint32_t segment2_blocks = gridDim.x - segment0_blocks - segment1_blocks;
+    const std::uint32_t role_blocks[3] = {
+        segment0_blocks, segment1_blocks, segment2_blocks};
+    std::uint32_t segment = 0;
+    std::uint32_t role_block = 0;
+    std::uint32_t launch_slot = blockIdx.x;
+    bool role_found = false;
+    for (std::uint32_t round = 0; !role_found; ++round) {
+#pragma unroll
+        for (std::uint32_t candidate = 0; candidate < 3; ++candidate) {
+            if (round < role_blocks[candidate]) {
+                if (launch_slot == 0) {
+                    segment = candidate;
+                    role_block = round;
+                    role_found = true;
+                    break;
+                }
+                --launch_slot;
+            }
+        }
+    }
+
+    const std::uint32_t groups_per_transform =
+        segment == 0 ? kThirdN * kSecondGroups
+                     : segment == 1 ? kThirdN * kFirstGroups
+                                    : kFirstN * kSecondGroups;
+    const std::uint64_t total_groups = transforms * groups_per_transform;
+    bool trace_started = false;
+
+    for (std::uint64_t group = role_block; group < total_groups;
+         group += role_blocks[segment]) {
+        const std::uint64_t transform = group / groups_per_transform;
+        const std::uint32_t within = static_cast<std::uint32_t>(
+            group - transform * groups_per_transform);
+        const std::uint64_t transform_base = transform * kN;
+
+        if (segment == 0) {
+            const std::uint32_t wave = within / kSecondGroups;
+            const std::uint32_t row_base =
+                (within % kSecondGroups) * RowsPerBlock;
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kFirstN; linear += blockDim.x) {
+                const std::uint32_t row = linear / kFirstN;
+                const std::uint32_t element = linear - row * kFirstN;
+                const std::uint32_t remainder =
+                    (row_base + row) * kThirdN + wave;
+                const std::uint32_t reversed =
+                    __brev(element) >> (32 - FirstLogN);
+                state[row * kFirstStride + reversed] =
+                    input[transform_base + static_cast<std::uint64_t>(element) *
+                                               (kSecondN * kThirdN) + remainder];
+            }
+            __syncthreads();
+            if (threadIdx.x == 0 && !trace_started) {
+                atomicMin(trace, streaming_globaltimer());
+                trace_started = true;
+            }
+            detail::hierarchical_resident_radix4<false, Word, FirstLogN,
+                                                  RowsPerBlock>(
+                state, op);
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kFirstN; linear += blockDim.x) {
+                const std::uint32_t row = linear / kFirstN;
+                const std::uint32_t frequency = linear - row * kFirstN;
+                const std::uint32_t remainder =
+                    (row_base + row) * kThirdN + wave;
+                const std::uint64_t exponent =
+                    static_cast<std::uint64_t>(frequency) * remainder;
+                const Word value = op.multiply(
+                    state[row * kFirstStride + frequency], root_powers[exponent],
+                    root_powers_shoup[exponent]);
+                boundary0[transform_base + static_cast<std::uint64_t>(frequency) *
+                                                (kSecondN * kThirdN) + remainder] = value;
+            }
+            __syncthreads();
+            if (threadIdx.x == 0) {
+                cuda::atomic_ref<unsigned int, cuda::thread_scope_device> readiness(
+                    ready0[transform * kThirdN + wave]);
+                readiness.fetch_add(RowsPerBlock, cuda::memory_order_release);
+            }
+        } else if (segment == 1) {
+            const std::uint32_t wave = within / kFirstGroups;
+            const std::uint32_t prefix_base =
+                (within % kFirstGroups) * RowsPerBlock;
+            if (threadIdx.x == 0) {
+                cuda::atomic_ref<unsigned int, cuda::thread_scope_device> readiness(
+                    ready0[transform * kThirdN + wave]);
+                while (readiness.load(cuda::memory_order_acquire) < kSecondN) {
+#if __CUDA_ARCH__ >= 700
+                    __nanosleep(64);
+#endif
+                }
+            }
+            __syncthreads();
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kSecondN; linear += blockDim.x) {
+                const std::uint32_t row = linear / kSecondN;
+                const std::uint32_t element = linear - row * kSecondN;
+                const std::uint32_t prefix = prefix_base + row;
+                const std::uint64_t logical =
+                    (static_cast<std::uint64_t>(prefix) * kSecondN + element) *
+                        kThirdN + wave;
+                const std::uint32_t reversed =
+                    __brev(element) >> (32 - SecondLogN);
+                state[row * kSecondStride + reversed] =
+                    boundary0[transform_base + logical];
+            }
+            __syncthreads();
+            if (threadIdx.x == 0 && !trace_started) {
+                atomicMin(trace + 2, streaming_globaltimer());
+                trace_started = true;
+            }
+            detail::hierarchical_resident_radix4<false, Word, SecondLogN,
+                                                  RowsPerBlock>(
+                state, op);
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kSecondN; linear += blockDim.x) {
+                const std::uint32_t row = linear / kSecondN;
+                const std::uint32_t frequency = linear - row * kSecondN;
+                const std::uint32_t prefix = prefix_base + row;
+                const std::uint64_t exponent =
+                    static_cast<std::uint64_t>(kFirstN) * frequency * wave;
+                const Word value = op.multiply(
+                    state[row * kSecondStride + frequency], root_powers[exponent],
+                    root_powers_shoup[exponent]);
+                const std::uint64_t logical =
+                    (static_cast<std::uint64_t>(prefix) * kSecondN + frequency) *
+                        kThirdN + wave;
+                boundary1[transform_base + logical] = value;
+            }
+            __syncthreads();
+            if (threadIdx.x < RowsPerBlock) {
+                cuda::atomic_ref<unsigned int, cuda::thread_scope_device> readiness(
+                    ready1[transform * kFirstN + prefix_base + threadIdx.x]);
+                readiness.fetch_add(1U, cuda::memory_order_release);
+            }
+        } else {
+            const std::uint32_t upper = within / kSecondGroups;
+            const std::uint32_t lower_base =
+                (within % kSecondGroups) * RowsPerBlock;
+            if (threadIdx.x == 0) {
+                cuda::atomic_ref<unsigned int, cuda::thread_scope_device> readiness(
+                    ready1[transform * kFirstN + upper]);
+                while (readiness.load(cuda::memory_order_acquire) < kThirdN) {
+#if __CUDA_ARCH__ >= 700
+                    __nanosleep(64);
+#endif
+                }
+            }
+            __syncthreads();
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kThirdN; linear += blockDim.x) {
+                const std::uint32_t row = linear / kThirdN;
+                const std::uint32_t element = linear - row * kThirdN;
+                const std::uint32_t prefix =
+                    upper * kSecondN + lower_base + row;
+                const std::uint32_t reversed =
+                    __brev(element) >> (32 - ThirdLogN);
+                state[row * kThirdStride + reversed] =
+                    boundary1[transform_base + static_cast<std::uint64_t>(prefix) *
+                                                  kThirdN + element];
+            }
+            __syncthreads();
+            if (threadIdx.x == 0 && !trace_started) {
+                atomicMin(trace + 4, streaming_globaltimer());
+                trace_started = true;
+            }
+            detail::hierarchical_resident_radix4<false, Word, ThirdLogN,
+                                                  RowsPerBlock>(
+                state, op);
+            for (std::uint32_t linear = threadIdx.x;
+                 linear < RowsPerBlock * kThirdN; linear += blockDim.x) {
+                const std::uint32_t row = linear / kThirdN;
+                const std::uint32_t frequency = linear - row * kThirdN;
+                const std::uint32_t lower = lower_base + row;
+                const std::uint32_t reordered =
+                    upper + (lower << FirstLogN) +
+                    (frequency << (FirstLogN + SecondLogN));
+                output[transform_base + reordered] =
+                    op.finalize(state[row * kThirdStride + frequency], kN);
+            }
+            __syncthreads();
+        }
+    }
+
+    if (threadIdx.x == 0 && trace_started) {
+        atomicMax(trace + 2 * segment + 1, streaming_globaltimer());
+    }
+}
+
+template <std::uint32_t StageSpace, bool NamedBarrier>
+void launch_stage_pipeline_ntt256(const PlanConfig& config, const std::uint64_t* input, std::uint64_t* output,
+                                  const std::uint64_t* twiddles, const std::uint64_t* twiddles_shoup) {
+    constexpr std::uint32_t kPipelines         = 8 / StageSpace;
+    constexpr std::uint32_t kTokensPerPipeline = 2;
+    const std::uint64_t     tiles              = config.batch;
+    const std::uint32_t     blocks = static_cast<std::uint32_t>((tiles + kPipelines * kTokensPerPipeline - 1) /
+                                                             (kPipelines * kTokensPerPipeline));
+    for (std::uint32_t stage_base = 0; stage_base < 8; stage_base += StageSpace) {
+        const std::uint64_t* stage_input = stage_base == 0 ? input : output;
+        constexpr std::size_t kHandoffPadding = NamedBarrier ? 16 * sizeof(int) : 0;
+        const NttStageOperator op{twiddles, twiddles_shoup, config.modulus, 1, 0};
+        detail::stage_pipeline_256_kernel<NttStageOperator, StageSpace, NamedBarrier><<<blocks, 256, kHandoffPadding, active_stream>>>(
+            stage_input, output, tiles, stage_base, 256, 256, 1, op);
+        CUNTT_CUDA_CHECK(cudaGetLastError());
+    }
+}
+
+__global__ void bit_reverse_copy_kernel(const std::uint64_t* input, std::uint64_t* output, std::uint64_t total_points, std::uint32_t log_n) {
+    const std::uint64_t global_index = static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+    if (global_index >= total_points) {
+        return;
+    }
+    const std::uint64_t n              = 1ULL << log_n;
+    const std::uint64_t local_index    = global_index & (n - 1);
+    const std::uint32_t reversed       = __brev(static_cast<std::uint32_t>(local_index)) >> (32 - log_n);
+    const std::uint64_t batch_index    = global_index >> log_n;
+    output[batch_index * n + reversed] = input[global_index];
+}
+
+__device__ __forceinline__ void compact_butterfly(std::uint64_t& left, std::uint64_t& right, std::uint64_t root, std::uint64_t root_shoup,
+                                                  std::uint64_t modulus) {
+    const std::uint64_t u   = left;
+    const std::uint64_t v   = mul_shoup(right, root, root_shoup, modulus);
+    const std::uint64_t sum = u + v;
+    left                    = sum >= modulus ? sum - modulus : sum;
+    right                   = u >= v ? u - v : modulus + u - v;
+}
+
+template <std::uint32_t BlockX, std::uint32_t BlockY, std::uint32_t LogM, std::uint32_t OuterIterations, bool LastKernel, bool NaturalOutput = false>
+__global__ void compact_stage_kernel(const std::uint64_t* input, std::uint64_t* output, const std::uint64_t* roots, std::uint64_t modulus,
+                                     const std::uint64_t* roots_shoup) {
+    constexpr std::uint32_t kLogN        = 20;
+    constexpr std::uint32_t kSharedIndex = 8;
+    constexpr std::uint32_t kPoints      = BlockX * BlockY;
+    static_assert(kPoints == 256);
+
+    __shared__ std::uint64_t shared[2 * kPoints];
+
+    const std::uint32_t thread_x       = threadIdx.x;
+    const std::uint32_t thread_y       = threadIdx.y;
+    const std::uint32_t offset         = 1U << (kLogN - LogM - 1);
+    const std::uint32_t stride         = offset >> (OuterIterations - 1);
+    const std::uint64_t global_address = thread_x + static_cast<std::uint64_t>(thread_y) * stride + static_cast<std::uint64_t>(BlockX) * blockIdx.x +
+                                         static_cast<std::uint64_t>(2U * blockIdx.y) * offset + (static_cast<std::uint64_t>(blockIdx.z) << kLogN);
+    const std::uint32_t omega_address  = thread_x + thread_y * stride + BlockX * blockIdx.x + blockIdx.y * offset;
+    const std::uint32_t shared_address = thread_x + thread_y * BlockX;
+
+    shared[shared_address]           = input[global_address];
+    shared[shared_address + kPoints] = input[global_address + offset];
+
+    std::uint32_t distance          = 1U << kSharedIndex;
+    std::int32_t  distance_log      = kSharedIndex;
+    std::int32_t  root_shift        = kLogN - LogM - 1;
+    std::uint32_t butterfly_address = ((shared_address >> distance_log) << distance_log) + shared_address;
+
+    if constexpr (!LastKernel) {
+#pragma unroll
+        for (std::uint32_t iteration = 0; iteration < OuterIterations; ++iteration) {
+            __syncthreads();
+            const std::uint32_t root_index = omega_address >> root_shift;
+            compact_butterfly(shared[butterfly_address], shared[butterfly_address + distance], roots[root_index], roots_shoup[root_index], modulus);
+            distance >>= 1;
+            --distance_log;
+            --root_shift;
+            butterfly_address = ((shared_address >> distance_log) << distance_log) + shared_address;
+        }
+        __syncthreads();
+    } else {
+#pragma unroll
+        for (std::uint32_t iteration = 0; iteration < kSharedIndex - 5; ++iteration) {
+            __syncthreads();
+            const std::uint32_t root_index = omega_address >> root_shift;
+            compact_butterfly(shared[butterfly_address], shared[butterfly_address + distance], roots[root_index], roots_shoup[root_index], modulus);
+            distance >>= 1;
+            --distance_log;
+            --root_shift;
+            butterfly_address = ((shared_address >> distance_log) << distance_log) + shared_address;
+        }
+        __syncthreads();
+#pragma unroll
+        for (std::uint32_t iteration = 0; iteration < 6; ++iteration) {
+            const std::uint32_t root_index = omega_address >> root_shift;
+            compact_butterfly(shared[butterfly_address], shared[butterfly_address + distance], roots[root_index], roots_shoup[root_index], modulus);
+            distance >>= 1;
+            --distance_log;
+            --root_shift;
+            if (iteration + 1 < 6) {
+                butterfly_address = ((shared_address >> distance_log) << distance_log) + shared_address;
+            }
+        }
+        __syncthreads();
+    }
+
+    if constexpr (NaturalOutput) {
+        const std::uint64_t transform_base       = static_cast<std::uint64_t>(blockIdx.z) << kLogN;
+        const std::uint32_t local_address        = static_cast<std::uint32_t>(global_address - transform_base);
+        const std::uint32_t first_reversed       = __brev(local_address) >> (32 - kLogN);
+        const std::uint32_t second_reversed      = __brev(local_address + offset) >> (32 - kLogN);
+        output[transform_base + first_reversed]  = shared[shared_address];
+        output[transform_base + second_reversed] = shared[shared_address + kPoints];
+    } else {
+        output[global_address]          = shared[shared_address];
+        output[global_address + offset] = shared[shared_address + kPoints];
+    }
+}
+
+void launch_compact_stage_log20(const PlanConfig& config, const std::uint64_t* input, std::uint64_t* output, const std::uint64_t* roots,
+                                const std::uint64_t* roots_shoup, std::uint64_t* natural_output) {
+    const auto batch = static_cast<unsigned int>(config.batch);
+
+    compact_stage_kernel<16, 16, 0, 5, false><<<dim3(2048, 1, batch), dim3(16, 16), 0, active_stream>>>(input, output, roots, config.modulus,
+                                                                                                        roots_shoup);
+    CUNTT_CUDA_CHECK(cudaGetLastError());
+    compact_stage_kernel<8, 32, 5, 6, false><<<dim3(64, 32, batch), dim3(8, 32), 0, active_stream>>>(output, output, roots, config.modulus,
+                                                                                                     roots_shoup);
+    CUNTT_CUDA_CHECK(cudaGetLastError());
+    if (natural_output != nullptr) {
+        compact_stage_kernel<256, 1, 11, 9, true, true>
+            <<<dim3(1, 2048, batch), dim3(256, 1), 0, active_stream>>>(output, natural_output, roots, config.modulus, roots_shoup);
+    } else {
+        compact_stage_kernel<256, 1, 11, 9, true><<<dim3(1, 2048, batch), dim3(256, 1), 0, active_stream>>>(output, output, roots, config.modulus,
+                                                                                                          roots_shoup);
+    }
+    CUNTT_CUDA_CHECK(cudaGetLastError());
+}
+
+__global__ void stage_kernel(std::uint64_t* values, std::uint64_t butterflies_per_transform, std::uint64_t total_butterflies, std::uint64_t n,
+                             std::uint64_t half, std::uint64_t twiddle_offset, const std::uint64_t* twiddles, const std::uint64_t* twiddles_shoup,
+                             std::uint64_t modulus) {
+    const std::uint64_t global_index = static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+    if (global_index >= total_butterflies) {
+        return;
+    }
+
+    const std::uint64_t batch_index     = global_index / butterflies_per_transform;
+    const std::uint64_t local_butterfly = global_index - batch_index * butterflies_per_transform;
+    const std::uint64_t group           = local_butterfly / half;
+    const std::uint64_t offset          = local_butterfly - group * half;
+    const std::uint64_t left_index      = batch_index * n + group * (half << 1) + offset;
+    const std::uint64_t right_index     = left_index + half;
+
+    std::uint64_t left  = values[left_index];
+    std::uint64_t right = values[right_index];
+    butterfly(left, right, twiddles[twiddle_offset + offset], twiddles_shoup[twiddle_offset + offset], modulus);
+    values[left_index]  = left;
+    values[right_index] = right;
+}
+
+__global__ void tile_kernel(std::uint64_t* values, std::uint32_t tile_log, const std::uint64_t* twiddles, const std::uint64_t* twiddles_shoup,
+                            std::uint64_t modulus) {
+    __shared__ std::uint64_t tile[256];
+
+    const std::uint32_t tile_size = 1U << tile_log;
+    const std::uint64_t base      = static_cast<std::uint64_t>(blockIdx.x) * tile_size;
+    for (std::uint32_t i = threadIdx.x; i < tile_size; i += blockDim.x) {
+        tile[i] = values[base + i];
+    }
+    __syncthreads();
+
+    for (std::uint32_t stage = 0; stage < tile_log; ++stage) {
+        const std::uint32_t half           = 1U << stage;
+        const std::uint32_t twiddle_offset = half - 1;
+        const std::uint32_t butterflies    = tile_size >> 1;
+        for (std::uint32_t index = threadIdx.x; index < butterflies; index += blockDim.x) {
+            const std::uint32_t group       = index / half;
+            const std::uint32_t offset      = index - group * half;
+            const std::uint32_t left_index  = group * (half << 1) + offset;
+            const std::uint32_t right_index = left_index + half;
+            std::uint64_t       left        = tile[left_index];
+            std::uint64_t       right       = tile[right_index];
+            butterfly(left, right, twiddles[twiddle_offset + offset], twiddles_shoup[twiddle_offset + offset], modulus);
+            tile[left_index]  = left;
+            tile[right_index] = right;
+        }
+        __syncthreads();
+    }
+
+    for (std::uint32_t i = threadIdx.x; i < tile_size; i += blockDim.x) {
+        values[base + i] = tile[i];
+    }
+}
+
+constexpr std::uint32_t kHybridMinLocalLog = 6;
+constexpr std::uint32_t kHybridMaxLocalLog = 10;
+
+template <bool Fused, typename Word>
+__device__ __forceinline__ Word local_twiddle(const Word* standard, const Word* fused, std::uint32_t row_base, std::uint32_t row,
+                                              std::uint32_t local_n, std::uint32_t index) {
+    if constexpr (Fused) {
+        return fused[(row_base + row) * (local_n - 1) + index];
+    }
+    return standard[index];
+}
+
+template <bool Barrett, bool Fused, typename Word>
+__device__ __forceinline__ Word local_twiddle_shoup(const Word* standard, const Word* fused, std::uint32_t row_base, std::uint32_t row,
+                                                    std::uint32_t local_n, std::uint32_t index) {
+    if constexpr (Barrett) {
+        return 0;
+    }
+    return local_twiddle<Fused>(standard, fused, row_base, row, local_n, index);
+}
+
+template <bool Barrett, typename Word>
+__device__ __forceinline__ void local_butterfly(Word& left, Word& right, Word twiddle, Word twiddle_shoup, Word modulus, std::uint32_t modulus_bits,
+                                                Word barrett_mu) {
+    const Word u = left;
+    Word       v;
+    if constexpr (Barrett) {
+        v = mul_barrett(right, twiddle, modulus, modulus_bits, barrett_mu);
+    } else {
+        v = mul_shoup(right, twiddle, twiddle_shoup, modulus);
+    }
+    const Word sum = u + v;
+    left           = sum >= modulus ? sum - modulus : sum;
+    right          = u >= v ? u - v : modulus + u - v;
+}
+
+template <typename Word, std::uint32_t LocalLog, std::uint32_t RowsPerBlock, ComputeUnit Unit, bool Fused = false, bool Barrett = false>
+__device__ void local_ntt(Word* tiles, const Word* twiddles, const Word* twiddles_shoup, Word modulus, const Word* fused_twiddles = nullptr,
+                          const Word* fused_twiddles_shoup = nullptr, std::uint32_t row_base = 0, std::uint32_t modulus_bits = 0,
+                          Word barrett_mu = 0) {
+    constexpr std::uint32_t local_n = 1U << LocalLog;
+    constexpr std::uint32_t stride  = local_n + 1;
+    if constexpr (Unit == ComputeUnit::Radix2) {
+        constexpr std::uint32_t butterflies_per_row = local_n / 2;
+        for (std::uint32_t stage = 0; stage < LocalLog; ++stage) {
+            const std::uint32_t half           = 1U << stage;
+            const std::uint32_t twiddle_offset = half - 1;
+            for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * butterflies_per_row; linear += blockDim.x) {
+                const std::uint32_t row         = linear / butterflies_per_row;
+                const std::uint32_t local       = linear - row * butterflies_per_row;
+                const std::uint32_t group       = local / half;
+                const std::uint32_t offset      = local - group * half;
+                const std::uint32_t left_index  = row * stride + group * (half << 1) + offset;
+                const std::uint32_t right_index = left_index + half;
+                Word                left        = tiles[left_index];
+                Word                right       = tiles[right_index];
+                local_butterfly<Barrett>(
+                    left, right, local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_offset + offset),
+                    local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n, twiddle_offset + offset),
+                    modulus, modulus_bits, barrett_mu);
+                tiles[left_index]  = left;
+                tiles[right_index] = right;
+            }
+            __syncthreads();
+        }
+    } else if constexpr (Unit == ComputeUnit::Radix4) {
+        constexpr std::uint32_t radix4_units_per_row = local_n / 4;
+        std::uint32_t           stage                = 0;
+        for (; stage + 1 < LocalLog; stage += 2) {
+            const std::uint32_t half0           = 1U << stage;
+            const std::uint32_t twiddle_offset0 = half0 - 1;
+            const std::uint32_t twiddle_offset1 = (half0 << 1) - 1;
+            for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * radix4_units_per_row; linear += blockDim.x) {
+                const std::uint32_t row      = linear / radix4_units_per_row;
+                const std::uint32_t local    = linear - row * radix4_units_per_row;
+                const std::uint32_t group    = local / half0;
+                const std::uint32_t offset   = local - group * half0;
+                const std::uint32_t i0       = row * stride + group * (half0 << 2) + offset;
+                const std::uint32_t i1       = i0 + half0;
+                const std::uint32_t i2       = i1 + half0;
+                const std::uint32_t i3       = i2 + half0;
+                Word                a        = tiles[i0];
+                Word                b        = tiles[i1];
+                Word                c        = tiles[i2];
+                Word                d        = tiles[i3];
+                const Word          twiddle0 = local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_offset0 + offset);
+                const Word          twiddle0_shoup =
+                    local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n, twiddle_offset0 + offset);
+                local_butterfly<Barrett>(a, b, twiddle0, twiddle0_shoup, modulus, modulus_bits, barrett_mu);
+                local_butterfly<Barrett>(c, d, twiddle0, twiddle0_shoup, modulus, modulus_bits, barrett_mu);
+                local_butterfly<Barrett>(
+                    a, c, local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_offset1 + offset),
+                    local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n, twiddle_offset1 + offset),
+                    modulus, modulus_bits, barrett_mu);
+                local_butterfly<Barrett>(b, d,
+                                         local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_offset1 + half0 + offset),
+                                         local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n,
+                                                                             twiddle_offset1 + half0 + offset),
+                                         modulus, modulus_bits, barrett_mu);
+                tiles[i0] = a;
+                tiles[i1] = b;
+                tiles[i2] = c;
+                tiles[i3] = d;
+            }
+            __syncthreads();
+        }
+        if (stage < LocalLog) {
+            constexpr std::uint32_t butterflies_per_row = local_n / 2;
+            constexpr std::uint32_t half                = 1U << (LocalLog - 1);
+            constexpr std::uint32_t twiddle_offset      = half - 1;
+            for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * butterflies_per_row; linear += blockDim.x) {
+                const std::uint32_t row         = linear / butterflies_per_row;
+                const std::uint32_t offset      = linear - row * butterflies_per_row;
+                const std::uint32_t left_index  = row * stride + offset;
+                const std::uint32_t right_index = left_index + half;
+                Word                left        = tiles[left_index];
+                Word                right       = tiles[right_index];
+                local_butterfly<Barrett>(
+                    left, right, local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_offset + offset),
+                    local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n, twiddle_offset + offset),
+                    modulus, modulus_bits, barrett_mu);
+                tiles[left_index]  = left;
+                tiles[right_index] = right;
+            }
+            __syncthreads();
+        }
+    } else {
+        constexpr std::uint32_t radix8_units_per_row = local_n / 8;
+        std::uint32_t           stage                = 0;
+        for (; stage + 2 < LocalLog; stage += 3) {
+            const std::uint32_t eighth          = 1U << stage;
+            const std::uint32_t twiddle_offset0 = eighth - 1;
+            const std::uint32_t twiddle_offset1 = (eighth << 1) - 1;
+            const std::uint32_t twiddle_offset2 = (eighth << 2) - 1;
+            for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * radix8_units_per_row; linear += blockDim.x) {
+                const std::uint32_t row       = linear / radix8_units_per_row;
+                const std::uint32_t local     = linear - row * radix8_units_per_row;
+                const std::uint32_t group     = local / eighth;
+                const std::uint32_t offset    = local - group * eighth;
+                const std::uint32_t i0        = row * stride + group * (eighth << 3) + offset;
+                const std::uint32_t i1        = i0 + eighth;
+                const std::uint32_t i2        = i1 + eighth;
+                const std::uint32_t i3        = i2 + eighth;
+                const std::uint32_t i4        = i3 + eighth;
+                const std::uint32_t i5        = i4 + eighth;
+                const std::uint32_t i6        = i5 + eighth;
+                const std::uint32_t i7        = i6 + eighth;
+                Word                x0        = tiles[i0];
+                Word                x1        = tiles[i1];
+                Word                x2        = tiles[i2];
+                Word                x3        = tiles[i3];
+                Word                x4        = tiles[i4];
+                Word                x5        = tiles[i5];
+                Word                x6        = tiles[i6];
+                Word                x7        = tiles[i7];
+                const auto          butterfly = [&](Word& left, Word& right, std::uint32_t twiddle_index) {
+                    local_butterfly<Barrett>(
+                        left, right, local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_index),
+                        local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n, twiddle_index), modulus,
+                        modulus_bits, barrett_mu);
+                };
+                butterfly(x0, x1, twiddle_offset0 + offset);
+                butterfly(x2, x3, twiddle_offset0 + offset);
+                butterfly(x4, x5, twiddle_offset0 + offset);
+                butterfly(x6, x7, twiddle_offset0 + offset);
+                butterfly(x0, x2, twiddle_offset1 + offset);
+                butterfly(x1, x3, twiddle_offset1 + eighth + offset);
+                butterfly(x4, x6, twiddle_offset1 + offset);
+                butterfly(x5, x7, twiddle_offset1 + eighth + offset);
+                butterfly(x0, x4, twiddle_offset2 + offset);
+                butterfly(x1, x5, twiddle_offset2 + eighth + offset);
+                butterfly(x2, x6, twiddle_offset2 + 2 * eighth + offset);
+                butterfly(x3, x7, twiddle_offset2 + 3 * eighth + offset);
+                tiles[i0] = x0;
+                tiles[i1] = x1;
+                tiles[i2] = x2;
+                tiles[i3] = x3;
+                tiles[i4] = x4;
+                tiles[i5] = x5;
+                tiles[i6] = x6;
+                tiles[i7] = x7;
+            }
+            __syncthreads();
+        }
+        for (; stage < LocalLog; ++stage) {
+            constexpr std::uint32_t butterflies_per_row = local_n / 2;
+            const std::uint32_t     half                = 1U << stage;
+            const std::uint32_t     twiddle_offset      = half - 1;
+            for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * butterflies_per_row; linear += blockDim.x) {
+                const std::uint32_t row         = linear / butterflies_per_row;
+                const std::uint32_t local       = linear - row * butterflies_per_row;
+                const std::uint32_t group       = local / half;
+                const std::uint32_t offset      = local - group * half;
+                const std::uint32_t left_index  = row * stride + group * (half << 1) + offset;
+                const std::uint32_t right_index = left_index + half;
+                Word                left        = tiles[left_index];
+                Word                right       = tiles[right_index];
+                local_butterfly<Barrett>(
+                    left, right, local_twiddle<Fused>(twiddles, fused_twiddles, row_base, row, local_n, twiddle_offset + offset),
+                    local_twiddle_shoup<Barrett, Fused>(twiddles_shoup, fused_twiddles_shoup, row_base, row, local_n, twiddle_offset + offset),
+                    modulus, modulus_bits, barrett_mu);
+                tiles[left_index]  = left;
+                tiles[right_index] = right;
+            }
+            __syncthreads();
+        }
+    }
+}
+
+template <typename Word, std::uint32_t N2Log, std::uint32_t RowsPerBlock, ComputeUnit Unit, CrossTwiddlePlacement Placement, bool Barrett>
+__global__ void hybrid2d_first_pass_kernel(const Word* input, Word* scratch, const Word* twiddles, const Word* twiddles_shoup,
+                                           const Word* root_powers, const Word* root_powers_shoup, Word modulus, std::uint32_t n1_log,
+                                           std::uint32_t modulus_bits, Word barrett_mu, std::uint32_t log_n) {
+    constexpr std::uint32_t         N2      = 1U << N2Log;
+    const std::uint32_t             n1_size = 1U << n1_log;
+    extern __shared__ unsigned char shared_storage[];
+    Word*                           tiles = reinterpret_cast<Word*>(shared_storage);
+
+    const std::uint32_t blocks_per_transform = n1_size / RowsPerBlock;
+    const std::uint64_t batch_index          = blockIdx.x / blocks_per_transform;
+    const std::uint32_t row_base             = (blockIdx.x % blocks_per_transform) * RowsPerBlock;
+    const std::uint64_t transform_base       = batch_index << log_n;
+
+    for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * N2; linear += blockDim.x) {
+        const std::uint32_t n2           = linear / RowsPerBlock;
+        const std::uint32_t row          = linear - n2 * RowsPerBlock;
+        const std::uint32_t n1           = row_base + row;
+        const std::uint32_t reversed     = __brev(n2) >> (32 - N2Log);
+        tiles[row * (N2 + 1) + reversed] = input[transform_base + static_cast<std::uint64_t>(n2) * n1_size + n1];
+    }
+    __syncthreads();
+
+    local_ntt<Word, N2Log, RowsPerBlock, Unit, false, Barrett>(tiles, twiddles, twiddles_shoup, modulus, nullptr, nullptr, 0, modulus_bits,
+                                                               barrett_mu);
+
+    for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * N2; linear += blockDim.x) {
+        const std::uint32_t k2    = linear / RowsPerBlock;
+        const std::uint32_t row   = linear - k2 * RowsPerBlock;
+        const std::uint32_t n1    = row_base + row;
+        Word                value = tiles[row * (N2 + 1) + k2];
+        if constexpr (Placement == CrossTwiddlePlacement::FirstPass) {
+            const std::uint32_t exponent = n1 * k2;
+            if constexpr (Barrett) {
+                value = mul_barrett(value, root_powers[exponent], modulus, modulus_bits, barrett_mu);
+            } else {
+                value = mul_shoup(value, root_powers[exponent], root_powers_shoup[exponent], modulus);
+            }
+        }
+        scratch[transform_base + static_cast<std::uint64_t>(k2) * n1_size + n1] = value;
+    }
+}
+
+template <typename Word, std::uint32_t N1Log, std::uint32_t RowsPerBlock, ComputeUnit Unit, CrossTwiddlePlacement Placement, bool Barrett>
+__global__ void hybrid2d_second_pass_kernel(const Word* scratch, Word* output, const Word* twiddles, const Word* twiddles_shoup, Word modulus,
+                                            const Word* root_powers, const Word* root_powers_shoup, bool apply_scale, Word scale, Word scale_shoup,
+                                            std::uint32_t modulus_bits, Word barrett_mu, std::uint32_t n2_log, std::uint32_t log_n) {
+    constexpr std::uint32_t         N1 = 1U << N1Log;
+    const std::uint32_t             n2 = 1U << n2_log;
+    extern __shared__ unsigned char shared_storage[];
+    Word*                           tiles = reinterpret_cast<Word*>(shared_storage);
+
+    const std::uint32_t blocks_per_transform = n2 / RowsPerBlock;
+    const std::uint64_t batch_index          = blockIdx.x / blocks_per_transform;
+    const std::uint32_t row_base             = (blockIdx.x % blocks_per_transform) * RowsPerBlock;
+    const std::uint64_t transform_base       = batch_index << log_n;
+
+    for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * N1; linear += blockDim.x) {
+        const std::uint32_t row      = linear / N1;
+        const std::uint32_t n1       = linear - row * N1;
+        const std::uint32_t k2       = row_base + row;
+        const std::uint32_t reversed = __brev(n1) >> (32 - N1Log);
+        Word                value    = scratch[transform_base + static_cast<std::uint64_t>(k2) * N1 + n1];
+        if constexpr (Placement == CrossTwiddlePlacement::SecondPass) {
+            const std::uint32_t exponent = n1 * k2;
+            if constexpr (Barrett) {
+                value = mul_barrett(value, root_powers[exponent], modulus, modulus_bits, barrett_mu);
+            } else {
+                value = mul_shoup(value, root_powers[exponent], root_powers_shoup[exponent], modulus);
+            }
+        }
+        tiles[row * (N1 + 1) + reversed] = value;
+    }
+    __syncthreads();
+
+    if constexpr (Placement == CrossTwiddlePlacement::Fused) {
+        local_ntt<Word, N1Log, RowsPerBlock, Unit, true, Barrett>(tiles, twiddles, twiddles_shoup, modulus, root_powers, root_powers_shoup, row_base,
+                                                                  modulus_bits, barrett_mu);
+    } else {
+        local_ntt<Word, N1Log, RowsPerBlock, Unit, false, Barrett>(tiles, twiddles, twiddles_shoup, modulus, nullptr, nullptr, 0, modulus_bits,
+                                                                   barrett_mu);
+    }
+
+    for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * N1; linear += blockDim.x) {
+        const std::uint32_t k1    = linear / RowsPerBlock;
+        const std::uint32_t row   = linear - k1 * RowsPerBlock;
+        const std::uint32_t k2    = row_base + row;
+        Word                value = tiles[row * (N1 + 1) + k1];
+        if (apply_scale) {
+            if constexpr (Barrett) {
+                value = mul_barrett(value, scale, modulus, modulus_bits, barrett_mu);
+            } else {
+                value = mul_shoup(value, scale, scale_shoup, modulus);
+            }
+        }
+        output[transform_base + static_cast<std::uint64_t>(k1) * n2 + k2] = value;
+    }
+}
+
+__global__ void scale_kernel(std::uint64_t* values, std::uint64_t total_points, std::uint64_t scale, std::uint64_t scale_shoup,
+                             std::uint64_t modulus) {
+    const std::uint64_t global_index = static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
+    if (global_index < total_points) {
+        values[global_index] = mul_shoup(values[global_index], scale, scale_shoup, modulus);
+    }
+}
+
+dim3 grid_for(std::uint64_t work_items, std::uint32_t threads) {
+    const std::uint64_t blocks = (work_items + threads - 1) / threads;
+    if (blocks == 0 || blocks > std::numeric_limits<unsigned int>::max()) {
+        throw std::invalid_argument("CUDA grid dimension is outside the supported range");
+    }
+    return dim3(static_cast<unsigned int>(blocks));
+}
+
+template <typename Word, std::uint32_t LocalLog, std::uint32_t RowsPerBlock, ComputeUnit Unit, CrossTwiddlePlacement Placement, bool Barrett>
+void launch_hybrid2d_pass(const PlanConfig& config, bool first_pass, const Word* input, Word* scratch, Word* output, const Word* twiddles,
+                          const Word* twiddles_shoup, const Word* root_powers, const Word* root_powers_shoup, std::uint64_t inverse_n,
+                          std::uint64_t inverse_n_shoup) {
+    const std::uint32_t   other_log            = config.log_n - LocalLog;
+    const std::uint32_t   blocks_per_transform = (1U << other_log) / RowsPerBlock;
+    const dim3            grid                 = grid_for(static_cast<std::uint64_t>(config.batch) * blocks_per_transform, 1);
+    constexpr std::size_t shared_bytes         = RowsPerBlock * ((1U << LocalLog) + 1ULL) * sizeof(Word);
+    const std::uint32_t   modulus_bits         = modulus_bit_length(config.modulus);
+    const Word            barrett_mu           = static_cast<Word>(barrett_precompute(config.modulus, modulus_bits));
+    if (first_pass) {
+        hybrid2d_first_pass_kernel<Word, LocalLog, RowsPerBlock, Unit, Placement, Barrett>
+            <<<grid, config.threads_per_block, shared_bytes, active_stream>>>(input, scratch, twiddles, twiddles_shoup, root_powers, root_powers_shoup,
+                                                               static_cast<Word>(config.modulus), other_log, modulus_bits, barrett_mu, config.log_n);
+    } else {
+        hybrid2d_second_pass_kernel<Word, LocalLog, RowsPerBlock, Unit, Placement, Barrett><<<grid, config.threads_per_block, shared_bytes, active_stream>>>(
+            scratch, output, twiddles, twiddles_shoup, static_cast<Word>(config.modulus), root_powers, root_powers_shoup, config.inverse,
+            static_cast<Word>(inverse_n), static_cast<Word>(inverse_n_shoup), modulus_bits, barrett_mu, other_log, config.log_n);
+    }
+    CUNTT_CUDA_CHECK(cudaGetLastError());
+}
+
+template <typename Word, std::uint32_t LocalLog, ComputeUnit Unit, CrossTwiddlePlacement Placement, bool Barrett>
+void dispatch_hybrid2d_rows(const PlanConfig& config, bool first_pass, const Word* input, Word* scratch, Word* output, const Word* twiddles,
+                            const Word* twiddles_shoup, const Word* root_powers, const Word* root_powers_shoup, std::uint64_t inverse_n,
+                            std::uint64_t inverse_n_shoup) {
+#define CUNTT_LAUNCH_HYBRID(ROWS)                                                                                                              \
+    launch_hybrid2d_pass<Word, LocalLog, ROWS, Unit, Placement, Barrett>(config, first_pass, input, scratch, output, twiddles, twiddles_shoup, \
+                                                                         root_powers, root_powers_shoup, inverse_n, inverse_n_shoup)
+    switch (config.rows_per_block) {
+        case 1:
+            CUNTT_LAUNCH_HYBRID(1);
+            break;
+        case 2:
+            CUNTT_LAUNCH_HYBRID(2);
+            break;
+        case 4:
+            CUNTT_LAUNCH_HYBRID(4);
+            break;
+        default:
+            throw std::logic_error("unsupported Hybrid2D rows_per_block dispatch");
+    }
+#undef CUNTT_LAUNCH_HYBRID
+}
+
+template <typename Word, ComputeUnit Unit, CrossTwiddlePlacement Placement, bool Barrett>
+void dispatch_hybrid2d_log(const PlanConfig& config, std::uint32_t local_log, bool first_pass, const Word* input, Word* scratch, Word* output,
+                           const Word* twiddles, const Word* twiddles_shoup, const Word* root_powers, const Word* root_powers_shoup,
+                           std::uint64_t inverse_n, std::uint64_t inverse_n_shoup) {
+#define CUNTT_DISPATCH_LOCAL(LOG)                                                                                                                  \
+    dispatch_hybrid2d_rows<Word, LOG, Unit, Placement, Barrett>(config, first_pass, input, scratch, output, twiddles, twiddles_shoup, root_powers, \
+                                                                root_powers_shoup, inverse_n, inverse_n_shoup)
+    switch (local_log) {
+        case 6:
+            CUNTT_DISPATCH_LOCAL(6);
+            break;
+        case 7:
+            CUNTT_DISPATCH_LOCAL(7);
+            break;
+        case 8:
+            CUNTT_DISPATCH_LOCAL(8);
+            break;
+        case 9:
+            CUNTT_DISPATCH_LOCAL(9);
+            break;
+        case 10:
+            CUNTT_DISPATCH_LOCAL(10);
+            break;
+        default:
+            throw std::logic_error("unsupported Hybrid2D local transform dispatch");
+    }
+#undef CUNTT_DISPATCH_LOCAL
+}
+
+std::size_t hybrid_dataflow_shared_bytes(const PlanConfig& config) {
+    const std::size_t word_bytes = config.word_bits / 8;
+    const std::size_t states = config.dataflow_state_mode == DataflowStateMode::PingPong ? 2 : 1;
+    const std::size_t state_words = states * (std::size_t{1} << config.log_n);
+    if (config.compute_unit == ComputeUnit::Radix4) {
+        return state_words * word_bytes;
+    }
+    const std::size_t roles = (config.stage_space + config.role_stages - 1) / config.role_stages;
+    const std::size_t channel_words = static_cast<std::size_t>(roles - 1) * config.pipeline_buffers *
+                                      (std::size_t{1} << config.stage_space) * config.data_time;
+    const std::size_t flags = static_cast<std::size_t>(roles - 1) * config.pipeline_buffers *
+                              config.role_stages * sizeof(int);
+    return (state_words + channel_words) * word_bytes + flags;
+}
+
+template <typename Word, std::uint32_t FlowTileLogN, std::uint32_t StageSpace,
+          std::uint32_t DataTime, std::uint32_t RoleStages, std::uint32_t TargetCtasPerSm,
+          std::uint32_t TokenInterleave>
+void launch_hybrid_dataflow_point(const PlanConfig& config, const Word* input, Word* output,
+                                  const Word* twiddles, const Word* twiddles_shoup,
+                                  std::uint64_t inverse_n, std::uint64_t inverse_n_shoup) {
+    const detail::HybridDataflowRuntime runtime{config.log_n, config.data_space, config.data_time, config.pipeline_buffers,
+                                                config.dataflow_layout, config.dataflow_state_mode, config.stage_handoff};
+    const Word scale = config.inverse ? static_cast<Word>(inverse_n) : static_cast<Word>(1);
+    const Word scale_shoup = config.inverse ? static_cast<Word>(inverse_n_shoup) : static_cast<Word>(0);
+    const NttStageOperatorT<Word> op{twiddles, twiddles_shoup, static_cast<Word>(config.modulus), scale, scale_shoup};
+    const std::size_t shared_bytes = hybrid_dataflow_shared_bytes(config);
+    if (config.compute_unit == ComputeUnit::Radix4) {
+        CUNTT_CUDA_CHECK(cudaFuncSetAttribute(
+            detail::hybrid_resident_radix4_kernel<Word, FlowTileLogN, TargetCtasPerSm,
+                                                  NttStageOperatorT<Word>>,
+            cudaFuncAttributeMaxDynamicSharedMemorySize, static_cast<int>(shared_bytes)));
+        detail::hybrid_resident_radix4_kernel<Word, FlowTileLogN, TargetCtasPerSm,
+                                              NttStageOperatorT<Word>>
+            <<<static_cast<unsigned int>(config.batch), 256, shared_bytes, active_stream>>>(
+                input, output, config.batch, runtime, op);
+        CUNTT_CUDA_CHECK(cudaGetLastError());
+        return;
+    }
+    CUNTT_CUDA_CHECK(cudaFuncSetAttribute(
+        detail::hybrid_dataflow_kernel<Word, FlowTileLogN, StageSpace, DataTime, RoleStages,
+                                       TargetCtasPerSm, TokenInterleave, NttStageOperatorT<Word>>,
+        cudaFuncAttributeMaxDynamicSharedMemorySize, static_cast<int>(shared_bytes)));
+    constexpr std::uint32_t roles = (StageSpace + RoleStages - 1) / RoleStages;
+    detail::hybrid_dataflow_kernel<Word, FlowTileLogN, StageSpace, DataTime, RoleStages,
+                                   TargetCtasPerSm, TokenInterleave, NttStageOperatorT<Word>>
+        <<<static_cast<unsigned int>(config.batch), roles * RoleStages * 32, shared_bytes, active_stream>>>(
+            input, output, config.batch, runtime, op);
+    CUNTT_CUDA_CHECK(cudaGetLastError());
+}
+
+template <typename Word>
+void dispatch_hybrid_dataflow(const PlanConfig& config, const Word* input, Word* output,
+                              const Word* twiddles, const Word* twiddles_shoup,
+                              std::uint64_t inverse_n, std::uint64_t inverse_n_shoup) {
+#define CUNTT_TRY_FLOW(FLOW, US, TD, UR, RB, TI)                                                          \
+    if (config.flow_tile_log_n == FLOW && config.stage_space == US && config.data_time == TD &&           \
+        config.role_stages == UR && config.target_ctas_per_sm == RB && config.token_interleave == TI) {   \
+        launch_hybrid_dataflow_point<Word, FLOW, US, TD, UR, RB, TI>(config, input, output, twiddles,     \
+                                                                  twiddles_shoup, inverse_n, inverse_n_shoup); \
+        return;                                                                                            \
+    }
+    CUNTT_FOR_EACH_HYBRID_DATAFLOW_KERNEL(CUNTT_TRY_FLOW)
+#undef CUNTT_TRY_FLOW
+    throw std::logic_error("requested HybridDataflow point was not generated");
+}
+
+template <bool Hybrid2DCore, typename Word, std::uint32_t FirstLogN,
+          std::uint32_t SecondLogN, std::uint32_t RowsPerBlock>
+void launch_hierarchical_dataflow_point_implementation(
+    const PlanConfig& config, const Word* input, Word* output, Word* boundary,
+    const Word* twiddles, const Word* twiddles_shoup, const Word* root_powers,
+    const Word* root_powers_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    using Operator = NttStageOperatorT<Word>;
+    const Word scale = config.inverse ? static_cast<Word>(inverse_n) : static_cast<Word>(1);
+    const Word scale_shoup = config.inverse ? static_cast<Word>(inverse_n_shoup) : static_cast<Word>(0);
+    Operator op{twiddles, twiddles_shoup, static_cast<Word>(config.modulus), scale, scale_shoup};
+    constexpr std::uint32_t first_n = 1U << FirstLogN;
+    constexpr std::uint32_t second_n = 1U << SecondLogN;
+    constexpr std::uint32_t local_n = first_n > second_n ? first_n : second_n;
+    constexpr std::size_t shared_bytes =
+        static_cast<std::size_t>(RowsPerBlock) * (local_n + 1) * sizeof(Word);
+    auto kernel = detail::hierarchical_dataflow_kernel<Word, FirstLogN, SecondLogN,
+                                                       RowsPerBlock, Operator, Hybrid2DCore>;
+    CUNTT_CUDA_CHECK(cudaFuncSetAttribute(
+        kernel, cudaFuncAttributeMaxDynamicSharedMemorySize,
+        static_cast<int>(shared_bytes)));
+    const std::uint64_t first_groups = static_cast<std::uint64_t>(config.batch) * second_n / RowsPerBlock;
+    const std::uint64_t second_groups = static_cast<std::uint64_t>(config.batch) * first_n / RowsPerBlock;
+    const std::uint64_t resident_grid = static_cast<std::uint64_t>(multiprocessors) * config.target_ctas_per_sm;
+    const unsigned int grid = static_cast<unsigned int>(
+        std::max<std::uint64_t>(1, std::min(std::max(first_groups, second_groups), resident_grid)));
+    const Word* input_arg = input;
+    Word* output_arg = output;
+    Word* boundary_arg = boundary;
+    std::uint64_t transforms = config.batch;
+    std::uint32_t data_time = config.data_time;
+    const Word* roots_arg = root_powers;
+    const Word* roots_shoup_arg = root_powers_shoup;
+    void* arguments[] = {&input_arg, &output_arg, &boundary_arg, &transforms, &data_time,
+                         &roots_arg, &roots_shoup_arg, &op};
+    CUNTT_CUDA_CHECK(cudaLaunchCooperativeKernel(
+        reinterpret_cast<void*>(kernel), dim3(grid), dim3(config.threads_per_block),
+        arguments, shared_bytes, active_stream));
+}
+
+template <typename Word, std::uint32_t FirstLogN, std::uint32_t SecondLogN,
+          std::uint32_t RowsPerBlock>
+void launch_hierarchical_dataflow_point(
+    const PlanConfig& config, const Word* input, Word* output, Word* boundary,
+    const Word* twiddles, const Word* twiddles_shoup, const Word* root_powers,
+    const Word* root_powers_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    if constexpr (FirstLogN == 10 && SecondLogN == 10) {
+        if (config.hierarchical_core == HierarchicalCore::Hybrid2DRadix4) {
+            launch_hierarchical_dataflow_point_implementation<true, Word, FirstLogN,
+                SecondLogN, RowsPerBlock>(config, input, output, boundary, twiddles,
+                twiddles_shoup, root_powers, root_powers_shoup, inverse_n,
+                inverse_n_shoup, multiprocessors);
+            return;
+        }
+    }
+    launch_hierarchical_dataflow_point_implementation<false, Word, FirstLogN,
+        SecondLogN, RowsPerBlock>(config, input, output, boundary, twiddles,
+        twiddles_shoup, root_powers, root_powers_shoup, inverse_n,
+        inverse_n_shoup, multiprocessors);
+}
+
+template <typename Word, std::uint32_t FirstLogN, std::uint32_t SecondLogN>
+void dispatch_hierarchical_dataflow_rows(
+    const PlanConfig& config, const Word* input, Word* output, Word* boundary,
+    const Word* twiddles, const Word* twiddles_shoup, const Word* root_powers,
+    const Word* root_powers_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+#define CUNTT_LAUNCH_HIERARCHICAL_ROWS(ROWS)                                              \
+    launch_hierarchical_dataflow_point<Word, FirstLogN, SecondLogN, ROWS>(                \
+        config, input, output, boundary, twiddles, twiddles_shoup, root_powers,            \
+        root_powers_shoup, inverse_n, inverse_n_shoup, multiprocessors)
+    switch (config.rows_per_block) {
+        case 1: CUNTT_LAUNCH_HIERARCHICAL_ROWS(1); break;
+        case 2: CUNTT_LAUNCH_HIERARCHICAL_ROWS(2); break;
+        case 4: CUNTT_LAUNCH_HIERARCHICAL_ROWS(4); break;
+        default: throw std::logic_error("unsupported HierarchicalDataflow rows_per_block");
+    }
+#undef CUNTT_LAUNCH_HIERARCHICAL_ROWS
+}
+
+template <typename Word, std::uint32_t FirstLogN>
+void dispatch_hierarchical_dataflow_second(
+    const PlanConfig& config, std::uint32_t second_log_n, const Word* input,
+    Word* output, Word* boundary, const Word* twiddles, const Word* twiddles_shoup,
+    const Word* root_powers, const Word* root_powers_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+#define CUNTT_HIERARCHICAL_SECOND(LOG)                                                    \
+    dispatch_hierarchical_dataflow_rows<Word, FirstLogN, LOG>(                           \
+        config, input, output, boundary, twiddles, twiddles_shoup, root_powers,           \
+        root_powers_shoup, inverse_n, inverse_n_shoup, multiprocessors)
+    switch (second_log_n) {
+        case 6: CUNTT_HIERARCHICAL_SECOND(6); break;
+        case 7: CUNTT_HIERARCHICAL_SECOND(7); break;
+        case 8: CUNTT_HIERARCHICAL_SECOND(8); break;
+        case 9: CUNTT_HIERARCHICAL_SECOND(9); break;
+        case 10: CUNTT_HIERARCHICAL_SECOND(10); break;
+        default: throw std::logic_error("unsupported HierarchicalDataflow second layer");
+    }
+#undef CUNTT_HIERARCHICAL_SECOND
+}
+
+template <typename Word>
+void dispatch_hierarchical_dataflow(
+    const PlanConfig& config, const Word* input, Word* output, Word* boundary,
+    const Word* twiddles, const Word* twiddles_shoup, const Word* root_powers,
+    const Word* root_powers_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    const std::uint32_t first_log_n = config.log_n - config.n1_log;
+#define CUNTT_HIERARCHICAL_FIRST(LOG)                                                    \
+    dispatch_hierarchical_dataflow_second<Word, LOG>(                                   \
+        config, config.n1_log, input, output, boundary, twiddles, twiddles_shoup,        \
+        root_powers, root_powers_shoup, inverse_n, inverse_n_shoup, multiprocessors)
+    switch (first_log_n) {
+        case 6: CUNTT_HIERARCHICAL_FIRST(6); break;
+        case 7: CUNTT_HIERARCHICAL_FIRST(7); break;
+        case 8: CUNTT_HIERARCHICAL_FIRST(8); break;
+        case 9: CUNTT_HIERARCHICAL_FIRST(9); break;
+        case 10: CUNTT_HIERARCHICAL_FIRST(10); break;
+        default: throw std::logic_error("unsupported HierarchicalDataflow first layer");
+    }
+#undef CUNTT_HIERARCHICAL_FIRST
+}
+
+template <bool Hybrid2DCore, typename Word, std::uint32_t FirstLogN,
+          std::uint32_t SecondLogN, std::uint32_t RowsPerBlock>
+std::uint32_t hierarchical_dataflow_residency_implementation(std::uint32_t threads) {
+    using Operator = NttStageOperatorT<Word>;
+    constexpr std::uint32_t first_n = 1U << FirstLogN;
+    constexpr std::uint32_t second_n = 1U << SecondLogN;
+    constexpr std::uint32_t local_n = first_n > second_n ? first_n : second_n;
+    constexpr std::size_t shared_bytes =
+        static_cast<std::size_t>(RowsPerBlock) * (local_n + 1) * sizeof(Word);
+    auto kernel = detail::hierarchical_dataflow_kernel<Word, FirstLogN, SecondLogN,
+                                                       RowsPerBlock, Operator, Hybrid2DCore>;
+    CUNTT_CUDA_CHECK(cudaFuncSetAttribute(
+        kernel, cudaFuncAttributeMaxDynamicSharedMemorySize,
+        static_cast<int>(shared_bytes)));
+    int blocks = 0;
+    CUNTT_CUDA_CHECK(cudaOccupancyMaxActiveBlocksPerMultiprocessor(
+        &blocks, kernel, static_cast<int>(threads), shared_bytes));
+    return static_cast<std::uint32_t>(blocks);
+}
+
+template <typename Word, std::uint32_t FirstLogN, std::uint32_t SecondLogN,
+          std::uint32_t RowsPerBlock>
+std::uint32_t hierarchical_dataflow_residency_point(const PlanConfig& config) {
+    if constexpr (FirstLogN == 10 && SecondLogN == 10) {
+        if (config.hierarchical_core == HierarchicalCore::Hybrid2DRadix4) {
+            return hierarchical_dataflow_residency_implementation<true, Word,
+                FirstLogN, SecondLogN, RowsPerBlock>(config.threads_per_block);
+        }
+    }
+    return hierarchical_dataflow_residency_implementation<false, Word, FirstLogN,
+        SecondLogN, RowsPerBlock>(config.threads_per_block);
+}
+
+template <typename Word, std::uint32_t FirstLogN, std::uint32_t SecondLogN>
+std::uint32_t hierarchical_dataflow_residency_rows(const PlanConfig& config) {
+    switch (config.rows_per_block) {
+        case 1: return hierarchical_dataflow_residency_point<Word, FirstLogN, SecondLogN, 1>(config);
+        case 2: return hierarchical_dataflow_residency_point<Word, FirstLogN, SecondLogN, 2>(config);
+        case 4: return hierarchical_dataflow_residency_point<Word, FirstLogN, SecondLogN, 4>(config);
+        default: return 0;
+    }
+}
+
+template <typename Word, std::uint32_t FirstLogN>
+std::uint32_t hierarchical_dataflow_residency_second(const PlanConfig& config) {
+    switch (config.n1_log) {
+        case 6: return hierarchical_dataflow_residency_rows<Word, FirstLogN, 6>(config);
+        case 7: return hierarchical_dataflow_residency_rows<Word, FirstLogN, 7>(config);
+        case 8: return hierarchical_dataflow_residency_rows<Word, FirstLogN, 8>(config);
+        case 9: return hierarchical_dataflow_residency_rows<Word, FirstLogN, 9>(config);
+        case 10: return hierarchical_dataflow_residency_rows<Word, FirstLogN, 10>(config);
+        default: return 0;
+    }
+}
+
+template <typename Word>
+std::uint32_t hierarchical_dataflow_residency(const PlanConfig& config) {
+    switch (config.log_n - config.n1_log) {
+        case 6: return hierarchical_dataflow_residency_second<Word, 6>(config);
+        case 7: return hierarchical_dataflow_residency_second<Word, 7>(config);
+        case 8: return hierarchical_dataflow_residency_second<Word, 8>(config);
+        case 9: return hierarchical_dataflow_residency_second<Word, 9>(config);
+        case 10: return hierarchical_dataflow_residency_second<Word, 10>(config);
+        default: return 0;
+    }
+}
+
+struct StreamingWorkspaceLayout {
+    std::uint64_t boundary_words = 0;
+    std::uint64_t token_count = 0;
+    std::uint64_t state_count = 0;
+    std::size_t ready_offset = 0;
+    std::size_t state_offset = 0;
+    std::size_t completed_offset = 0;
+    std::size_t trace_offset = 0;
+    std::size_t total_bytes = 0;
+};
+
+std::size_t align_up(std::size_t value, std::size_t alignment) {
+    return (value + alignment - 1) & ~(alignment - 1);
+}
+
+StreamingWorkspaceLayout hierarchical_streaming_workspace_layout(const PlanConfig& config) {
+    StreamingWorkspaceLayout layout;
+    if (uses_appt_split_tail(config)) {
+        const std::uint64_t n = 1ULL << config.log_n;
+        layout.boundary_words = config.batch * (n + n / 2);
+        layout.ready_offset = static_cast<std::size_t>(
+            layout.boundary_words * (config.word_bits / 8));
+        layout.token_count = config.batch * (64 + 128);
+        layout.trace_offset = align_up(
+            layout.ready_offset + layout.token_count * sizeof(unsigned int),
+            alignof(unsigned long long));
+        layout.total_bytes = layout.trace_offset +
+                             2 * config.stage_partition.size() *
+                                 sizeof(unsigned long long);
+        return layout;
+    }
+    if (uses_appt_register_tail(config)) {
+        const std::uint64_t n = 1ULL << config.log_n;
+        const bool grouped = uses_appt_register_tail_grouped(config);
+        layout.boundary_words = config.batch * n * (grouped ? 2 : 1);
+        layout.ready_offset = static_cast<std::size_t>(
+            layout.boundary_words * (config.word_bits / 8));
+        const std::uint64_t input_tokens = config.batch *
+            (grouped
+                 ? 64 / config.subgraph_mappings.front().data_space
+                 : (config.word_bits == 32 ? 2 : 64));
+        const std::uint64_t output_tokens =
+            config.output_order == OutputOrder::Natural
+                ? config.batch *
+                      (128 / config.appt_role_mapping.fragment_width)
+                : 0;
+        layout.token_count = input_tokens + output_tokens;
+        layout.trace_offset = align_up(
+            layout.ready_offset + layout.token_count * sizeof(unsigned int),
+            alignof(unsigned long long));
+        layout.total_bytes = layout.trace_offset +
+                             2 * config.stage_partition.size() *
+                                 sizeof(unsigned long long);
+        return layout;
+    }
+    if (uses_appt_fused_tail(config)) {
+        const std::uint64_t n = 1ULL << config.log_n;
+        layout.boundary_words = config.batch * n;
+        layout.ready_offset = static_cast<std::size_t>(
+            layout.boundary_words * (config.word_bits / 8));
+        layout.token_count = config.batch * 64;
+        layout.trace_offset = align_up(
+            layout.ready_offset + layout.token_count * sizeof(unsigned int),
+            alignof(unsigned long long));
+        layout.total_bytes = layout.trace_offset +
+                             2 * config.stage_partition.size() *
+                                 sizeof(unsigned long long);
+        return layout;
+    }
+    if (uses_appt_online(config)) {
+        const std::uint64_t n = 1ULL << config.log_n;
+        layout.boundary_words = 2 * config.batch * n;
+        layout.ready_offset = static_cast<std::size_t>(
+            layout.boundary_words * (config.word_bits / 8));
+        layout.token_count = config.batch * (64 + 128);
+        layout.trace_offset = align_up(
+            layout.ready_offset + layout.token_count * sizeof(unsigned int),
+            alignof(unsigned long long));
+        layout.total_bytes = layout.trace_offset + 2 * config.stage_partition.size() *
+                             sizeof(unsigned long long) +
+                             (config.profile_appt_roles ? 12 * sizeof(unsigned long long) : 0);
+        return layout;
+    }
+    if (uses_appt_pipeline(config)) {
+        const std::uint64_t n = 1ULL << config.log_n;
+        layout.boundary_words = config.batch * n;
+        layout.trace_offset = static_cast<std::size_t>(
+            layout.boundary_words * (config.word_bits / 8));
+        layout.total_bytes = layout.trace_offset + 2 * config.stage_partition.size() *
+                             sizeof(unsigned long long);
+        return layout;
+    }
+    const std::uint64_t n = 1ULL << config.log_n;
+    const bool packet_streaming =
+        config.log_n == 20 && config.stage_partition.size() == 2 &&
+        config.subgraph_mappings.size() == 2 &&
+        config.subgraph_mappings.front().core == NttSubgraphCore::
+            HomogeneousWarp128PacketSharedRadix4StaticIo &&
+        config.subgraph_mappings.back().token_interleave != 0U;
+    std::uint32_t prefix_log = 0;
+    for (std::size_t segment = 0; segment < config.stage_partition.size(); ++segment) {
+        const std::uint32_t stages = config.stage_partition[segment];
+        const std::uint32_t remaining_log = config.log_n - prefix_log - stages;
+        if (segment + 1 < config.stage_partition.size()) {
+            const auto& boundary = config.boundary_mappings[segment];
+            const std::uint64_t slots = boundary.storage == BoundaryStorage::FullScratch
+                                            ? config.batch
+                                            : std::min<std::size_t>(config.batch, boundary.buffers);
+            const bool aggregate_readiness = slots == config.batch;
+            const std::uint32_t next_remaining_log =
+                remaining_log - config.stage_partition[segment + 1];
+            const std::uint32_t token_task_log = aggregate_readiness
+                                                     ? prefix_log + next_remaining_log
+                                                     : prefix_log + remaining_log;
+            const std::uint64_t tasks_per_transform = 1ULL << token_task_log;
+            layout.boundary_words += slots * n;
+            layout.token_count += slots * tasks_per_transform;
+            if (slots < config.batch) layout.state_count += slots;
+        }
+        prefix_log += stages;
+    }
+    if (packet_streaming) {
+        layout.token_count = config.batch * (1U << 8);
+    }
+    layout.ready_offset = static_cast<std::size_t>(layout.boundary_words * (config.word_bits / 8));
+    layout.state_offset = align_up(layout.ready_offset + layout.token_count * sizeof(unsigned int),
+                                   alignof(unsigned long long));
+    layout.completed_offset = layout.state_offset + layout.state_count * sizeof(unsigned long long);
+    layout.trace_offset = align_up(layout.completed_offset + layout.state_count * sizeof(unsigned int),
+                                   alignof(unsigned long long));
+    layout.total_bytes = layout.trace_offset +
+                         2 * config.stage_partition.size() * sizeof(unsigned long long);
+    return layout;
+}
+
+std::size_t hierarchical_streaming_workspace_bytes(const PlanConfig& config) {
+    return hierarchical_streaming_workspace_layout(config).total_bytes;
+}
+
+bool uses_specialized_hierarchical_streaming_10x10(const PlanConfig& config) {
+    return config.log_n == 20 &&
+           config.stage_partition == std::vector<std::uint32_t>{10, 10} &&
+           config.subgraph_mappings.size() == 2 &&
+           std::all_of(config.subgraph_mappings.begin(), config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core == NttSubgraphCore::DataflowRadix4 &&
+                                  mapping.threads_per_block == 256;
+                       }) &&
+           config.boundary_mappings.size() == 1 &&
+           config.boundary_mappings[0].storage == BoundaryStorage::FullScratch;
+}
+
+bool uses_homogeneous_hierarchical_streaming_10x10(const PlanConfig& config) {
+    return config.log_n == 20 &&
+           config.stage_partition == std::vector<std::uint32_t>{10, 10} &&
+           config.subgraph_mappings.size() == 2 &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core ==
+                                      NttSubgraphCore::HomogeneousRadix4 &&
+                                  mapping.threads_per_block == 256 &&
+                                  mapping.units_per_cta == 4 &&
+                                  mapping.data_time > 0;
+                       }) &&
+           config.boundary_mappings.size() == 1 &&
+           config.boundary_mappings[0].storage == BoundaryStorage::FullScratch;
+}
+
+bool uses_homogeneous_warp_hierarchical_streaming_10x10(
+    const PlanConfig& config) {
+    return config.log_n == 20 &&
+           config.stage_partition == std::vector<std::uint32_t>{10, 10} &&
+           config.subgraph_mappings.size() == 2 &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core ==
+                                      NttSubgraphCore::HomogeneousWarpRadix2 &&
+                                  mapping.threads_per_block == 256 &&
+                                  mapping.units_per_cta == 8 &&
+                                  mapping.data_time > 0;
+                       }) &&
+           config.boundary_mappings.size() == 1 &&
+           config.boundary_mappings[0].storage == BoundaryStorage::FullScratch &&
+           config.modular_multiply == ModularMultiply::Shoup;
+}
+
+bool uses_homogeneous_warp256_hierarchical_streaming_10x10(
+    const PlanConfig& config) {
+    return config.log_n == 20 &&
+           config.stage_partition == std::vector<std::uint32_t>{10, 10} &&
+           config.subgraph_mappings.size() == 2 &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core == NttSubgraphCore::
+                                                      HomogeneousWarp256Radix2 &&
+                                  (mapping.threads_per_block == 128 ||
+                                   mapping.threads_per_block == 256) &&
+                                  mapping.units_per_cta ==
+                                      mapping.threads_per_block / 32 &&
+                                  mapping.data_time > 0;
+                       }) &&
+           config.boundary_mappings.size() == 1 &&
+           config.boundary_mappings[0].storage == BoundaryStorage::FullScratch &&
+           config.modular_multiply == ModularMultiply::Shoup;
 }
 
-template <typename Word, std::uint32_t N2Log, std::uint32_t RowsPerBlock, ComputeUnit Unit, CrossTwiddlePlacement Placement, bool Barrett>
-__global__ void hybrid2d_first_pass_kernel(const Word* input, Word* scratch, const Word* twiddles, const Word* twiddles_shoup,
-                                           const Word* root_powers, const Word* root_powers_shoup, Word modulus, std::uint32_t n1_log,
-                                           std::uint32_t modulus_bits, Word barrett_mu, std::uint32_t log_n) {
-    constexpr std::uint32_t         N2      = 1U << N2Log;
-    const std::uint32_t             n1_size = 1U << n1_log;
-    extern __shared__ unsigned char shared_storage[];
-    Word*                           tiles = reinterpret_cast<Word*>(shared_storage);
+bool uses_homogeneous_warp256_static_hierarchical_streaming_10x10(
+    const PlanConfig& config) {
+    const std::uint32_t full_rows = config.word_bits == 32 ? 8U : 4U;
+    const std::uint32_t half_rows = full_rows / 2U;
+    return config.log_n == 20 &&
+           config.stage_partition == std::vector<std::uint32_t>{10, 10} &&
+           config.subgraph_mappings.size() == 2 &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core == NttSubgraphCore::
+                                      HomogeneousWarp256StaticRadix2 &&
+                                  (mapping.threads_per_block == 128 ||
+                                   mapping.threads_per_block == 256) &&
+                                  mapping.units_per_cta ==
+                                      mapping.threads_per_block / 32 &&
+                                  mapping.data_time > 0;
+                       }) &&
+           (config.subgraph_mappings.front().data_space == 0 ||
+            config.subgraph_mappings.front().data_space == half_rows ||
+            config.subgraph_mappings.front().data_space == full_rows) &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [&](const NttSubgraphMapping& mapping) {
+                           return mapping.data_space ==
+                                      config.subgraph_mappings.front().data_space &&
+                                  mapping.coefficient_reuse_stages ==
+                                      config.subgraph_mappings.front()
+                                          .coefficient_reuse_stages;
+                       }) &&
+           config.boundary_mappings.size() == 1 &&
+           config.boundary_mappings[0].storage == BoundaryStorage::FullScratch &&
+           config.modular_multiply == ModularMultiply::Shoup;
+}
 
-    const std::uint32_t blocks_per_transform = n1_size / RowsPerBlock;
-    const std::uint64_t batch_index          = blockIdx.x / blocks_per_transform;
-    const std::uint32_t row_base             = (blockIdx.x % blocks_per_transform) * RowsPerBlock;
-    const std::uint64_t transform_base       = batch_index << log_n;
+bool uses_homogeneous_warp256_static_io_hierarchical_streaming_10x10(
+    const PlanConfig& config,
+    NttSubgraphCore core =
+        NttSubgraphCore::HomogeneousWarp256StaticIoRadix2) {
+    const std::uint32_t full_rows = config.word_bits == 32 ? 8U : 4U;
+    const std::uint32_t half_rows = full_rows / 2U;
+    return config.log_n == 20 &&
+           config.stage_partition == std::vector<std::uint32_t>{10, 10} &&
+           config.subgraph_mappings.size() == 2 &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [&](const NttSubgraphMapping& mapping) {
+                           const bool coefficient_reuse =
+                               core == NttSubgraphCore::
+                                           HomogeneousWarp256CoefficientReuseStaticIoRadix2;
+                           return mapping.core == core &&
+                                  (coefficient_reuse
+                                       ? config.word_bits == 32 &&
+                                             mapping.threads_per_block == 128
+                                       : mapping.threads_per_block == 128 ||
+                                             mapping.threads_per_block == 256) &&
+                                  mapping.units_per_cta ==
+                                      mapping.threads_per_block / 32 &&
+                                  mapping.data_time > 0;
+                       }) &&
+           (core == NttSubgraphCore::
+                        HomogeneousWarp256CoefficientReuseStaticIoRadix2
+                ? config.subgraph_mappings.front().data_space == half_rows
+                : config.subgraph_mappings.front().data_space == 0 ||
+                      config.subgraph_mappings.front().data_space == half_rows ||
+                      config.subgraph_mappings.front().data_space == full_rows) &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [&](const NttSubgraphMapping& mapping) {
+                           return mapping.data_space ==
+                                      config.subgraph_mappings.front().data_space &&
+                                  mapping.coefficient_reuse_stages ==
+                                      config.subgraph_mappings.front()
+                                          .coefficient_reuse_stages;
+                       }) &&
+           config.boundary_mappings.size() == 1 &&
+           config.boundary_mappings[0].storage == BoundaryStorage::FullScratch &&
+           config.modular_multiply == ModularMultiply::Shoup;
+}
 
-    for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * N2; linear += blockDim.x) {
-        const std::uint32_t n2           = linear / RowsPerBlock;
-        const std::uint32_t row          = linear - n2 * RowsPerBlock;
-        const std::uint32_t n1           = row_base + row;
-        const std::uint32_t reversed     = __brev(n2) >> (32 - N2Log);
-        tiles[row * (N2 + 1) + reversed] = input[transform_base + static_cast<std::uint64_t>(n2) * n1_size + n1];
+bool uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+    const PlanConfig& config, NttSubgraphCore core) {
+    const std::uint32_t coefficient_reuse_stages =
+        config.subgraph_mappings.empty()
+            ? 0U
+            : config.subgraph_mappings.front().coefficient_reuse_stages;
+    const bool vector_radix4 =
+        core == NttSubgraphCore::HomogeneousWarp128VectorRadix4StaticIo ||
+        core == NttSubgraphCore::
+                    HomogeneousWarp128VectorRadix4PackedStage6StaticIo ||
+        core == NttSubgraphCore::
+                    HomogeneousWarp128VectorRadix4PackedStage6DistributedStaticIo;
+    const bool packed_stage6 =
+        core == NttSubgraphCore::
+                    HomogeneousWarp128VectorRadix4PackedStage6StaticIo ||
+        core == NttSubgraphCore::
+                    HomogeneousWarp128VectorRadix4PackedStage6DistributedStaticIo;
+    return config.word_bits == 32 && config.log_n == 20 &&
+           config.stage_partition == std::vector<std::uint32_t>{10, 10} &&
+           config.subgraph_mappings.size() == 2 &&
+           std::all_of(config.subgraph_mappings.begin(),
+                       config.subgraph_mappings.end(),
+                       [&](const NttSubgraphMapping& mapping) {
+                           const bool single_group =
+                               mapping.threads_per_block == 128 &&
+                               mapping.units_per_cta == 4;
+                           const bool dual_group =
+                               (core == NttSubgraphCore::
+                                            HomogeneousWarp128StaticIoRadix2 ||
+                                core == NttSubgraphCore::
+                                            HomogeneousWarp128CoefficientReuseStaticIoRadix2 ||
+                                core == NttSubgraphCore::
+                                            HomogeneousWarp128VectorRadix4StaticIo ||
+                                core == NttSubgraphCore::
+                                            HomogeneousWarp128VectorRadix4PackedStage6StaticIo ||
+                                core == NttSubgraphCore::
+                                            HomogeneousWarp128VectorRadix4PackedStage6DistributedStaticIo) &&
+                               mapping.threads_per_block == 256 &&
+                               mapping.units_per_cta == 8;
+                           const bool packet_shared =
+                               core == NttSubgraphCore::
+                                           HomogeneousWarp128PacketSharedRadix4StaticIo &&
+                               ((mapping.threads_per_block == 128 &&
+                                 mapping.units_per_cta == 4) ||
+                                (mapping.threads_per_block == 256 &&
+                                 mapping.units_per_cta == 8));
+                           return mapping.core == core &&
+                                  (single_group || dual_group || packet_shared) &&
+                                  mapping.data_space == 4 &&
+                                  mapping.coefficient_reuse_stages ==
+                                      config.subgraph_mappings.front()
+                                          .coefficient_reuse_stages &&
+                                  mapping.data_time > 0;
+                       }) &&
+           config.boundary_mappings.size() == 1 &&
+           config.boundary_mappings[0].storage == BoundaryStorage::FullScratch &&
+           (!vector_radix4 ||
+            coefficient_reuse_stages == 0U ||
+            (coefficient_reuse_stages >= 3U &&
+             coefficient_reuse_stages <= 7U)) &&
+           (!packed_stage6 || coefficient_reuse_stages == 6U) &&
+           (core != NttSubgraphCore::
+                        HomogeneousWarp128PacketSharedRadix4StaticIo ||
+            coefficient_reuse_stages == 0U) &&
+           config.modular_multiply == ModularMultiply::Shoup;
+}
+
+bool uses_specialized_hierarchical_streaming_three_level(
+    const PlanConfig& config) {
+    const bool supported_partition =
+        config.stage_partition == std::vector<std::uint32_t>{6, 7, 7} ||
+        config.stage_partition == std::vector<std::uint32_t>{7, 6, 7} ||
+        config.stage_partition == std::vector<std::uint32_t>{7, 7, 6} ||
+        config.stage_partition == std::vector<std::uint32_t>{6, 6, 8} ||
+        config.stage_partition == std::vector<std::uint32_t>{6, 8, 6} ||
+        config.stage_partition == std::vector<std::uint32_t>{8, 6, 6};
+    return config.log_n == 20 &&
+           supported_partition &&
+           config.subgraph_mappings.size() == 3 &&
+           std::all_of(config.subgraph_mappings.begin(), config.subgraph_mappings.end(),
+                       [](const NttSubgraphMapping& mapping) {
+                           return mapping.core == NttSubgraphCore::DataflowRadix4 &&
+                                  ((mapping.threads_per_block == 128 &&
+                                    mapping.units_per_cta == 4) ||
+                                   (mapping.threads_per_block == 256 &&
+                                    (mapping.units_per_cta == 8 ||
+                                     mapping.units_per_cta == 16 ||
+                                     mapping.units_per_cta == 32)));
+                       }) &&
+           std::all_of(config.subgraph_mappings.begin(), config.subgraph_mappings.end(),
+                       [&](const NttSubgraphMapping& mapping) {
+                           return mapping.units_per_cta ==
+                                      config.subgraph_mappings[0].units_per_cta &&
+                                  mapping.threads_per_block ==
+                                      config.subgraph_mappings[0].threads_per_block;
+                       }) &&
+           config.boundary_mappings.size() == 2 &&
+           std::all_of(config.boundary_mappings.begin(), config.boundary_mappings.end(),
+                       [](const NttBoundaryMapping& mapping) {
+                           return mapping.storage == BoundaryStorage::FullScratch;
+                       });
+}
+
+template <typename Word, std::uint32_t FirstLogN, std::uint32_t SecondLogN,
+          std::uint32_t ThirdLogN, std::uint32_t RowsPerBlock>
+void launch_specialized_hierarchical_streaming_three_level(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* root_powers, const Word* root_powers_shoup,
+    unsigned long long* trace, NttStageOperatorT<Word> op, int multiprocessors) {
+    constexpr std::uint64_t kN = 1ULL << 20;
+    auto* workspace_bytes = static_cast<unsigned char*>(workspace);
+    Word* boundary0 = static_cast<Word*>(workspace);
+    Word* boundary1 = boundary0 + config.batch * kN;
+    const auto layout = hierarchical_streaming_workspace_layout(config);
+    auto* ready0 = reinterpret_cast<unsigned int*>(workspace_bytes + layout.ready_offset);
+    auto* ready1 = ready0 + config.batch * (1U << ThirdLogN);
+    auto kernel = hierarchical_streaming_three_level_kernel<
+        Word, FirstLogN, SecondLogN, ThirdLogN, RowsPerBlock>;
+    constexpr std::uint32_t kLargestLog =
+        FirstLogN > SecondLogN
+            ? (FirstLogN > ThirdLogN ? FirstLogN : ThirdLogN)
+            : (SecondLogN > ThirdLogN ? SecondLogN : ThirdLogN);
+    constexpr std::size_t kSharedWords =
+        RowsPerBlock * ((1U << kLargestLog) + 1U);
+    const std::size_t shared_bytes = kSharedWords * sizeof(Word);
+    int occupancy = 0;
+    const std::uint32_t threads =
+        config.subgraph_mappings.front().threads_per_block;
+    CUNTT_CUDA_CHECK(cudaOccupancyMaxActiveBlocksPerMultiprocessor(
+        &occupancy, kernel, threads, shared_bytes));
+    const std::uint32_t resident_per_sm = std::min<std::uint32_t>(
+        config.target_ctas_per_sm, static_cast<std::uint32_t>(occupancy));
+    std::uint32_t grid = std::max(3U, resident_per_sm *
+        static_cast<std::uint32_t>(multiprocessors));
+
+    const std::uint32_t total_weight =
+        config.subgraph_mappings[0].cta_weight +
+        config.subgraph_mappings[1].cta_weight +
+        config.subgraph_mappings[2].cta_weight;
+    const std::uint32_t distributable = grid - 3U;
+    std::uint32_t segment0_blocks = 1U + distributable *
+        config.subgraph_mappings[0].cta_weight / total_weight;
+    std::uint32_t segment1_blocks = 1U + distributable *
+        config.subgraph_mappings[1].cta_weight / total_weight;
+    if (segment0_blocks + segment1_blocks >= grid) {
+        segment1_blocks = grid - segment0_blocks - 1U;
     }
-    __syncthreads();
 
-    local_ntt<Word, N2Log, RowsPerBlock, Unit, false, Barrett>(tiles, twiddles, twiddles_shoup, modulus, nullptr, nullptr, 0, modulus_bits,
-                                                               barrett_mu);
+    const Word* input_arg = input;
+    Word* output_arg = output;
+    Word* boundary0_arg = boundary0;
+    Word* boundary1_arg = boundary1;
+    unsigned int* ready0_arg = ready0;
+    unsigned int* ready1_arg = ready1;
+    std::uint64_t transforms = config.batch;
+    const Word* roots_arg = root_powers;
+    const Word* roots_shoup_arg = root_powers_shoup;
+    unsigned long long* trace_arg = trace;
+    void* arguments[] = {
+        &input_arg, &output_arg, &boundary0_arg, &boundary1_arg,
+        &ready0_arg, &ready1_arg, &transforms, &roots_arg, &roots_shoup_arg,
+        &trace_arg, &segment0_blocks, &segment1_blocks, &op};
+    CUNTT_CUDA_CHECK(cudaLaunchCooperativeKernel(
+        reinterpret_cast<void*>(kernel), dim3(grid), dim3(threads), arguments,
+        shared_bytes, active_stream));
+}
 
-    for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * N2; linear += blockDim.x) {
-        const std::uint32_t k2    = linear / RowsPerBlock;
-        const std::uint32_t row   = linear - k2 * RowsPerBlock;
-        const std::uint32_t n1    = row_base + row;
-        Word                value = tiles[row * (N2 + 1) + k2];
-        if constexpr (Placement == CrossTwiddlePlacement::FirstPass) {
-            const std::uint32_t exponent = n1 * k2;
-            if constexpr (Barrett) {
-                value = mul_barrett(value, root_powers[exponent], modulus, modulus_bits, barrett_mu);
+template <typename Word, std::uint32_t FirstLogN, std::uint32_t SecondLogN,
+          std::uint32_t ThirdLogN>
+bool launch_specialized_hierarchical_streaming_three_level_rows(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* root_powers, const Word* root_powers_shoup,
+    unsigned long long* trace, NttStageOperatorT<Word> op,
+    int multiprocessors) {
+    switch (config.subgraph_mappings[0].units_per_cta) {
+    case 4:
+        launch_specialized_hierarchical_streaming_three_level<
+            Word, FirstLogN, SecondLogN, ThirdLogN, 4>(
+            config, input, output, workspace, root_powers, root_powers_shoup,
+            trace, op, multiprocessors);
+        return true;
+    case 8:
+        launch_specialized_hierarchical_streaming_three_level<
+            Word, FirstLogN, SecondLogN, ThirdLogN, 8>(
+            config, input, output, workspace, root_powers, root_powers_shoup,
+            trace, op, multiprocessors);
+        return true;
+    case 16:
+        launch_specialized_hierarchical_streaming_three_level<
+            Word, FirstLogN, SecondLogN, ThirdLogN, 16>(
+            config, input, output, workspace, root_powers, root_powers_shoup,
+            trace, op, multiprocessors);
+        return true;
+    case 32:
+        launch_specialized_hierarchical_streaming_three_level<
+            Word, FirstLogN, SecondLogN, ThirdLogN, 32>(
+            config, input, output, workspace, root_powers, root_powers_shoup,
+            trace, op, multiprocessors);
+        return true;
+    default:
+        return false;
+    }
+}
+
+template <typename Word, std::uint32_t FirstLogN, std::uint32_t SecondLogN,
+          std::uint32_t RowsPerBlock>
+void launch_homogeneous_hierarchical_streaming_two_level(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* root_powers, const Word* root_powers_shoup,
+    unsigned long long* trace, NttStageOperatorT<Word> op,
+    int multiprocessors) {
+    auto* workspace_bytes = static_cast<unsigned char*>(workspace);
+    Word* boundary = static_cast<Word*>(workspace);
+    const auto layout = hierarchical_streaming_workspace_layout(config);
+    auto* ready = reinterpret_cast<unsigned int*>(workspace_bytes +
+                                                   layout.ready_offset);
+    auto kernel = hierarchical_homogeneous_two_level_kernel<
+        Word, FirstLogN, SecondLogN, RowsPerBlock>;
+    constexpr std::uint32_t kLargerLog =
+        FirstLogN > SecondLogN ? FirstLogN : SecondLogN;
+    constexpr std::size_t kSharedWords =
+        RowsPerBlock * ((1U << kLargerLog) + 1U);
+    const std::size_t shared_bytes = kSharedWords * sizeof(Word);
+    int occupancy = 0;
+    CUNTT_CUDA_CHECK(cudaOccupancyMaxActiveBlocksPerMultiprocessor(
+        &occupancy, kernel, 256, shared_bytes));
+    const std::uint32_t resident_per_sm = std::min<std::uint32_t>(
+        config.target_ctas_per_sm, static_cast<std::uint32_t>(occupancy));
+    std::uint32_t grid = resident_per_sm *
+                         static_cast<std::uint32_t>(multiprocessors);
+    grid = std::max(grid, 2U);
+    const std::uint32_t producer_weight =
+        config.subgraph_mappings[0].cta_weight;
+    const std::uint32_t consumer_weight =
+        config.subgraph_mappings[1].cta_weight;
+    const std::uint32_t total_weight = producer_weight + consumer_weight;
+    std::uint32_t producer_blocks = static_cast<std::uint32_t>(
+        (static_cast<std::uint64_t>(grid) * producer_weight +
+         total_weight / 2U) /
+        total_weight);
+    producer_blocks = std::max(1U, std::min(grid - 1U, producer_blocks));
+
+    const Word* input_arg = input;
+    Word* output_arg = output;
+    Word* boundary_arg = boundary;
+    unsigned int* ready_arg = ready;
+    std::uint64_t transforms = config.batch;
+    const Word* roots_arg = root_powers;
+    const Word* roots_shoup_arg = root_powers_shoup;
+    unsigned long long* trace_arg = trace;
+    std::uint32_t producer_blocks_arg = producer_blocks;
+    std::uint32_t producer_data_time =
+        config.subgraph_mappings[0].data_time;
+    std::uint32_t consumer_data_time =
+        config.subgraph_mappings[1].data_time;
+    void* arguments[] = {
+        &input_arg,          &output_arg,         &boundary_arg,
+        &ready_arg,          &transforms,         &roots_arg,
+        &roots_shoup_arg,    &trace_arg,          &producer_blocks_arg,
+        &producer_data_time, &consumer_data_time, &op};
+    CUNTT_CUDA_CHECK(cudaLaunchCooperativeKernel(
+        reinterpret_cast<void*>(kernel), dim3(grid), dim3(256), arguments,
+        shared_bytes, active_stream));
+}
+
+template <typename Word, std::uint32_t FirstLogN, std::uint32_t SecondLogN,
+          std::uint32_t WarpsPerCta>
+void launch_homogeneous_warp_hierarchical_streaming_two_level(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* root_powers, const Word* root_powers_shoup,
+    unsigned long long* trace, NttStageOperatorT<Word> op,
+    int multiprocessors) {
+    auto* workspace_bytes = static_cast<unsigned char*>(workspace);
+    Word* boundary = static_cast<Word*>(workspace);
+    const auto layout = hierarchical_streaming_workspace_layout(config);
+    auto* ready = reinterpret_cast<unsigned int*>(workspace_bytes +
+                                                   layout.ready_offset);
+    auto kernel = hierarchical_homogeneous_warp_two_level_kernel<
+        Word, FirstLogN, SecondLogN, WarpsPerCta>;
+    int occupancy = 0;
+    CUNTT_CUDA_CHECK(cudaOccupancyMaxActiveBlocksPerMultiprocessor(
+        &occupancy, kernel, 256, 0));
+    const std::uint32_t resident_per_sm = std::min<std::uint32_t>(
+        config.target_ctas_per_sm, static_cast<std::uint32_t>(occupancy));
+    std::uint32_t grid = resident_per_sm *
+                         static_cast<std::uint32_t>(multiprocessors);
+    grid = std::max(grid, 2U);
+    const std::uint32_t producer_weight =
+        config.subgraph_mappings[0].cta_weight;
+    const std::uint32_t consumer_weight =
+        config.subgraph_mappings[1].cta_weight;
+    const std::uint32_t total_weight = producer_weight + consumer_weight;
+    std::uint32_t producer_blocks = static_cast<std::uint32_t>(
+        (static_cast<std::uint64_t>(grid) * producer_weight +
+         total_weight / 2U) /
+        total_weight);
+    producer_blocks = std::max(1U, std::min(grid - 1U, producer_blocks));
+
+    const Word* input_arg = input;
+    Word* output_arg = output;
+    Word* boundary_arg = boundary;
+    unsigned int* ready_arg = ready;
+    std::uint64_t transforms = config.batch;
+    const Word* roots_arg = root_powers;
+    const Word* roots_shoup_arg = root_powers_shoup;
+    unsigned long long* trace_arg = trace;
+    std::uint32_t producer_blocks_arg = producer_blocks;
+    std::uint32_t producer_data_time =
+        config.subgraph_mappings[0].data_time;
+    std::uint32_t consumer_data_time =
+        config.subgraph_mappings[1].data_time;
+    void* arguments[] = {
+        &input_arg,          &output_arg,         &boundary_arg,
+        &ready_arg,          &transforms,         &roots_arg,
+        &roots_shoup_arg,    &trace_arg,          &producer_blocks_arg,
+        &producer_data_time, &consumer_data_time, &op};
+    CUNTT_CUDA_CHECK(cudaLaunchCooperativeKernel(
+        reinterpret_cast<void*>(kernel), dim3(grid), dim3(256), arguments, 0,
+        active_stream));
+}
+
+template <typename Word, std::uint32_t Threads, std::uint32_t WarpGroups,
+          bool StaticWriter = false, bool StaticReader = false,
+          std::uint32_t WriterRows = 0, std::uint32_t WarpTileLog = 8,
+          bool WarpPipeline = false, bool WarpCooperative = false,
+          std::uint32_t CooperativeMinBlocksPerSm = 4,
+          std::uint32_t CoefficientReuseStages = 0,
+          bool VectorRadix4Prefix = false, bool PackedStage6 = false,
+          bool DistributedPackedStage6 = false,
+          bool PacketSharedRadix4 = false>
+void launch_homogeneous_warp256_hierarchical_streaming_10x10(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* root_powers, const Word* root_powers_shoup,
+    unsigned long long* trace, NttStageOperatorT<Word> op,
+    int multiprocessors) {
+    auto* workspace_bytes = static_cast<unsigned char*>(workspace);
+    Word* boundary = static_cast<Word*>(workspace);
+    const auto layout = hierarchical_streaming_workspace_layout(config);
+    auto* ready = reinterpret_cast<unsigned int*>(workspace_bytes +
+                                                   layout.ready_offset);
+    static_assert(Threads == WarpGroups * 128U);
+    auto kernel = [] {
+        if constexpr (WarpPipeline) {
+            return hierarchical_homogeneous_warp_small_pipeline_10x10_kernel<
+                Word, WarpGroups, StaticWriter, StaticReader, WriterRows,
+                WarpTileLog>;
+        } else if constexpr (WarpCooperative) {
+            static_assert(CooperativeMinBlocksPerSm == 3 ||
+                          CooperativeMinBlocksPerSm == 4);
+            if constexpr (CooperativeMinBlocksPerSm == 3) {
+                return hierarchical_homogeneous_warp128_cooperative_occupancy3_10x10_kernel<
+                    Word, WarpGroups, StaticWriter, StaticReader, WriterRows,
+                    WarpTileLog>;
             } else {
-                value = mul_shoup(value, root_powers[exponent], root_powers_shoup[exponent], modulus);
+                return hierarchical_homogeneous_warp128_cooperative_occupancy4_10x10_kernel<
+                    Word, WarpGroups, StaticWriter, StaticReader, WriterRows,
+                    WarpTileLog>;
             }
+        } else if constexpr (WarpTileLog < 8) {
+            if constexpr (Threads == 256) {
+                return hierarchical_homogeneous_warp_small_occupancy2_10x10_kernel<
+                    Word, WarpGroups, StaticWriter, StaticReader, WriterRows,
+                    WarpTileLog, CoefficientReuseStages, VectorRadix4Prefix,
+                    PackedStage6, DistributedPackedStage6,
+                    PacketSharedRadix4>;
+            } else {
+                return hierarchical_homogeneous_warp_small_occupancy4_10x10_kernel<
+                    Word, WarpGroups, StaticWriter, StaticReader, WriterRows,
+                    WarpTileLog, CoefficientReuseStages, VectorRadix4Prefix,
+                    PackedStage6, DistributedPackedStage6,
+                    PacketSharedRadix4>;
+            }
+        } else {
+            return hierarchical_homogeneous_warp256_10x10_kernel<
+                Word, WarpGroups, StaticWriter, StaticReader, WriterRows,
+                WarpTileLog, CoefficientReuseStages, VectorRadix4Prefix,
+                PackedStage6, DistributedPackedStage6,
+                PacketSharedRadix4>;
         }
-        scratch[transform_base + static_cast<std::uint64_t>(k2) * n1_size + n1] = value;
+    }();
+    constexpr std::uint32_t kWriterRows =
+        StaticWriter ? (WriterRows == 0 ? 32U / sizeof(Word) : WriterRows)
+                     : 0U;
+    constexpr bool kRowMajorIo =
+        StaticReader && sizeof(Word) == 4 && kWriterRows == 4;
+    constexpr std::uint32_t kWriterStride = kRowMajorIo
+        ? 1024U + (kWriterRows == 2 ? 15U : 7U) : 1024U;
+    constexpr std::uint32_t kExchangeBuffers = 1U;
+    constexpr std::uint32_t kExchangeStride = 1024U;
+    constexpr std::uint32_t kPipelineFlagWords = WarpPipeline ? 8U : 0U;
+    constexpr std::size_t kSharedWords =
+        WarpGroups *
+            (kExchangeBuffers * kExchangeStride +
+             kWriterRows * kWriterStride) +
+        kPipelineFlagWords;
+    const std::size_t shared_bytes = kSharedWords * sizeof(Word);
+    if (shared_bytes > 48U * 1024U) {
+        CUNTT_CUDA_CHECK(cudaFuncSetAttribute(
+            kernel, cudaFuncAttributeMaxDynamicSharedMemorySize,
+            static_cast<int>(shared_bytes)));
     }
-}
+    int occupancy = 0;
+    CUNTT_CUDA_CHECK(cudaOccupancyMaxActiveBlocksPerMultiprocessor(
+        &occupancy, kernel, Threads, shared_bytes));
+    const std::uint32_t resident_per_sm = std::min<std::uint32_t>(
+        config.target_ctas_per_sm, static_cast<std::uint32_t>(occupancy));
+    std::uint32_t grid = resident_per_sm *
+                         static_cast<std::uint32_t>(multiprocessors);
+    grid = std::max(grid, 2U);
+    const std::uint32_t producer_weight =
+        config.subgraph_mappings[0].cta_weight;
+    const std::uint32_t consumer_weight =
+        config.subgraph_mappings[1].cta_weight;
+    const std::uint32_t total_weight = producer_weight + consumer_weight;
+    std::uint32_t producer_blocks = static_cast<std::uint32_t>(
+        (static_cast<std::uint64_t>(grid) * producer_weight +
+         total_weight / 2U) /
+        total_weight);
+    producer_blocks = std::max(1U, std::min(grid - 1U, producer_blocks));
 
-template <typename Word, std::uint32_t N1Log, std::uint32_t RowsPerBlock, ComputeUnit Unit, CrossTwiddlePlacement Placement, bool Barrett>
-__global__ void hybrid2d_second_pass_kernel(const Word* scratch, Word* output, const Word* twiddles, const Word* twiddles_shoup, Word modulus,
-                                            const Word* root_powers, const Word* root_powers_shoup, bool apply_scale, Word scale, Word scale_shoup,
-                                            std::uint32_t modulus_bits, Word barrett_mu, std::uint32_t n2_log, std::uint32_t log_n) {
-    constexpr std::uint32_t         N1 = 1U << N1Log;
-    const std::uint32_t             n2 = 1U << n2_log;
-    extern __shared__ unsigned char shared_storage[];
-    Word*                           tiles = reinterpret_cast<Word*>(shared_storage);
+    const Word* input_arg = input;
+    Word* output_arg = output;
+    Word* boundary_arg = boundary;
+    unsigned int* ready_arg = ready;
+    std::uint64_t transforms = config.batch;
+    const Word* roots_arg = root_powers;
+    const Word* roots_shoup_arg = root_powers_shoup;
+    unsigned long long* trace_arg = trace;
+    std::uint32_t producer_blocks_arg = producer_blocks;
+    std::uint32_t producer_data_time =
+        config.subgraph_mappings[0].data_time;
+    std::uint32_t consumer_data_time =
+        config.subgraph_mappings[1].data_time;
+    std::uint32_t packet_wave_q =
+        PacketSharedRadix4
+            ? config.subgraph_mappings[1].token_interleave
+            : 0U;
+    std::uint32_t packet_poll_sleep =
+        PacketSharedRadix4 ? config.ready_window * 32U : 0U;
+    std::uint32_t packet_readiness_mode =
+        PacketSharedRadix4 &&
+                config.packet_readiness_mode == PacketReadinessMode::WaveBitmap
+            ? 1U
+            : 0U;
+    std::uint32_t packet_compute_layout =
+        PacketSharedRadix4 &&
+                config.packet_compute_layout == PacketComputeLayout::WarpRows
+            ? 1U
+            : 0U;
+    std::uint32_t packet_fold_wave_barriers =
+        PacketSharedRadix4 && config.packet_fold_wave_barriers ? 1U : 0U;
+    void* arguments[] = {
+        &input_arg,          &output_arg,         &boundary_arg,
+        &ready_arg,          &transforms,         &roots_arg,
+        &roots_shoup_arg,    &trace_arg,          &producer_blocks_arg,
+        &producer_data_time, &consumer_data_time, &packet_wave_q,
+        &packet_poll_sleep,  &packet_readiness_mode,
+        &packet_compute_layout, &packet_fold_wave_barriers, &op};
+    CUNTT_CUDA_CHECK(cudaLaunchCooperativeKernel(
+        reinterpret_cast<void*>(kernel), dim3(grid), dim3(Threads), arguments,
+        shared_bytes, active_stream));
+}
 
-    const std::uint32_t blocks_per_transform = n2 / RowsPerBlock;
-    const std::uint64_t batch_index          = blockIdx.x / blocks_per_transform;
-    const std::uint32_t row_base             = (blockIdx.x % blocks_per_transform) * RowsPerBlock;
-    const std::uint64_t transform_base       = batch_index << log_n;
+template <typename Word>
+bool launch_specialized_hierarchical_streaming(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* twiddles, const Word* twiddles_shoup, const Word* root_powers,
+    const Word* root_powers_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    constexpr std::uint32_t kRowsPerBlock = 4;
+    const bool specialized_three_level =
+        uses_specialized_hierarchical_streaming_three_level(config);
+    const bool homogeneous_10x10 =
+        uses_homogeneous_hierarchical_streaming_10x10(config);
+    const bool homogeneous_warp_10x10 =
+        uses_homogeneous_warp_hierarchical_streaming_10x10(config);
+    const bool homogeneous_warp256_10x10 =
+        uses_homogeneous_warp256_hierarchical_streaming_10x10(config);
+    const bool homogeneous_warp256_static_10x10 =
+        uses_homogeneous_warp256_static_hierarchical_streaming_10x10(config);
+    const bool homogeneous_warp256_static_io_10x10 =
+        uses_homogeneous_warp256_static_io_hierarchical_streaming_10x10(
+            config);
+    const bool homogeneous_warp256_coefficient_reuse_static_io_10x10 =
+        uses_homogeneous_warp256_static_io_hierarchical_streaming_10x10(
+            config, NttSubgraphCore::
+                        HomogeneousWarp256CoefficientReuseStaticIoRadix2);
+    const bool homogeneous_warp128_static_io_10x10 =
+        uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+            config, NttSubgraphCore::HomogeneousWarp128StaticIoRadix2);
+    const bool homogeneous_warp128_coefficient_reuse_static_io_10x10 =
+        uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+            config, NttSubgraphCore::
+                        HomogeneousWarp128CoefficientReuseStaticIoRadix2);
+    const bool homogeneous_warp128_vector_radix4_static_io_10x10 =
+        uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+            config,
+            NttSubgraphCore::HomogeneousWarp128VectorRadix4StaticIo);
+    const bool homogeneous_warp128_vector_radix4_packed_stage6_static_io_10x10 =
+        uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+            config, NttSubgraphCore::
+                        HomogeneousWarp128VectorRadix4PackedStage6StaticIo);
+    const bool
+        homogeneous_warp128_vector_radix4_packed_stage6_distributed_static_io_10x10 =
+            uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                config, NttSubgraphCore::
+                            HomogeneousWarp128VectorRadix4PackedStage6DistributedStaticIo);
+    const bool homogeneous_warp128_packet_shared_radix4_static_io_10x10 =
+        uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+            config, NttSubgraphCore::
+                        HomogeneousWarp128PacketSharedRadix4StaticIo);
+    const bool homogeneous_warp64_static_io_10x10 =
+        uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+            config, NttSubgraphCore::HomogeneousWarp64StaticIoRadix2);
+    const bool homogeneous_warp128_pipeline_static_io_10x10 =
+        uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+            config,
+            NttSubgraphCore::HomogeneousWarp128PipelineStaticIoRadix2) &&
+        config.pipeline_buffers == 1;
+    const bool homogeneous_warp128_cooperative_static_io_10x10 =
+        uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+            config,
+            NttSubgraphCore::HomogeneousWarp128CooperativeStaticIoRadix2);
+    if (!specialized_three_level &&
+        !uses_specialized_hierarchical_streaming_10x10(config) &&
+        !homogeneous_10x10 && !homogeneous_warp_10x10 &&
+        !homogeneous_warp256_10x10 &&
+        !homogeneous_warp256_static_10x10 &&
+        !homogeneous_warp256_static_io_10x10 &&
+        !homogeneous_warp256_coefficient_reuse_static_io_10x10 &&
+        !homogeneous_warp128_static_io_10x10 &&
+        !homogeneous_warp128_coefficient_reuse_static_io_10x10 &&
+        !homogeneous_warp128_vector_radix4_static_io_10x10 &&
+        !homogeneous_warp128_vector_radix4_packed_stage6_static_io_10x10 &&
+        !homogeneous_warp128_vector_radix4_packed_stage6_distributed_static_io_10x10 &&
+        !homogeneous_warp128_packet_shared_radix4_static_io_10x10 &&
+        !homogeneous_warp64_static_io_10x10 &&
+        !homogeneous_warp128_pipeline_static_io_10x10 &&
+        !homogeneous_warp128_cooperative_static_io_10x10) {
+        return false;
+    }
 
-    for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * N1; linear += blockDim.x) {
-        const std::uint32_t row      = linear / N1;
-        const std::uint32_t n1       = linear - row * N1;
-        const std::uint32_t k2       = row_base + row;
-        const std::uint32_t reversed = __brev(n1) >> (32 - N1Log);
-        Word                value    = scratch[transform_base + static_cast<std::uint64_t>(k2) * N1 + n1];
-        if constexpr (Placement == CrossTwiddlePlacement::SecondPass) {
-            const std::uint32_t exponent = n1 * k2;
-            if constexpr (Barrett) {
-                value = mul_barrett(value, root_powers[exponent], modulus, modulus_bits, barrett_mu);
+    const auto layout = hierarchical_streaming_workspace_layout(config);
+    auto* workspace_bytes = static_cast<unsigned char*>(workspace);
+    Word* boundary = static_cast<Word*>(workspace);
+    auto* ready = reinterpret_cast<unsigned int*>(workspace_bytes + layout.ready_offset);
+    auto* trace = reinterpret_cast<unsigned long long*>(workspace_bytes + layout.trace_offset);
+    const Word scale = config.inverse ? static_cast<Word>(inverse_n) : static_cast<Word>(1);
+    const Word scale_shoup = config.inverse ? static_cast<Word>(inverse_n_shoup) : static_cast<Word>(0);
+    NttStageOperatorT<Word> op{twiddles, twiddles_shoup, static_cast<Word>(config.modulus),
+                               scale, scale_shoup};
+    if (specialized_three_level) {
+        if (config.stage_partition == std::vector<std::uint32_t>{6, 7, 7}) {
+            return launch_specialized_hierarchical_streaming_three_level_rows<
+                Word, 6, 7, 7>(config, input, output, workspace, root_powers,
+                               root_powers_shoup, trace, op, multiprocessors);
+        }
+        if (config.stage_partition == std::vector<std::uint32_t>{7, 6, 7}) {
+            return launch_specialized_hierarchical_streaming_three_level_rows<
+                Word, 7, 6, 7>(config, input, output, workspace, root_powers,
+                               root_powers_shoup, trace, op, multiprocessors);
+        }
+        if (config.stage_partition == std::vector<std::uint32_t>{7, 7, 6}) {
+            return launch_specialized_hierarchical_streaming_three_level_rows<
+                Word, 7, 7, 6>(config, input, output, workspace, root_powers,
+                               root_powers_shoup, trace, op, multiprocessors);
+        }
+        if (config.stage_partition == std::vector<std::uint32_t>{6, 6, 8}) {
+            return launch_specialized_hierarchical_streaming_three_level_rows<
+                Word, 6, 6, 8>(config, input, output, workspace, root_powers,
+                               root_powers_shoup, trace, op, multiprocessors);
+        }
+        if (config.stage_partition == std::vector<std::uint32_t>{6, 8, 6}) {
+            return launch_specialized_hierarchical_streaming_three_level_rows<
+                Word, 6, 8, 6>(config, input, output, workspace, root_powers,
+                               root_powers_shoup, trace, op, multiprocessors);
+        }
+        return launch_specialized_hierarchical_streaming_three_level_rows<
+            Word, 8, 6, 6>(config, input, output, workspace, root_powers,
+                           root_powers_shoup, trace, op, multiprocessors);
+    }
+    if (homogeneous_10x10 &&
+        (config.subgraph_mappings[0].data_time != 1U ||
+         config.subgraph_mappings[1].data_time != 1U)) {
+        launch_homogeneous_hierarchical_streaming_two_level<Word, 10, 10,
+                                                            kRowsPerBlock>(
+            config, input, output, workspace, root_powers,
+            root_powers_shoup, trace, op, multiprocessors);
+        return true;
+    }
+    if (homogeneous_warp_10x10) {
+        launch_homogeneous_warp_hierarchical_streaming_two_level<
+            Word, 10, 10, 8>(config, input, output, workspace, root_powers,
+                             root_powers_shoup, trace, op, multiprocessors);
+        return true;
+    }
+    if (homogeneous_warp256_10x10) {
+        if (config.subgraph_mappings[0].threads_per_block == 128) {
+            launch_homogeneous_warp256_hierarchical_streaming_10x10<Word, 128,
+                                                                    1>(
+                config, input, output, workspace, root_powers,
+                root_powers_shoup, trace, op, multiprocessors);
+        } else {
+            launch_homogeneous_warp256_hierarchical_streaming_10x10<Word, 256,
+                                                                    2>(
+                config, input, output, workspace, root_powers,
+                root_powers_shoup, trace, op, multiprocessors);
+        }
+        return true;
+    }
+    if (homogeneous_warp256_static_10x10) {
+        constexpr std::uint32_t kHalfWriterRows = 16U / sizeof(Word);
+        const bool half_packet =
+            config.subgraph_mappings[0].data_space == kHalfWriterRows;
+        if (config.subgraph_mappings[0].threads_per_block == 128) {
+            if (half_packet) {
+                launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                    Word, 128, 1, true, false, kHalfWriterRows>(
+                    config, input, output, workspace, root_powers,
+                    root_powers_shoup, trace, op, multiprocessors);
             } else {
-                value = mul_shoup(value, root_powers[exponent], root_powers_shoup[exponent], modulus);
+                launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                    Word, 128, 1, true>(
+                    config, input, output, workspace, root_powers,
+                    root_powers_shoup, trace, op, multiprocessors);
+            }
+        } else {
+            if (half_packet) {
+                launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                    Word, 256, 2, true, false, kHalfWriterRows>(
+                    config, input, output, workspace, root_powers,
+                    root_powers_shoup, trace, op, multiprocessors);
+            } else {
+                launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                    Word, 256, 2, true>(
+                    config, input, output, workspace, root_powers,
+                    root_powers_shoup, trace, op, multiprocessors);
             }
         }
-        tiles[row * (N1 + 1) + reversed] = value;
+        return true;
     }
-    __syncthreads();
+    if (homogeneous_warp256_static_io_10x10 ||
+        homogeneous_warp256_coefficient_reuse_static_io_10x10) {
+        constexpr std::uint32_t kHalfWriterRows = 16U / sizeof(Word);
+        const bool half_packet =
+            config.subgraph_mappings[0].data_space == kHalfWriterRows;
+        if (homogeneous_warp256_coefficient_reuse_static_io_10x10) {
+            const auto launch_reuse = [&](auto reuse_stages) {
+                constexpr std::uint32_t kReuseStages =
+                    decltype(reuse_stages)::value;
+                launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                    Word, 128, 1, true, true, kHalfWriterRows, 8, false,
+                    false, 4, kReuseStages>(
+                    config, input, output, workspace, root_powers,
+                    root_powers_shoup, trace, op, multiprocessors);
+            };
+            switch (config.subgraph_mappings[0].coefficient_reuse_stages) {
+                case 1:
+                    launch_reuse(std::integral_constant<std::uint32_t, 1>{});
+                    break;
+                case 2:
+                    launch_reuse(std::integral_constant<std::uint32_t, 2>{});
+                    break;
+                case 3:
+                    launch_reuse(std::integral_constant<std::uint32_t, 3>{});
+                    break;
+                case 4:
+                    launch_reuse(std::integral_constant<std::uint32_t, 4>{});
+                    break;
+                case 5:
+                    launch_reuse(std::integral_constant<std::uint32_t, 5>{});
+                    break;
+                case 6:
+                    launch_reuse(std::integral_constant<std::uint32_t, 6>{});
+                    break;
+                default:
+                    return false;
+            }
+            return true;
+        }
+        if (config.subgraph_mappings[0].threads_per_block == 128) {
+            if (half_packet) {
+                launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                    Word, 128, 1, true, true, kHalfWriterRows>(
+                    config, input, output, workspace, root_powers,
+                    root_powers_shoup, trace, op, multiprocessors);
+            } else {
+                launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                    Word, 128, 1, true, true>(
+                    config, input, output, workspace, root_powers,
+                    root_powers_shoup, trace, op, multiprocessors);
+            }
+        } else {
+            if (half_packet) {
+                launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                    Word, 256, 2, true, true, kHalfWriterRows>(
+                    config, input, output, workspace, root_powers,
+                    root_powers_shoup, trace, op, multiprocessors);
+            } else {
+                launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                    Word, 256, 2, true, true>(
+                    config, input, output, workspace, root_powers,
+                    root_powers_shoup, trace, op, multiprocessors);
+            }
+        }
+        return true;
+    }
+    if (homogeneous_warp128_static_io_10x10 ||
+        homogeneous_warp128_coefficient_reuse_static_io_10x10 ||
+        homogeneous_warp128_vector_radix4_static_io_10x10 ||
+        homogeneous_warp128_vector_radix4_packed_stage6_static_io_10x10 ||
+        homogeneous_warp128_vector_radix4_packed_stage6_distributed_static_io_10x10 ||
+        homogeneous_warp128_packet_shared_radix4_static_io_10x10 ||
+        homogeneous_warp128_pipeline_static_io_10x10 ||
+        homogeneous_warp128_cooperative_static_io_10x10 ||
+        homogeneous_warp64_static_io_10x10) {
+        if constexpr (sizeof(Word) != 4) {
+            return false;
+        } else {
+            if (homogeneous_warp128_packet_shared_radix4_static_io_10x10) {
+                if (config.subgraph_mappings[0].threads_per_block == 128) {
+                    launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                        Word, 128, 1, true, true, 4, 7, false, false, 4, 0,
+                        false, false, false, true>(
+                        config, input, output, workspace, root_powers,
+                        root_powers_shoup, trace, op, multiprocessors);
+                } else {
+                    launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                        Word, 256, 2, true, true, 4, 7, false, false, 4, 0,
+                        false, false, false, true>(
+                        config, input, output, workspace, root_powers,
+                        root_powers_shoup, trace, op, multiprocessors);
+                }
+            } else if (homogeneous_warp128_pipeline_static_io_10x10) {
+                launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                    Word, 128, 1, true, true, 4, 7, true>(
+                    config, input, output, workspace, root_powers,
+                    root_powers_shoup, trace, op, multiprocessors);
+            } else if (homogeneous_warp128_cooperative_static_io_10x10) {
+                if (config.target_ctas_per_sm <= 3U) {
+                    launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                        Word, 128, 1, true, true, 4, 7, false, true, 3>(
+                        config, input, output, workspace, root_powers,
+                        root_powers_shoup, trace, op, multiprocessors);
+                } else {
+                    launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                        Word, 128, 1, true, true, 4, 7, false, true, 4>(
+                        config, input, output, workspace, root_powers,
+                        root_powers_shoup, trace, op, multiprocessors);
+                }
+            } else if (
+                homogeneous_warp128_vector_radix4_packed_stage6_distributed_static_io_10x10) {
+                launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                    Word, 256, 2, true, true, 4, 7, false, false, 4, 6,
+                    true, false, true>(
+                    config, input, output, workspace, root_powers,
+                    root_powers_shoup, trace, op, multiprocessors);
+            } else if (
+                homogeneous_warp128_vector_radix4_packed_stage6_static_io_10x10) {
+                launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                    Word, 256, 2, true, true, 4, 7, false, false, 4, 6,
+                    true, true>(
+                    config, input, output, workspace, root_powers,
+                    root_powers_shoup, trace, op, multiprocessors);
+            } else if (homogeneous_warp128_vector_radix4_static_io_10x10) {
+                const auto launch_vector = [&](auto reuse_stages) {
+                    constexpr std::uint32_t kReuseStages =
+                        decltype(reuse_stages)::value;
+                    launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                        Word, 256, 2, true, true, 4, 7, false, false, 4,
+                        kReuseStages, true>(
+                        config, input, output, workspace, root_powers,
+                        root_powers_shoup, trace, op, multiprocessors);
+                };
+                switch (config.subgraph_mappings[0]
+                            .coefficient_reuse_stages) {
+                    case 0:
+                        launch_vector(
+                            std::integral_constant<std::uint32_t, 0>{});
+                        break;
+                    case 3:
+                        launch_vector(
+                            std::integral_constant<std::uint32_t, 3>{});
+                        break;
+                    case 4:
+                        launch_vector(
+                            std::integral_constant<std::uint32_t, 4>{});
+                        break;
+                    case 5:
+                        launch_vector(
+                            std::integral_constant<std::uint32_t, 5>{});
+                        break;
+                    case 6:
+                        launch_vector(
+                            std::integral_constant<std::uint32_t, 6>{});
+                        break;
+                    case 7:
+                        launch_vector(
+                            std::integral_constant<std::uint32_t, 7>{});
+                        break;
+                    default:
+                        return false;
+                }
+            } else if (homogeneous_warp128_static_io_10x10 ||
+                       homogeneous_warp128_coefficient_reuse_static_io_10x10) {
+                const bool coefficient_reuse =
+                    homogeneous_warp128_coefficient_reuse_static_io_10x10;
+                const auto launch_reuse = [&](auto threads, auto groups,
+                                              auto reuse_stages) {
+                    constexpr std::uint32_t kThreads = decltype(threads)::value;
+                    constexpr std::uint32_t kGroups = decltype(groups)::value;
+                    constexpr std::uint32_t kReuseStages =
+                        decltype(reuse_stages)::value;
+                    launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                        Word, kThreads, kGroups, true, true, 4, 7, false,
+                        false, 4, kReuseStages>(
+                        config, input, output, workspace, root_powers,
+                        root_powers_shoup, trace, op, multiprocessors);
+                };
+                const auto dispatch_reuse = [&](auto threads, auto groups) {
+                    switch (config.subgraph_mappings[0]
+                                .coefficient_reuse_stages) {
+                        case 1:
+                            launch_reuse(
+                                threads, groups,
+                                std::integral_constant<std::uint32_t, 1>{});
+                            return true;
+                        case 2:
+                            launch_reuse(
+                                threads, groups,
+                                std::integral_constant<std::uint32_t, 2>{});
+                            return true;
+                        case 3:
+                            launch_reuse(
+                                threads, groups,
+                                std::integral_constant<std::uint32_t, 3>{});
+                            return true;
+                        case 4:
+                            launch_reuse(
+                                threads, groups,
+                                std::integral_constant<std::uint32_t, 4>{});
+                            return true;
+                        case 5:
+                            launch_reuse(
+                                threads, groups,
+                                std::integral_constant<std::uint32_t, 5>{});
+                            return true;
+                        case 6:
+                            launch_reuse(
+                                threads, groups,
+                                std::integral_constant<std::uint32_t, 6>{});
+                            return true;
+                        default:
+                            return false;
+                    }
+                };
+                if (config.subgraph_mappings[0].threads_per_block == 256U) {
+                    if (coefficient_reuse) {
+                        if (!dispatch_reuse(
+                                std::integral_constant<std::uint32_t, 256>{},
+                                std::integral_constant<std::uint32_t, 2>{})) {
+                            return false;
+                        }
+                    } else {
+                        launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                            Word, 256, 2, true, true, 4, 7>(
+                            config, input, output, workspace, root_powers,
+                            root_powers_shoup, trace, op, multiprocessors);
+                    }
+                } else {
+                    if (coefficient_reuse) {
+                        if (!dispatch_reuse(
+                                std::integral_constant<std::uint32_t, 128>{},
+                                std::integral_constant<std::uint32_t, 1>{})) {
+                            return false;
+                        }
+                    } else {
+                        launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                            Word, 128, 1, true, true, 4, 7>(
+                            config, input, output, workspace, root_powers,
+                            root_powers_shoup, trace, op, multiprocessors);
+                    }
+                }
+            } else {
+                launch_homogeneous_warp256_hierarchical_streaming_10x10<
+                    Word, 128, 1, true, true, 4, 6>(
+                    config, input, output, workspace, root_powers,
+                    root_powers_shoup, trace, op, multiprocessors);
+            }
+            return true;
+        }
+    }
+    // The homogeneous template's D_t=1 point is exactly the mature 10+10
+    // physical codelet. Selecting it directly removes the runtime packet-loop
+    // overhead without changing the logical schedule.
+    auto kernel = hierarchical_streaming_10x10_kernel<Word, kRowsPerBlock>;
+    constexpr std::size_t kSharedWords = kRowsPerBlock * ((1U << 10) + 1U);
+    const std::size_t shared_bytes = kSharedWords * sizeof(Word);
+    int occupancy = 0;
+    CUNTT_CUDA_CHECK(cudaOccupancyMaxActiveBlocksPerMultiprocessor(
+        &occupancy, kernel, 256, shared_bytes));
+    const std::uint32_t resident_per_sm = std::min<std::uint32_t>(
+        config.target_ctas_per_sm, static_cast<std::uint32_t>(occupancy));
+    std::uint32_t grid = resident_per_sm * static_cast<std::uint32_t>(multiprocessors);
+    grid = std::max(grid, 2U);
+    const std::uint32_t producer_weight = config.subgraph_mappings[0].cta_weight;
+    const std::uint32_t consumer_weight = config.subgraph_mappings[1].cta_weight;
+    const std::uint32_t total_weight = producer_weight + consumer_weight;
+    std::uint32_t producer_blocks = static_cast<std::uint32_t>(
+        (static_cast<std::uint64_t>(grid) * producer_weight + total_weight / 2U) /
+        total_weight);
+    producer_blocks = std::max(1U, std::min(grid - 1U, producer_blocks));
 
-    if constexpr (Placement == CrossTwiddlePlacement::Fused) {
-        local_ntt<Word, N1Log, RowsPerBlock, Unit, true, Barrett>(tiles, twiddles, twiddles_shoup, modulus, root_powers, root_powers_shoup, row_base,
-                                                                  modulus_bits, barrett_mu);
-    } else {
-        local_ntt<Word, N1Log, RowsPerBlock, Unit, false, Barrett>(tiles, twiddles, twiddles_shoup, modulus, nullptr, nullptr, 0, modulus_bits,
-                                                                   barrett_mu);
+    const Word* input_arg = input;
+    Word* output_arg = output;
+    Word* boundary_arg = boundary;
+    unsigned int* ready_arg = ready;
+    std::uint64_t transforms = config.batch;
+    const Word* roots_arg = root_powers;
+    const Word* roots_shoup_arg = root_powers_shoup;
+    unsigned long long* trace_arg = trace;
+    std::uint32_t producer_blocks_arg = producer_blocks;
+    void* arguments[] = {&input_arg, &output_arg, &boundary_arg, &ready_arg, &transforms,
+                         &roots_arg, &roots_shoup_arg, &trace_arg,
+                         &producer_blocks_arg, &op};
+    CUNTT_CUDA_CHECK(cudaLaunchCooperativeKernel(
+        reinterpret_cast<void*>(kernel), dim3(grid), dim3(256), arguments,
+        shared_bytes, active_stream));
+    return true;
+}
+
+template <typename Word, std::uint32_t StageSpace, std::uint32_t RoleStages,
+          std::uint32_t StaticLogN = 0>
+void launch_appt_pipeline_impl(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* twiddles, const Word* twiddles_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    const auto& mapping = config.subgraph_mappings.front();
+    const std::uint32_t buffers = config.boundary_mappings.empty()
+                                      ? 2U : config.boundary_mappings.front().buffers;
+    constexpr std::uint32_t kRoles = (StageSpace + RoleStages - 1) / RoleStages;
+    const std::uint32_t replicas = mapping.units_per_cta / kRoles;
+    auto kernel = appt_pipeline_kernel<Word, StageSpace, RoleStages, StaticLogN>;
+    const std::uint32_t threads = mapping.units_per_cta * 32;
+    const std::size_t shared_bytes =
+        std::max(
+            static_cast<std::size_t>(kRoles - 1) * replicas * buffers *
+                mapping.token_interleave * (1U << StageSpace) * sizeof(Word) +
+                static_cast<std::size_t>(kRoles - 1) * buffers * sizeof(int),
+            static_cast<std::size_t>(32 * 33) * sizeof(Word));
+    if (shared_bytes > 48 * 1024) {
+        CUNTT_CUDA_CHECK(cudaFuncSetAttribute(
+            kernel, cudaFuncAttributeMaxDynamicSharedMemorySize,
+            static_cast<int>(shared_bytes)));
+    }
+    int occupancy = 0;
+    CUNTT_CUDA_CHECK(cudaOccupancyMaxActiveBlocksPerMultiprocessor(
+        &occupancy, kernel, threads, shared_bytes));
+    const std::uint32_t resident_per_sm = std::min<std::uint32_t>(
+        config.target_ctas_per_sm, static_cast<std::uint32_t>(occupancy));
+    if (resident_per_sm == 0) {
+        throw std::runtime_error("appt-pipeline has zero cooperative residency");
     }
+    const std::uint32_t grid = resident_per_sm *
+                               static_cast<std::uint32_t>(multiprocessors);
+    const Word scale = config.inverse ? static_cast<Word>(inverse_n) : static_cast<Word>(1);
+    const Word scale_shoup = config.inverse ? static_cast<Word>(inverse_n_shoup) : static_cast<Word>(0);
+    NttStageOperatorT<Word> op{twiddles, twiddles_shoup,
+                               static_cast<Word>(config.modulus), scale, scale_shoup};
+    const Word* input_arg = input;
+    Word* output_arg = output;
+    Word* scratch_arg = static_cast<Word*>(workspace);
+    std::uint64_t transforms = config.batch;
+    std::uint32_t log_n = config.log_n;
+    std::uint32_t data_time = mapping.data_time;
+    std::uint32_t token_interleave = mapping.token_interleave;
+    std::uint32_t pipeline_buffers = buffers;
+    std::uint32_t pipeline_replicas = replicas;
+    const auto layout = hierarchical_streaming_workspace_layout(config);
+    auto* trace = reinterpret_cast<unsigned long long*>(
+        static_cast<unsigned char*>(workspace) + layout.trace_offset);
+    void* arguments[] = {&input_arg, &output_arg, &scratch_arg, &transforms,
+                         &log_n, &data_time, &token_interleave, &pipeline_buffers,
+                         &pipeline_replicas, &trace, &op};
+    CUNTT_CUDA_CHECK(cudaLaunchCooperativeKernel(
+        reinterpret_cast<void*>(kernel), dim3(grid), dim3(threads), arguments,
+        shared_bytes, active_stream));
+}
 
-    for (std::uint32_t linear = threadIdx.x; linear < RowsPerBlock * N1; linear += blockDim.x) {
-        const std::uint32_t k1    = linear / RowsPerBlock;
-        const std::uint32_t row   = linear - k1 * RowsPerBlock;
-        const std::uint32_t k2    = row_base + row;
-        Word                value = tiles[row * (N1 + 1) + k1];
-        if (apply_scale) {
-            if constexpr (Barrett) {
-                value = mul_barrett(value, scale, modulus, modulus_bits, barrett_mu);
+template <typename Word, std::uint32_t StageSpace>
+void launch_appt_pipeline_roles(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* twiddles, const Word* twiddles_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    const bool fused_roles = config.subgraph_mappings.front().role_stages == 2;
+    if constexpr (StageSpace == 7) {
+        if (config.log_n == 20) {
+            if (fused_roles) {
+                launch_appt_pipeline_impl<Word, StageSpace, 2, 20>(
+                    config, input, output, workspace, twiddles, twiddles_shoup,
+                    inverse_n, inverse_n_shoup, multiprocessors);
             } else {
-                value = mul_shoup(value, scale, scale_shoup, modulus);
+                launch_appt_pipeline_impl<Word, StageSpace, 1, 20>(
+                    config, input, output, workspace, twiddles, twiddles_shoup,
+                    inverse_n, inverse_n_shoup, multiprocessors);
             }
+            return;
         }
-        output[transform_base + static_cast<std::uint64_t>(k1) * n2 + k2] = value;
+    }
+    if (fused_roles) {
+        launch_appt_pipeline_impl<Word, StageSpace, 2>(config, input, output,
+            workspace, twiddles, twiddles_shoup, inverse_n,
+            inverse_n_shoup, multiprocessors);
+    } else {
+        launch_appt_pipeline_impl<Word, StageSpace, 1>(config, input, output,
+            workspace, twiddles, twiddles_shoup, inverse_n,
+            inverse_n_shoup, multiprocessors);
     }
 }
 
-__global__ void scale_kernel(std::uint64_t* values, std::uint64_t total_points, std::uint64_t scale, std::uint64_t scale_shoup,
-                             std::uint64_t modulus) {
-    const std::uint64_t global_index = static_cast<std::uint64_t>(blockIdx.x) * blockDim.x + threadIdx.x;
-    if (global_index < total_points) {
-        values[global_index] = mul_shoup(values[global_index], scale, scale_shoup, modulus);
+template <typename Word, std::uint32_t FragmentWidth, bool WarpRows,
+          bool WarpColumns, bool Radix8Core, std::uint32_t ProducerAGroup,
+          bool WriterFinal, bool TransformInterleave,
+          bool Resident2D, bool ResidentQuarter, bool StaticInput,
+          bool NaturalOutput>
+void launch_appt_register_tail_impl(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* twiddles, const Word* twiddles_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    constexpr std::uint32_t threads = 256;
+    constexpr std::uint32_t min_blocks_per_sm =
+        Resident2D
+            ? 1
+            : ResidentQuarter
+            ? 2
+            : sizeof(Word) == sizeof(std::uint64_t) ? 2 : 3;
+    constexpr bool aggregate_ready = sizeof(Word) == sizeof(std::uint32_t);
+    auto kernel = appt_online_register_tail_log20_kernel<
+        Word, threads, min_blocks_per_sm, aggregate_ready, WarpRows,
+        WarpColumns, Radix8Core, ProducerAGroup, WriterFinal,
+        TransformInterleave, Resident2D, ResidentQuarter, FragmentWidth,
+        StaticInput,
+        NaturalOutput>;
+    const std::size_t shared_bytes =
+        Resident2D || ResidentQuarter
+            ? (Resident2D ? 96 * 1024 : 48 * 1024)
+            : sizeof(Word) == sizeof(std::uint64_t) ? 48 * 1024 : 32 * 1024;
+    if constexpr (Resident2D) {
+        CUNTT_CUDA_CHECK(cudaFuncSetAttribute(
+            kernel, cudaFuncAttributeMaxDynamicSharedMemorySize,
+            static_cast<int>(shared_bytes)));
+    }
+    int occupancy = 0;
+    CUNTT_CUDA_CHECK(cudaOccupancyMaxActiveBlocksPerMultiprocessor(
+        &occupancy, kernel, threads, shared_bytes));
+    const std::uint32_t resident_per_sm = std::min<std::uint32_t>(
+        config.target_ctas_per_sm, static_cast<std::uint32_t>(occupancy));
+    const std::uint32_t grid = resident_per_sm *
+                               static_cast<std::uint32_t>(multiprocessors);
+    constexpr std::uint32_t required_roles = NaturalOutput ? 3 : 2;
+    if (grid < required_roles) {
+        throw std::runtime_error(
+            "appt-online-register-tail has insufficient resident CTA roles");
     }
-}
 
-dim3 grid_for(std::uint64_t work_items, std::uint32_t threads) {
-    const std::uint64_t blocks = (work_items + threads - 1) / threads;
-    if (blocks == 0 || blocks > std::numeric_limits<unsigned int>::max()) {
-        throw std::invalid_argument("CUDA grid dimension is outside the supported range");
+    const auto& roles = config.appt_role_mapping;
+    const std::uint32_t producer_weight = roles.producer_weight;
+    const std::uint32_t total_weight = producer_weight +
+                                       roles.tail_weight +
+                                       (NaturalOutput ? roles.writer_weight : 0U);
+    std::uint32_t producer_blocks = std::max<std::uint32_t>(
+        1, static_cast<std::uint64_t>(grid) *
+               producer_weight / total_weight);
+    producer_blocks = std::min(producer_blocks, grid - required_roles + 1);
+    std::uint32_t tail_blocks = NaturalOutput
+        ? std::max<std::uint32_t>(
+              1, static_cast<std::uint64_t>(grid) * roles.tail_weight /
+                     total_weight)
+        : grid - producer_blocks;
+    if constexpr (NaturalOutput) {
+        tail_blocks = std::min(tail_blocks, grid - producer_blocks - 1);
     }
-    return dim3(static_cast<unsigned int>(blocks));
+
+    const auto layout = hierarchical_streaming_workspace_layout(config);
+    auto* state1 = static_cast<Word*>(workspace);
+    auto* ready1 = reinterpret_cast<unsigned int*>(
+        static_cast<unsigned char*>(workspace) + layout.ready_offset);
+    auto* trace = reinterpret_cast<unsigned long long*>(
+        static_cast<unsigned char*>(workspace) + layout.trace_offset);
+    const Word scale = config.inverse ? static_cast<Word>(inverse_n)
+                                      : static_cast<Word>(1);
+    const Word scale_shoup = config.inverse
+                                 ? static_cast<Word>(inverse_n_shoup)
+                                 : static_cast<Word>(0);
+    NttStageOperatorT<Word> op{twiddles, twiddles_shoup,
+                               static_cast<Word>(config.modulus), scale,
+                               scale_shoup};
+    const Word* input_arg = input;
+    Word* output_arg = output;
+    std::uint64_t transforms = config.batch;
+    std::uint32_t writer_tiles_per_cta =
+        config.appt_role_mapping.writer_tiles_per_cta;
+    std::uint32_t data_time =
+        config.subgraph_mappings.front().data_time;
+    std::uint32_t data_time_role_mask =
+        config.appt_role_mapping.data_time_role_mask;
+    void* arguments[] = {&input_arg, &output_arg, &state1, &ready1,
+                         &transforms, &producer_blocks, &tail_blocks,
+                         &writer_tiles_per_cta, &data_time,
+                         &data_time_role_mask, &trace, &op};
+    CUNTT_CUDA_CHECK(cudaLaunchCooperativeKernel(
+        reinterpret_cast<void*>(kernel), dim3(grid), dim3(threads), arguments,
+        shared_bytes, active_stream));
 }
 
-template <typename Word, std::uint32_t LocalLog, std::uint32_t RowsPerBlock, ComputeUnit Unit, CrossTwiddlePlacement Placement, bool Barrett>
-void launch_hybrid2d_pass(const PlanConfig& config, bool first_pass, const Word* input, Word* scratch, Word* output, const Word* twiddles,
-                          const Word* twiddles_shoup, const Word* root_powers, const Word* root_powers_shoup, std::uint64_t inverse_n,
-                          std::uint64_t inverse_n_shoup) {
-    const std::uint32_t   other_log            = config.log_n - LocalLog;
-    const std::uint32_t   blocks_per_transform = (1U << other_log) / RowsPerBlock;
-    const dim3            grid                 = grid_for(static_cast<std::uint64_t>(config.batch) * blocks_per_transform, 1);
-    constexpr std::size_t shared_bytes         = RowsPerBlock * ((1U << LocalLog) + 1ULL) * sizeof(Word);
-    const std::uint32_t   modulus_bits         = modulus_bit_length(config.modulus);
-    const Word            barrett_mu           = static_cast<Word>(barrett_precompute(config.modulus, modulus_bits));
-    if (first_pass) {
-        hybrid2d_first_pass_kernel<Word, LocalLog, RowsPerBlock, Unit, Placement, Barrett>
-            <<<grid, config.threads_per_block, shared_bytes, active_stream>>>(input, scratch, twiddles, twiddles_shoup, root_powers, root_powers_shoup,
-                                                               static_cast<Word>(config.modulus), other_log, modulus_bits, barrett_mu, config.log_n);
+template <typename Word, std::uint32_t FragmentWidth, bool WarpRows,
+          bool WarpColumns, bool Radix8Core,
+          std::uint32_t ProducerAGroup, bool WriterFinal,
+          bool TransformInterleave, bool Resident2D = false,
+          bool ResidentQuarter = false>
+void dispatch_appt_register_tail_layout(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* twiddles, const Word* twiddles_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    const bool static_input = config.input_order == InputOrder::ApptStatic;
+    const bool natural_output = config.output_order == OutputOrder::Natural;
+#define CUNTT_LAUNCH_APPT_REGISTER(STATIC_INPUT, NATURAL_OUTPUT)                 \
+    launch_appt_register_tail_impl<Word, FragmentWidth, WarpRows, WarpColumns, \
+                                   Radix8Core, ProducerAGroup, WriterFinal,    \
+                                   TransformInterleave, Resident2D,           \
+                                   ResidentQuarter,                           \
+                                   STATIC_INPUT,                              \
+                                   NATURAL_OUTPUT>(                            \
+        config, input, output, workspace, twiddles, twiddles_shoup, inverse_n, \
+        inverse_n_shoup, multiprocessors)
+    if constexpr (WriterFinal) {
+        if (!natural_output) {
+            throw std::logic_error(
+                "APPT writer-final core requires natural output");
+        }
+        if (static_input) {
+            CUNTT_LAUNCH_APPT_REGISTER(true, true);
+        } else {
+            CUNTT_LAUNCH_APPT_REGISTER(false, true);
+        }
     } else {
-        hybrid2d_second_pass_kernel<Word, LocalLog, RowsPerBlock, Unit, Placement, Barrett><<<grid, config.threads_per_block, shared_bytes, active_stream>>>(
-            scratch, output, twiddles, twiddles_shoup, static_cast<Word>(config.modulus), root_powers, root_powers_shoup, config.inverse,
-            static_cast<Word>(inverse_n), static_cast<Word>(inverse_n_shoup), modulus_bits, barrett_mu, other_log, config.log_n);
+        if (static_input) {
+            if (natural_output) {
+                CUNTT_LAUNCH_APPT_REGISTER(true, true);
+            } else {
+                CUNTT_LAUNCH_APPT_REGISTER(true, false);
+            }
+        } else if (natural_output) {
+            CUNTT_LAUNCH_APPT_REGISTER(false, true);
+        } else {
+            CUNTT_LAUNCH_APPT_REGISTER(false, false);
+        }
     }
-    CUNTT_CUDA_CHECK(cudaGetLastError());
+#undef CUNTT_LAUNCH_APPT_REGISTER
 }
 
-template <typename Word, std::uint32_t LocalLog, ComputeUnit Unit, CrossTwiddlePlacement Placement, bool Barrett>
-void dispatch_hybrid2d_rows(const PlanConfig& config, bool first_pass, const Word* input, Word* scratch, Word* output, const Word* twiddles,
-                            const Word* twiddles_shoup, const Word* root_powers, const Word* root_powers_shoup, std::uint64_t inverse_n,
-                            std::uint64_t inverse_n_shoup) {
-#define CUNTT_LAUNCH_HYBRID(ROWS)                                                                                                              \
-    launch_hybrid2d_pass<Word, LocalLog, ROWS, Unit, Placement, Barrett>(config, first_pass, input, scratch, output, twiddles, twiddles_shoup, \
-                                                                         root_powers, root_powers_shoup, inverse_n, inverse_n_shoup)
-    switch (config.rows_per_block) {
-        case 1:
-            CUNTT_LAUNCH_HYBRID(1);
+template <typename Word>
+bool launch_appt_register_tail(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* twiddles, const Word* twiddles_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    if (!uses_appt_register_tail(config)) return false;
+    const bool warp_core = uses_appt_register_tail_warp(config);
+    const bool column_warp_core =
+        uses_appt_register_tail_column_warp(config);
+    const bool radix8_core = uses_appt_register_tail_radix8(config);
+    const bool resident_core =
+        uses_appt_register_tail_grouped_writer_final_resident(config);
+    const bool resident_quarter_core =
+        uses_appt_register_tail_grouped_writer_final_resident_quarter(config);
+    if (resident_quarter_core) {
+#define CUNTT_DISPATCH_APPT_RESIDENT_QUARTER(FRAGMENT)                        \
+        dispatch_appt_register_tail_layout<Word, FRAGMENT, false, false,      \
+                                           false, 32, true, true, false,      \
+                                           true>(                             \
+            config, input, output, workspace, twiddles, twiddles_shoup,       \
+            inverse_n, inverse_n_shoup, multiprocessors)
+        switch (config.appt_role_mapping.fragment_width) {
+            case 8: CUNTT_DISPATCH_APPT_RESIDENT_QUARTER(8); break;
+            case 16: CUNTT_DISPATCH_APPT_RESIDENT_QUARTER(16); break;
+            case 32: CUNTT_DISPATCH_APPT_RESIDENT_QUARTER(32); break;
+            default:
+                throw std::logic_error(
+                    "unresolved APPT resident-quarter fragment width");
+        }
+#undef CUNTT_DISPATCH_APPT_RESIDENT_QUARTER
+        return true;
+    }
+    if (resident_core) {
+#define CUNTT_DISPATCH_APPT_RESIDENT(FRAGMENT)                                \
+        dispatch_appt_register_tail_layout<Word, FRAGMENT, false, false,      \
+                                           false, 32, true, true, true>(      \
+            config, input, output, workspace, twiddles, twiddles_shoup,       \
+            inverse_n, inverse_n_shoup, multiprocessors)
+        switch (config.appt_role_mapping.fragment_width) {
+            case 8: CUNTT_DISPATCH_APPT_RESIDENT(8); break;
+            case 16: CUNTT_DISPATCH_APPT_RESIDENT(16); break;
+            case 32: CUNTT_DISPATCH_APPT_RESIDENT(32); break;
+            default:
+                throw std::logic_error("unresolved APPT resident fragment width");
+        }
+#undef CUNTT_DISPATCH_APPT_RESIDENT
+        return true;
+    }
+#define CUNTT_DISPATCH_APPT_GROUPED(FRAGMENT, A_GROUP, WRITER_FINAL, DATA_TIME) \
+    dispatch_appt_register_tail_layout<Word, FRAGMENT, false, false, false,    \
+                                       A_GROUP, WRITER_FINAL, DATA_TIME>(      \
+        config, input, output, workspace, twiddles, twiddles_shoup, inverse_n, \
+        inverse_n_shoup, multiprocessors)
+#define CUNTT_DISPATCH_APPT_GROUPED_WIDTH(FRAGMENT, WRITER_FINAL, DATA_TIME)   \
+    do {                                                                       \
+        switch (config.subgraph_mappings.front().data_space) {                 \
+            case 8:                                                            \
+                CUNTT_DISPATCH_APPT_GROUPED(FRAGMENT, 8, WRITER_FINAL, DATA_TIME); \
+                break;                                                         \
+            case 16:                                                           \
+                CUNTT_DISPATCH_APPT_GROUPED(FRAGMENT, 16, WRITER_FINAL, DATA_TIME); \
+                break;                                                         \
+            case 32:                                                           \
+                CUNTT_DISPATCH_APPT_GROUPED(FRAGMENT, 32, WRITER_FINAL, DATA_TIME); \
+                break;                                                         \
+            default:                                                           \
+                throw std::logic_error("unresolved APPT producer group");     \
+        }                                                                      \
+    } while (false)
+#define CUNTT_DISPATCH_APPT_FRAGMENT(FRAGMENT)                                 \
+    do {                                                                       \
+        if (warp_core) {                                                       \
+            dispatch_appt_register_tail_layout<Word, FRAGMENT, true, true,     \
+                                               false, 1, false, false>(        \
+                config, input, output, workspace, twiddles, twiddles_shoup,    \
+                inverse_n, inverse_n_shoup, multiprocessors);                  \
+        } else if (column_warp_core) {                                         \
+            dispatch_appt_register_tail_layout<Word, FRAGMENT, false, true,    \
+                                               false, 1, false, false>(        \
+                config, input, output, workspace, twiddles, twiddles_shoup,    \
+                inverse_n, inverse_n_shoup, multiprocessors);                  \
+        } else if (radix8_core) {                                              \
+            dispatch_appt_register_tail_layout<Word, FRAGMENT, false, false,   \
+                                               true, 1, false, false>(         \
+                config, input, output, workspace, twiddles, twiddles_shoup,    \
+                inverse_n, inverse_n_shoup, multiprocessors);                  \
+        } else {                                                               \
+            dispatch_appt_register_tail_layout<Word, FRAGMENT, false, false,   \
+                                               false, 1, false, false>(        \
+                config, input, output, workspace, twiddles, twiddles_shoup,    \
+                inverse_n, inverse_n_shoup, multiprocessors);                  \
+        }                                                                      \
+    } while (false)
+    const bool grouped_core = uses_appt_register_tail_grouped(config);
+    const bool writer_final_core =
+        uses_appt_register_tail_grouped_writer_final(config);
+    const bool data_time_core =
+        uses_appt_register_tail_grouped_writer_final_data_time(config);
+#define CUNTT_DISPATCH_SELECTED_GROUPED(FRAGMENT)                              \
+    do {                                                                       \
+        if (data_time_core) {                                                  \
+            CUNTT_DISPATCH_APPT_GROUPED_WIDTH(FRAGMENT, true, true);          \
+        } else if (writer_final_core) {                                        \
+            CUNTT_DISPATCH_APPT_GROUPED_WIDTH(FRAGMENT, true, false);         \
+        } else {                                                               \
+            CUNTT_DISPATCH_APPT_GROUPED_WIDTH(FRAGMENT, false, false);        \
+        }                                                                      \
+    } while (false)
+    switch (config.appt_role_mapping.fragment_width) {
+        case 8:
+            if (grouped_core) CUNTT_DISPATCH_SELECTED_GROUPED(8);
+            else CUNTT_DISPATCH_APPT_FRAGMENT(8);
             break;
-        case 2:
-            CUNTT_LAUNCH_HYBRID(2);
+        case 16:
+            if (grouped_core) CUNTT_DISPATCH_SELECTED_GROUPED(16);
+            else CUNTT_DISPATCH_APPT_FRAGMENT(16);
             break;
-        case 4:
-            CUNTT_LAUNCH_HYBRID(4);
+        case 32:
+            if (grouped_core) CUNTT_DISPATCH_SELECTED_GROUPED(32);
+            else CUNTT_DISPATCH_APPT_FRAGMENT(32);
             break;
         default:
-            throw std::logic_error("unsupported Hybrid2D rows_per_block dispatch");
+            throw std::logic_error("unresolved APPT fragment width");
     }
-#undef CUNTT_LAUNCH_HYBRID
+#undef CUNTT_DISPATCH_APPT_FRAGMENT
+#undef CUNTT_DISPATCH_SELECTED_GROUPED
+#undef CUNTT_DISPATCH_APPT_GROUPED_WIDTH
+#undef CUNTT_DISPATCH_APPT_GROUPED
+    return true;
 }
 
-template <typename Word, ComputeUnit Unit, CrossTwiddlePlacement Placement, bool Barrett>
-void dispatch_hybrid2d_log(const PlanConfig& config, std::uint32_t local_log, bool first_pass, const Word* input, Word* scratch, Word* output,
-                           const Word* twiddles, const Word* twiddles_shoup, const Word* root_powers, const Word* root_powers_shoup,
-                           std::uint64_t inverse_n, std::uint64_t inverse_n_shoup) {
-#define CUNTT_DISPATCH_LOCAL(LOG)                                                                                                                  \
-    dispatch_hybrid2d_rows<Word, LOG, Unit, Placement, Barrett>(config, first_pass, input, scratch, output, twiddles, twiddles_shoup, root_powers, \
-                                                                root_powers_shoup, inverse_n, inverse_n_shoup)
-    switch (local_log) {
+template <typename Word>
+bool launch_appt_split_tail(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* twiddles, const Word* twiddles_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    if (!uses_appt_split_tail(config)) return false;
+    auto kernel = appt_online_split_tail_log20_kernel<Word>;
+    constexpr std::uint32_t threads = 256;
+    const std::size_t shared_bytes = 32 * 129 * sizeof(Word);
+    if (shared_bytes > 48 * 1024) {
+        CUNTT_CUDA_CHECK(cudaFuncSetAttribute(
+            kernel, cudaFuncAttributeMaxDynamicSharedMemorySize,
+            static_cast<int>(shared_bytes)));
+    }
+    int occupancy = 0;
+    CUNTT_CUDA_CHECK(cudaOccupancyMaxActiveBlocksPerMultiprocessor(
+        &occupancy, kernel, threads, shared_bytes));
+    const std::uint32_t resident_per_sm = std::min<std::uint32_t>(
+        config.target_ctas_per_sm, static_cast<std::uint32_t>(occupancy));
+    const std::uint32_t grid = resident_per_sm *
+                               static_cast<std::uint32_t>(multiprocessors);
+    if (grid < 3) {
+        throw std::runtime_error(
+            "appt-online-split-tail requires three resident CTA roles");
+    }
+
+    const std::uint32_t weight0 = config.subgraph_mappings[0].cta_weight;
+    const std::uint32_t weight1 = config.subgraph_mappings[1].cta_weight;
+    const std::uint32_t weight2 = config.subgraph_mappings[2].cta_weight;
+    const std::uint32_t total_weight = weight0 + weight1 + weight2;
+    std::uint32_t role0_blocks = std::max<std::uint32_t>(
+        1, static_cast<std::uint64_t>(grid) * weight0 / total_weight);
+    std::uint32_t role1_blocks = std::max<std::uint32_t>(
+        1, static_cast<std::uint64_t>(grid) * weight1 / total_weight);
+    if (role0_blocks + role1_blocks >= grid) {
+        role0_blocks = std::max<std::uint32_t>(1, grid / 3);
+        role1_blocks = std::max<std::uint32_t>(1, grid / 3);
+    }
+
+    const auto layout = hierarchical_streaming_workspace_layout(config);
+    auto* state1 = static_cast<Word*>(workspace);
+    auto* low_half = state1 + config.batch * (1ULL << config.log_n);
+    auto* ready1 = reinterpret_cast<unsigned int*>(
+        static_cast<unsigned char*>(workspace) + layout.ready_offset);
+    auto* ready_low = ready1 + config.batch * 64;
+    auto* trace = reinterpret_cast<unsigned long long*>(
+        static_cast<unsigned char*>(workspace) + layout.trace_offset);
+    const Word scale = config.inverse ? static_cast<Word>(inverse_n)
+                                      : static_cast<Word>(1);
+    const Word scale_shoup = config.inverse
+                                 ? static_cast<Word>(inverse_n_shoup)
+                                 : static_cast<Word>(0);
+    NttStageOperatorT<Word> op{twiddles, twiddles_shoup,
+                               static_cast<Word>(config.modulus), scale,
+                               scale_shoup};
+    const Word* input_arg = input;
+    Word* output_arg = output;
+    std::uint64_t transforms = config.batch;
+    void* arguments[] = {&input_arg, &output_arg, &state1, &low_half,
+                         &ready1, &ready_low, &transforms, &role0_blocks,
+                         &role1_blocks, &trace, &op};
+    CUNTT_CUDA_CHECK(cudaLaunchCooperativeKernel(
+        reinterpret_cast<void*>(kernel), dim3(grid), dim3(threads), arguments,
+        shared_bytes, active_stream));
+    return true;
+}
+
+template <typename Word>
+bool launch_appt_fused_tail(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* twiddles, const Word* twiddles_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    if (!uses_appt_fused_tail(config)) return false;
+    auto kernel = appt_online_fused_tail_log20_kernel<Word>;
+    constexpr std::uint32_t threads = 256;
+    const std::size_t shared_bytes = 64 * 129 * sizeof(Word);
+    CUNTT_CUDA_CHECK(cudaFuncSetAttribute(
+        kernel, cudaFuncAttributeMaxDynamicSharedMemorySize,
+        static_cast<int>(shared_bytes)));
+    int occupancy = 0;
+    CUNTT_CUDA_CHECK(cudaOccupancyMaxActiveBlocksPerMultiprocessor(
+        &occupancy, kernel, threads, shared_bytes));
+    const std::uint32_t resident_per_sm = std::min<std::uint32_t>(
+        config.target_ctas_per_sm, static_cast<std::uint32_t>(occupancy));
+    const std::uint32_t grid = resident_per_sm *
+                               static_cast<std::uint32_t>(multiprocessors);
+    if (grid < 2) {
+        throw std::runtime_error(
+            "appt-online-fused-tail requires two resident CTA roles");
+    }
+
+    std::uint32_t total_weight = 0;
+    for (const auto& mapping : config.subgraph_mappings) {
+        total_weight += mapping.cta_weight;
+    }
+    std::uint32_t producer_blocks = std::max<std::uint32_t>(
+        1, static_cast<std::uint64_t>(grid) *
+               config.subgraph_mappings.front().cta_weight / total_weight);
+    producer_blocks = std::min(producer_blocks, grid - 1);
+
+    const auto layout = hierarchical_streaming_workspace_layout(config);
+    auto* state1 = static_cast<Word*>(workspace);
+    auto* ready1 = reinterpret_cast<unsigned int*>(
+        static_cast<unsigned char*>(workspace) + layout.ready_offset);
+    auto* trace = reinterpret_cast<unsigned long long*>(
+        static_cast<unsigned char*>(workspace) + layout.trace_offset);
+    const Word scale = config.inverse ? static_cast<Word>(inverse_n)
+                                      : static_cast<Word>(1);
+    const Word scale_shoup = config.inverse
+                                 ? static_cast<Word>(inverse_n_shoup)
+                                 : static_cast<Word>(0);
+    NttStageOperatorT<Word> op{twiddles, twiddles_shoup,
+                               static_cast<Word>(config.modulus), scale,
+                               scale_shoup};
+    const Word* input_arg = input;
+    Word* output_arg = output;
+    std::uint64_t transforms = config.batch;
+    void* arguments[] = {&input_arg, &output_arg, &state1, &ready1,
+                         &transforms, &producer_blocks, &trace, &op};
+    CUNTT_CUDA_CHECK(cudaLaunchCooperativeKernel(
+        reinterpret_cast<void*>(kernel), dim3(grid), dim3(threads), arguments,
+        shared_bytes, active_stream));
+    return true;
+}
+
+template <typename Word>
+bool launch_appt_online(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* twiddles, const Word* twiddles_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    if (!uses_appt_online(config)) return false;
+    if (launch_appt_register_tail(config, input, output, workspace, twiddles,
+                                  twiddles_shoup, inverse_n, inverse_n_shoup,
+                                  multiprocessors)) {
+        return true;
+    }
+    if (launch_appt_split_tail(config, input, output, workspace, twiddles,
+                               twiddles_shoup, inverse_n, inverse_n_shoup,
+                               multiprocessors)) {
+        return true;
+    }
+    if (launch_appt_fused_tail(config, input, output, workspace, twiddles,
+                               twiddles_shoup, inverse_n, inverse_n_shoup,
+                               multiprocessors)) {
+        return true;
+    }
+    const auto micro_group = [](std::uint32_t data_space) {
+        return data_space == 8 ? 2U : data_space == 32 ? 4U : 1U;
+    };
+    const std::uint32_t publication_group =
+        micro_group(config.subgraph_mappings[1].data_space);
+    const std::uint32_t output_group =
+        micro_group(config.subgraph_mappings[2].data_space);
+    const bool cta_radix4 = config.subgraph_mappings.front().core ==
+                            NttSubgraphCore::ApptOnlineRadix4;
+    void* kernel = nullptr;
+#define CUNTT_SELECT_APPT_ONLINE(PUBLISH, OUTPUT)                              \
+    reinterpret_cast<void*>(appt_online_log20_kernel<Word, PUBLISH, OUTPUT>)
+    if (cta_radix4) {
+        kernel = config.profile_appt_roles
+            ? reinterpret_cast<void*>(
+                  appt_online_log20_kernel<Word, 1, 1, true, true>)
+            : reinterpret_cast<void*>(
+                  appt_online_log20_kernel<Word, 1, 1, true, false>);
+    } else if (config.profile_appt_roles) {
+        kernel = reinterpret_cast<void*>(
+            appt_online_log20_kernel<Word, 1, 1, false, true>);
+    } else if (publication_group == 1 && output_group == 1)
+        kernel = CUNTT_SELECT_APPT_ONLINE(1, 1);
+    else if (publication_group == 1 && output_group == 2)
+        kernel = CUNTT_SELECT_APPT_ONLINE(1, 2);
+    else if (publication_group == 1 && output_group == 4)
+        kernel = CUNTT_SELECT_APPT_ONLINE(1, 4);
+    else if (publication_group == 2 && output_group == 1)
+        kernel = CUNTT_SELECT_APPT_ONLINE(2, 1);
+    else if (publication_group == 2 && output_group == 2)
+        kernel = CUNTT_SELECT_APPT_ONLINE(2, 2);
+    else if (publication_group == 2 && output_group == 4)
+        kernel = CUNTT_SELECT_APPT_ONLINE(2, 4);
+    else if (publication_group == 4 && output_group == 1)
+        kernel = CUNTT_SELECT_APPT_ONLINE(4, 1);
+    else if (publication_group == 4 && output_group == 2)
+        kernel = CUNTT_SELECT_APPT_ONLINE(4, 2);
+    else
+        kernel = CUNTT_SELECT_APPT_ONLINE(4, 4);
+#undef CUNTT_SELECT_APPT_ONLINE
+    constexpr std::uint32_t threads = 256;
+    const std::size_t shared_bytes = 32 * 129 * sizeof(Word);
+    int occupancy = 0;
+    CUNTT_CUDA_CHECK(cudaOccupancyMaxActiveBlocksPerMultiprocessor(
+        &occupancy, kernel, threads, shared_bytes));
+    const std::uint32_t resident_per_sm = std::min<std::uint32_t>(
+        config.target_ctas_per_sm, static_cast<std::uint32_t>(occupancy));
+    const std::uint32_t grid = resident_per_sm *
+                               static_cast<std::uint32_t>(multiprocessors);
+    if (grid < 3) {
+        throw std::runtime_error("appt-online requires at least three resident CTAs");
+    }
+
+    const std::uint32_t weight0 = config.subgraph_mappings[0].cta_weight;
+    const std::uint32_t weight1 = config.subgraph_mappings[1].cta_weight;
+    const std::uint32_t weight2 = config.subgraph_mappings[2].cta_weight;
+    const std::uint32_t total_weight = weight0 + weight1 + weight2;
+    std::uint32_t role0_blocks = std::max<std::uint32_t>(
+        1, static_cast<std::uint64_t>(grid) * weight0 / total_weight);
+    std::uint32_t role1_blocks = std::max<std::uint32_t>(
+        1, static_cast<std::uint64_t>(grid) * weight1 / total_weight);
+    if (role0_blocks + role1_blocks >= grid) {
+        role0_blocks = std::max<std::uint32_t>(1, grid / 3);
+        role1_blocks = std::max<std::uint32_t>(1, grid / 3);
+    }
+
+    const auto layout = hierarchical_streaming_workspace_layout(config);
+    auto* state1 = static_cast<Word*>(workspace);
+    auto* state2 = state1 + config.batch * (1ULL << config.log_n);
+    auto* ready1 = reinterpret_cast<unsigned int*>(
+        static_cast<unsigned char*>(workspace) + layout.ready_offset);
+    auto* ready2 = ready1 + config.batch * 64;
+    auto* trace = reinterpret_cast<unsigned long long*>(
+        static_cast<unsigned char*>(workspace) + layout.trace_offset);
+    const Word scale = config.inverse ? static_cast<Word>(inverse_n)
+                                      : static_cast<Word>(1);
+    const Word scale_shoup = config.inverse ? static_cast<Word>(inverse_n_shoup)
+                                            : static_cast<Word>(0);
+    NttStageOperatorT<Word> op{twiddles, twiddles_shoup,
+                               static_cast<Word>(config.modulus), scale,
+                               scale_shoup};
+    const Word* input_arg = input;
+    Word* output_arg = output;
+    std::uint64_t transforms = config.batch;
+    void* arguments[] = {&input_arg, &output_arg, &state1, &state2,
+                         &ready1, &ready2, &transforms, &role0_blocks,
+                         &role1_blocks, &trace, &op};
+    CUNTT_CUDA_CHECK(cudaLaunchCooperativeKernel(
+        kernel, dim3(grid), dim3(threads), arguments,
+        shared_bytes, active_stream));
+    return true;
+}
+
+template <typename Word>
+bool launch_appt_pipeline(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* twiddles, const Word* twiddles_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    if (!uses_appt_pipeline(config)) return false;
+    switch (config.stage_partition.front()) {
+        case 4:
+            launch_appt_pipeline_roles<Word, 4>(config, input, output, workspace,
+                twiddles, twiddles_shoup, inverse_n, inverse_n_shoup, multiprocessors);
+            break;
+        case 5:
+            launch_appt_pipeline_roles<Word, 5>(config, input, output, workspace,
+                twiddles, twiddles_shoup, inverse_n, inverse_n_shoup, multiprocessors);
+            break;
         case 6:
-            CUNTT_DISPATCH_LOCAL(6);
+            launch_appt_pipeline_roles<Word, 6>(config, input, output, workspace,
+                twiddles, twiddles_shoup, inverse_n, inverse_n_shoup, multiprocessors);
             break;
         case 7:
-            CUNTT_DISPATCH_LOCAL(7);
+            launch_appt_pipeline_roles<Word, 7>(config, input, output, workspace,
+                twiddles, twiddles_shoup, inverse_n, inverse_n_shoup, multiprocessors);
             break;
         case 8:
-            CUNTT_DISPATCH_LOCAL(8);
-            break;
-        case 9:
-            CUNTT_DISPATCH_LOCAL(9);
-            break;
-        case 10:
-            CUNTT_DISPATCH_LOCAL(10);
+            launch_appt_pipeline_roles<Word, 8>(config, input, output, workspace,
+                twiddles, twiddles_shoup, inverse_n, inverse_n_shoup, multiprocessors);
             break;
         default:
-            throw std::logic_error("unsupported Hybrid2D local transform dispatch");
+            throw std::logic_error("unresolved appt-pipeline stage-space");
     }
-#undef CUNTT_DISPATCH_LOCAL
+    return true;
+}
+
+template <typename Word>
+void launch_hierarchical_streaming(
+    const PlanConfig& config, const Word* input, Word* output, void* workspace,
+    const Word* twiddles, const Word* twiddles_shoup, const Word* root_powers,
+    const Word* root_powers_shoup, std::uint64_t inverse_n,
+    std::uint64_t inverse_n_shoup, int multiprocessors) {
+    if (launch_appt_online(config, input, output, workspace, twiddles,
+                           twiddles_shoup, inverse_n, inverse_n_shoup,
+                           multiprocessors)) {
+        return;
+    }
+    if (launch_appt_pipeline(config, input, output, workspace, twiddles,
+                             twiddles_shoup, inverse_n, inverse_n_shoup,
+                             multiprocessors)) {
+        return;
+    }
+    if (launch_specialized_hierarchical_streaming(
+            config, input, output, workspace, twiddles, twiddles_shoup,
+            root_powers, root_powers_shoup, inverse_n, inverse_n_shoup,
+            multiprocessors)) {
+        return;
+    }
+    NttStreamingDescriptor descriptor{};
+    descriptor.count = static_cast<std::uint32_t>(config.stage_partition.size());
+    descriptor.log_n = config.log_n;
+    std::uint32_t prefix_log = 0;
+    std::uint32_t input_shift = config.log_n;
+    std::uint32_t output_shift = 0;
+    std::uint32_t max_segment_log = 0;
+    std::uint32_t launch_threads = 0;
+    std::uint64_t counter_count = 0;
+    std::uint64_t boundary_words = 0;
+    std::uint64_t state_count = 0;
+    descriptor.counter_base[0] = 0;
+    for (std::uint32_t segment = 0; segment < descriptor.count; ++segment) {
+        const std::uint32_t segment_log = config.stage_partition[segment];
+        descriptor.segment_log[segment] = segment_log;
+        descriptor.prefix_log[segment] = prefix_log;
+        descriptor.remaining_log[segment] = config.log_n - prefix_log - segment_log;
+        descriptor.core[segment] = static_cast<std::uint32_t>(config.subgraph_mappings[segment].core);
+        input_shift -= segment_log;
+        descriptor.digit_input_shift[segment] = input_shift;
+        descriptor.digit_output_shift[segment] = output_shift;
+        descriptor.digit_mask[segment] = (1U << segment_log) - 1U;
+        output_shift += segment_log;
+        prefix_log += segment_log;
+        max_segment_log = std::max(max_segment_log, segment_log);
+        launch_threads = std::max(launch_threads, config.subgraph_mappings[segment].threads_per_block);
+        if (segment + 1 < descriptor.count) {
+            const auto& boundary = config.boundary_mappings[segment];
+            const std::uint32_t slots = static_cast<std::uint32_t>(
+                boundary.storage == BoundaryStorage::FullScratch
+                    ? config.batch
+                    : std::min<std::size_t>(config.batch, boundary.buffers));
+            const std::uint32_t producer_tasks_per_transform =
+                1U << (descriptor.prefix_log[segment] + descriptor.remaining_log[segment]);
+            const bool aggregate_readiness = slots == config.batch;
+            const std::uint32_t next_remaining_log =
+                descriptor.remaining_log[segment] - config.stage_partition[segment + 1];
+            const std::uint32_t counter_tasks_per_transform = aggregate_readiness
+                ? 1U << (descriptor.prefix_log[segment] + next_remaining_log)
+                : producer_tasks_per_transform;
+            descriptor.boundary_word_base[segment] = boundary_words;
+            descriptor.boundary_slots[segment] = slots;
+            descriptor.producer_tasks_per_transform[segment] = producer_tasks_per_transform;
+            boundary_words += static_cast<std::uint64_t>(slots) << config.log_n;
+            descriptor.counter_base[segment + 1] = counter_count;
+            counter_count += static_cast<std::uint64_t>(slots) * counter_tasks_per_transform;
+            descriptor.state_base[segment] = state_count;
+            if (slots < config.batch) state_count += slots;
+        }
+    }
+    descriptor.counter_base[descriptor.count] = counter_count;
+    descriptor.state_base[descriptor.count] = state_count;
+
+    const std::size_t shared_bytes = (1ULL << max_segment_log) * sizeof(Word) *
+                                     (launch_threads / 32U);
+    auto kernel = hierarchical_streaming_kernel<Word>;
+    if (shared_bytes > 48U * 1024U) {
+        CUNTT_CUDA_CHECK(cudaFuncSetAttribute(
+            kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, static_cast<int>(shared_bytes)));
+    }
+    int occupancy = 0;
+    CUNTT_CUDA_CHECK(cudaOccupancyMaxActiveBlocksPerMultiprocessor(
+        &occupancy, kernel, static_cast<int>(launch_threads), shared_bytes));
+    const std::uint32_t resident_per_sm = std::min<std::uint32_t>(
+        config.target_ctas_per_sm, static_cast<std::uint32_t>(occupancy));
+    std::uint32_t grid = resident_per_sm * static_cast<std::uint32_t>(multiprocessors);
+    grid = std::max(grid, descriptor.count);
+
+    std::uint32_t total_weight = 0;
+    for (const auto& mapping : config.subgraph_mappings) {
+        total_weight += mapping.cta_weight;
+    }
+    descriptor.role_begin[0] = 0;
+    std::uint32_t assigned = 0;
+    const std::uint32_t distributable = grid - descriptor.count;
+    for (std::uint32_t segment = 0; segment < descriptor.count; ++segment) {
+        std::uint32_t blocks = 1;
+        if (segment + 1 == descriptor.count) {
+            blocks += grid - assigned - (descriptor.count - segment);
+        } else if (total_weight != 0) {
+            blocks += distributable * config.subgraph_mappings[segment].cta_weight / total_weight;
+        }
+        assigned += blocks;
+        descriptor.role_blocks[segment] = blocks;
+        descriptor.role_begin[segment + 1] = assigned;
+    }
+
+    const auto workspace_layout = hierarchical_streaming_workspace_layout(config);
+    auto* workspace_bytes = static_cast<unsigned char*>(workspace);
+    Word* boundaries = static_cast<Word*>(workspace);
+    auto* ready = reinterpret_cast<unsigned int*>(workspace_bytes + workspace_layout.ready_offset);
+    auto* consume_state = reinterpret_cast<unsigned long long*>(workspace_bytes + workspace_layout.state_offset);
+    auto* consumed_epoch = reinterpret_cast<unsigned int*>(workspace_bytes + workspace_layout.completed_offset);
+    auto* trace = reinterpret_cast<unsigned long long*>(workspace_bytes + workspace_layout.trace_offset);
+    const Word scale = config.inverse ? static_cast<Word>(inverse_n) : static_cast<Word>(1);
+    const Word scale_shoup = config.inverse ? static_cast<Word>(inverse_n_shoup) : static_cast<Word>(0);
+    NttStageOperatorT<Word> op{twiddles, twiddles_shoup, static_cast<Word>(config.modulus), scale, scale_shoup};
+    const Word* input_arg = input;
+    Word* output_arg = output;
+    Word* boundary_arg = boundaries;
+    unsigned int* ready_arg = ready;
+    unsigned long long* consume_state_arg = consume_state;
+    unsigned int* consumed_epoch_arg = consumed_epoch;
+    unsigned long long* trace_arg = trace;
+    std::uint64_t transforms = config.batch;
+    const Word* roots_arg = root_powers;
+    const Word* roots_shoup_arg = root_powers_shoup;
+    void* arguments[] = {&input_arg, &output_arg, &boundary_arg, &ready_arg, &transforms,
+                         &twiddles, &twiddles_shoup, &roots_arg, &roots_shoup_arg,
+                         &consume_state_arg, &consumed_epoch_arg, &trace_arg, &op, &descriptor};
+    CUNTT_CUDA_CHECK(cudaLaunchCooperativeKernel(
+        reinterpret_cast<void*>(kernel), dim3(grid), dim3(launch_threads), arguments,
+        shared_bytes, active_stream));
 }
 
 }  // namespace
@@ -813,6 +8463,8 @@ class Plan::Impl {
         }
         resolve_hybrid2d_mapping();
         validate_config();
+        lower_resident_execution_groups();
+        validate_config();
         n_ = 1ULL << config_.log_n;
         if (config_.batch > std::numeric_limits<std::size_t>::max() / n_) {
             throw std::overflow_error("batch * N overflows size_t");
@@ -825,11 +8477,18 @@ class Plan::Impl {
         build_twiddles();
         const std::size_t word_bytes          = config_.word_bits / 8;
         data_bytes_                           = total_points_ * word_bytes;
-        workspace_bytes_ = (config_.backend == Backend::Hybrid2D ||
-                            (config_.backend == Backend::CompactStage && config_.output_order == OutputOrder::Natural))
-                               ? data_bytes_
-                               : 0;
+        if (config_.backend == Backend::HierarchicalDataflow) {
+            workspace_bytes_ = hierarchical_streaming_workspace_bytes(config_);
+        } else {
+            workspace_bytes_ = (config_.backend == Backend::Hybrid2D ||
+                                config_.backend == Backend::HierarchicalBarrier ||
+                                (config_.backend == Backend::CompactStage &&
+                                 config_.output_order == OutputOrder::Natural))
+                                   ? data_bytes_
+                                   : 0;
+        }
         config_.auto_select = automatic_selection;
+        logical_config_.auto_select = automatic_selection;
         const std::size_t twiddle_bytes       = twiddles_.size() * word_bytes;
         const std::size_t twiddle_shoup_bytes = twiddles_shoup_.size() * word_bytes;
         if (config_.auto_allocate_workspace && workspace_bytes_ != 0) {
@@ -853,7 +8512,8 @@ class Plan::Impl {
             CUNTT_CUDA_CHECK(cudaMemcpy(device_twiddles_.get(), twiddles_.data(), twiddle_bytes, cudaMemcpyHostToDevice));
             CUNTT_CUDA_CHECK(cudaMemcpy(device_twiddles_shoup_.get(), twiddles_shoup_.data(), twiddle_shoup_bytes, cudaMemcpyHostToDevice));
         }
-        if (config_.backend == Backend::Hybrid2D) {
+        if (config_.backend == Backend::Hybrid2D || config_.backend == Backend::HierarchicalBarrier ||
+            config_.backend == Backend::HierarchicalDataflow) {
             const std::size_t root_power_bytes       = root_powers_.size() * word_bytes;
             const std::size_t root_power_shoup_bytes = root_powers_shoup_.size() * word_bytes;
             device_root_powers_.allocate(root_power_bytes);
@@ -871,7 +8531,7 @@ class Plan::Impl {
         }
     }
 
-    const PlanConfig& config() const noexcept { return config_; }
+    const PlanConfig& config() const noexcept { return logical_config_; }
     const SelectionInfo& selection() const noexcept { return selection_; }
 
     std::size_t points_per_transform() const noexcept { return n_; }
@@ -880,6 +8540,59 @@ class Plan::Impl {
 
     std::size_t workspace_size() const noexcept { return workspace_bytes_; }
 
+    ApptLayoutInfo appt_layout_info() const {
+        if (!uses_appt_register_tail(config_)) {
+            throw std::logic_error(
+                "plan does not expose an APPT static-layout contract");
+        }
+        ApptLayoutInfo info;
+        info.log_n = config_.log_n;
+        info.stage_partition = config_.stage_partition;
+        info.fragment_width = config_.appt_role_mapping.fragment_width;
+        std::uint32_t width = info.fragment_width;
+        while (width > 1) {
+            ++info.bank_bits;
+            width >>= 1;
+        }
+        info.xor_permutation = true;
+        info.compatibility_id =
+            "appt-ntt-log20-7x7x6-xor-fw" +
+            std::to_string(info.fragment_width) + "-v1";
+        return info;
+    }
+
+    std::vector<PipelineSegmentTrace> pipeline_trace() const {
+        if (config_.backend != Backend::HierarchicalDataflow) {
+            return {};
+        }
+        const auto layout = hierarchical_streaming_workspace_layout(config_);
+        const auto* trace_pointer = reinterpret_cast<const unsigned char*>(workspace()) +
+                                    layout.trace_offset;
+        std::vector<PipelineSegmentTrace> result(config_.stage_partition.size());
+        CUNTT_CUDA_CHECK(cudaMemcpyAsync(result.data(), trace_pointer,
+                                         result.size() * sizeof(PipelineSegmentTrace),
+                                         cudaMemcpyDeviceToHost, stream_));
+        CUNTT_CUDA_CHECK(cudaStreamSynchronize(stream_));
+        return result;
+    }
+
+    std::vector<PipelineRoleMetrics> pipeline_role_metrics() const {
+        if (!uses_appt_online(config_) || !config_.profile_appt_roles) {
+            return {};
+        }
+        const auto layout = hierarchical_streaming_workspace_layout(config_);
+        const auto* metrics_pointer =
+            reinterpret_cast<const unsigned char*>(workspace()) +
+            layout.trace_offset + 6 * sizeof(unsigned long long);
+        std::vector<PipelineRoleMetrics> result(3);
+        CUNTT_CUDA_CHECK(cudaMemcpyAsync(
+            result.data(), metrics_pointer,
+            result.size() * sizeof(PipelineRoleMetrics), cudaMemcpyDeviceToHost,
+            stream_));
+        CUNTT_CUDA_CHECK(cudaStreamSynchronize(stream_));
+        return result;
+    }
+
     void set_stream(cudaStream_t stream) noexcept { stream_ = stream; }
 
     cudaStream_t stream() const noexcept { return stream_; }
@@ -972,12 +8685,14 @@ class Plan::Impl {
         }
         CUNTT_CUDA_CHECK(cudaStreamSynchronize(stream_));
 
+        const auto timed_region_start = std::chrono::steady_clock::now();
         CUNTT_CUDA_CHECK(cudaEventRecord(start.get(), stream_));
         for (std::uint32_t i = 0; i < repeat; ++i) {
             launch_once(device_input_.data(), device_work_.data(), scratch);
         }
         CUNTT_CUDA_CHECK(cudaEventRecord(stop.get(), stream_));
         CUNTT_CUDA_CHECK(cudaEventSynchronize(stop.get()));
+        const auto timed_region_stop = std::chrono::steady_clock::now();
         float total_kernel_ms = 0.0F;
         CUNTT_CUDA_CHECK(cudaEventElapsedTime(&total_kernel_ms, start.get(), stop.get()));
 
@@ -994,6 +8709,11 @@ class Plan::Impl {
         RunStats stats;
         stats.h2d_ms                    = h2d_ms;
         stats.kernel_ms                 = total_kernel_ms / repeat;
+        stats.timed_region_wall_ms      =
+            std::chrono::duration<double, std::milli>(
+                timed_region_stop - timed_region_start).count() / repeat;
+        stats.host_timing_overhead_ms   = std::max(
+            0.0, stats.timed_region_wall_ms - stats.kernel_ms);
         stats.d2h_ms                    = d2h_ms;
         const double kernel_seconds     = stats.kernel_ms / 1000.0;
         const double end_to_end_seconds = (stats.h2d_ms + stats.kernel_ms + stats.d2h_ms) / 1000.0;
@@ -1004,6 +8724,104 @@ class Plan::Impl {
     }
 
   private:
+    void lower_resident_execution_groups() {
+        logical_config_ = config_;
+        if (config_.backend != Backend::HierarchicalDataflow) {
+            return;
+        }
+
+        const bool has_resident_boundary = std::any_of(
+            config_.boundary_mappings.begin(), config_.boundary_mappings.end(),
+            [](const NttBoundaryMapping& boundary) {
+                return boundary.storage == BoundaryStorage::ResidentFused;
+            });
+        if (!has_resident_boundary && config_.execution_group_mappings.empty()) {
+            logical_config_.execution_group_mappings =
+                config_.subgraph_mappings;
+            return;
+        }
+
+        std::vector<std::uint32_t> execution_partition;
+        std::vector<NttBoundaryMapping> execution_boundaries;
+        std::vector<std::pair<std::size_t, std::size_t>> logical_groups;
+        std::size_t group_begin = 0;
+        std::uint32_t group_stages = config_.stage_partition.front();
+        for (std::size_t boundary = 0;
+             boundary < config_.boundary_mappings.size(); ++boundary) {
+            if (config_.boundary_mappings[boundary].storage ==
+                BoundaryStorage::ResidentFused) {
+                group_stages += config_.stage_partition[boundary + 1];
+                continue;
+            }
+            execution_partition.push_back(group_stages);
+            execution_boundaries.push_back(config_.boundary_mappings[boundary]);
+            logical_groups.emplace_back(group_begin, boundary + 1);
+            group_begin = boundary + 1;
+            group_stages = config_.stage_partition[boundary + 1];
+        }
+        execution_partition.push_back(group_stages);
+        logical_groups.emplace_back(group_begin, config_.stage_partition.size());
+
+        if (execution_partition.size() < 2) {
+            throw std::invalid_argument(
+                "fully resident-fused NTT requires a whole-transform physical core");
+        }
+        for (const auto stages : execution_partition) {
+            if (stages > 10) {
+                throw std::invalid_argument(
+                    "resident-fused NTT execution groups currently support at most 10 stages");
+            }
+        }
+
+        std::vector<NttSubgraphMapping> execution_mappings;
+        if (!config_.execution_group_mappings.empty()) {
+            if (config_.execution_group_mappings.size() !=
+                execution_partition.size()) {
+                throw std::invalid_argument(
+                    "execution_group_mappings count does not match resident-fused lowering");
+            }
+            execution_mappings = config_.execution_group_mappings;
+        } else {
+            execution_mappings.reserve(logical_groups.size());
+            for (const auto& group : logical_groups) {
+                NttSubgraphMapping mapping = config_.subgraph_mappings[group.first];
+                mapping.cta_weight = 0;
+                for (std::size_t segment = group.first; segment < group.second;
+                     ++segment) {
+                    mapping.cta_weight +=
+                        config_.subgraph_mappings[segment].cta_weight;
+                }
+                execution_mappings.push_back(mapping);
+            }
+        }
+
+        logical_config_.execution_group_mappings = execution_mappings;
+        config_.stage_partition = std::move(execution_partition);
+        config_.subgraph_mappings = std::move(execution_mappings);
+        config_.boundary_mappings = std::move(execution_boundaries);
+        config_.execution_group_mappings.clear();
+        if (uses_specialized_hierarchical_streaming_10x10(config_)) {
+            selection_.implementation =
+                "hierarchical-dataflow-wave-10x10-resident-radix4";
+            selection_.reason =
+                "resident lowering targets the generated V100 10+10 radix-4 execution core";
+        } else if (uses_specialized_hierarchical_streaming_three_level(config_)) {
+            selection_.implementation =
+                "hierarchical-dataflow-wave-three-level-resident-radix4";
+            selection_.reason =
+                "resident lowering targets a generated V100 three-level radix-4 execution core";
+        }
+        selection_.implementation += has_resident_boundary
+                                         ? "-resident-fused-m"
+                                         : "-execution-remap-m";
+        selection_.implementation +=
+            std::to_string(logical_config_.stage_partition.size()) + "-g" +
+            std::to_string(config_.stage_partition.size());
+        selection_.reason += has_resident_boundary
+                                 ? "; logical subgraphs are lowered into resident physical execution groups"
+                                 : "; explicit physical execution-group mappings replace logical codelet mappings";
+    }
+
     void ensure_host_buffers() {
         if (device_input_.data() == nullptr) {
             device_input_.allocate(data_bytes_);
@@ -1016,6 +8834,699 @@ class Plan::Impl {
             config_.cross_twiddle_placement = CrossTwiddlePlacement::Fused;
             config_.modular_multiply        = ModularMultiply::Barrett;
         }
+        if (config_.backend == Backend::HybridDataflow) {
+            const bool role_stages_automatic = config_.role_stages == 0;
+            const bool data_time_automatic = config_.data_time == 0;
+            const bool token_interleave_automatic = config_.token_interleave == 0;
+            const bool compute_unit_automatic = config_.compute_unit == ComputeUnit::Auto;
+            const ComputeUnit requested_compute_unit = config_.compute_unit;
+            bool generated_default_applied = false;
+            int device = 0;
+            CUNTT_CUDA_CHECK(cudaGetDevice(&device));
+            CUNTT_CUDA_CHECK(cudaGetDeviceProperties(&device_properties_, device));
+            if (config_.flow_tile_log_n == 0) {
+                config_.flow_tile_log_n = config_.log_n <= 8 ? config_.log_n : (config_.log_n + 1) / 2;
+                config_.flow_tile_log_n = std::min<std::uint32_t>(8, config_.flow_tile_log_n);
+            }
+            if (config_.stage_space == 0) {
+                config_.stage_space = config_.flow_tile_log_n;
+            }
+            if (config_.data_space == 0) {
+                config_.data_space = config_.word_bits == 32 ? 32 : 16;
+            }
+            if (config_.pipeline_buffers == 0) {
+                config_.pipeline_buffers = 2;
+            }
+            if (config_.target_ctas_per_sm == 0) {
+                config_.target_ctas_per_sm = 1;
+            }
+            if (config_.token_interleave == 0) {
+                config_.token_interleave = 1;
+            }
+            const bool primary_policy = config_.pipeline_buffers == 2 &&
+                                        config_.dataflow_layout == DataflowLayout::HermesXor &&
+                                        config_.dataflow_state_mode == DataflowStateMode::InPlace &&
+                                        config_.stage_handoff == StageHandoff::NamedBarrier;
+            const bool v100 = device_properties_.major == 7 && device_properties_.minor == 0;
+            if (role_stages_automatic && data_time_automatic && token_interleave_automatic && primary_policy && v100) {
+                generated_default_applied = detail::apply_generated_hybrid_dataflow_default(
+                    config_, static_cast<std::uint32_t>(device_properties_.multiProcessorCount));
+                if (!compute_unit_automatic) {
+                    config_.compute_unit = requested_compute_unit;
+                }
+            }
+            if (config_.role_stages == 0) {
+                config_.role_stages = 1;
+            }
+            if (config_.data_time == 0) {
+                if (!primary_policy) {
+                    config_.data_time = 1;
+                } else {
+                    const std::size_t shared_limit = std::max<std::size_t>(device_properties_.sharedMemPerBlock,
+                                                                           device_properties_.sharedMemPerBlockOptin);
+                    constexpr std::array<std::uint32_t, 4> candidates = {8U, 4U, 2U, 1U};
+                    const std::size_t candidate_begin = config_.role_stages > 1 ? 0 : 1;
+                    for (std::size_t index = candidate_begin; index < candidates.size(); ++index) {
+                        const std::uint32_t candidate = candidates[index];
+                        config_.data_time = candidate;
+                        if (hybrid_dataflow_shared_bytes(config_) <= shared_limit &&
+                            detail::generated_hybrid_dataflow_available(config_)) {
+                            break;
+                        }
+                    }
+                }
+            }
+            if (config_.compute_unit == ComputeUnit::Auto) {
+                config_.compute_unit = ComputeUnit::Radix2;
+            }
+            config_.n1_log            = 0;
+            config_.rows_per_block    = 0;
+            config_.threads_per_block = config_.compute_unit == ComputeUnit::Radix4
+                                            ? 256
+                                            : ((config_.stage_space + config_.role_stages - 1) /
+                                               config_.role_stages) * config_.role_stages * 32;
+            dataflow_shared_bytes_    = hybrid_dataflow_shared_bytes(config_);
+            if (role_stages_automatic && data_time_automatic && token_interleave_automatic) {
+                selection_.target = v100 ? "v100-sm70" : "unrecognized-device";
+                selection_.implementation = generated_default_applied
+                                                ? "hybrid-dataflow-generated-static-table"
+                                                : "hybrid-dataflow-resource-fallback";
+                selection_.confidence = generated_default_applied ? "measured" : "fallback";
+                selection_.reason = generated_default_applied
+                                        ? "matched generated numeric/length/batch preference"
+                                        : "no generated preference matched; selected Ur=1 and a legal Td";
+            }
+            return;
+        }
+        if (config_.backend == Backend::HierarchicalBarrier) {
+            const bool target_ctas_automatic = config_.target_ctas_per_sm == 0;
+            int device = 0;
+            CUNTT_CUDA_CHECK(cudaGetDevice(&device));
+            CUNTT_CUDA_CHECK(cudaGetDeviceProperties(&device_properties_, device));
+            if (config_.n1_log == 0) {
+                config_.n1_log = config_.log_n / 2;
+            }
+            const std::uint32_t first_log = config_.log_n - config_.n1_log;
+            if (config_.compute_unit == ComputeUnit::Auto) {
+                config_.compute_unit = ComputeUnit::Radix4;
+            }
+            if (config_.rows_per_block == 0) {
+                const std::uint32_t larger_factor = 1U << std::max(config_.n1_log, first_log);
+                const std::size_t four_row_bytes =
+                    4ULL * (larger_factor + 1) * (config_.word_bits / 8);
+                const std::size_t shared_limit = std::max<std::size_t>(
+                    device_properties_.sharedMemPerBlock, device_properties_.sharedMemPerBlockOptin);
+                config_.rows_per_block = four_row_bytes <= shared_limit ? 4 : 2;
+            }
+            if (config_.threads_per_block == 0) {
+                config_.threads_per_block = 256;
+            }
+            if (config_.data_time == 0) {
+                config_.data_time = 1;
+            }
+            if (config_.target_ctas_per_sm == 0) {
+                config_.target_ctas_per_sm = 1;
+            }
+            if (config_.flow_tile_log_n == 0) {
+                config_.flow_tile_log_n = std::max(config_.n1_log, first_log);
+            }
+            if (config_.stage_space == 0) {
+                config_.stage_space = config_.flow_tile_log_n;
+            }
+            if (config_.data_space == 0) {
+                config_.data_space = config_.rows_per_block;
+            }
+            const bool dispatchable = config_.n1_log >= 6 && config_.n1_log <= 10 &&
+                                      first_log >= 6 && first_log <= 10 &&
+                                      (config_.rows_per_block == 1 || config_.rows_per_block == 2 ||
+                                       config_.rows_per_block == 4);
+            if (dispatchable) {
+                const std::uint32_t actual_residency = config_.word_bits == 32
+                    ? hierarchical_dataflow_residency<std::uint32_t>(config_)
+                    : hierarchical_dataflow_residency<std::uint64_t>(config_);
+                if (actual_residency == 0) {
+                    throw std::invalid_argument(
+                        "hierarchical-barrier point has zero cooperative CTA residency");
+                }
+                if (target_ctas_automatic) {
+                    config_.target_ctas_per_sm = actual_residency;
+                } else if (config_.target_ctas_per_sm > actual_residency) {
+                    throw std::invalid_argument(
+                        "hierarchical-barrier target_ctas_per_sm exceeds measured kernel occupancy");
+                }
+            }
+            config_.role_stages = 0;
+            config_.token_interleave = 0;
+            config_.pipeline_buffers = 0;
+            selection_.target = device_properties_.major == 7 && device_properties_.minor == 0
+                                    ? "v100-sm70" : "unrecognized-device";
+            selection_.implementation = std::string("hierarchical-barrier-") +
+                                        hierarchical_core_name(config_.hierarchical_core);
+            selection_.confidence = "fallback";
+            selection_.reason = "balanced two-layer split with persistent cooperative CTAs";
+            return;
+        }
+        if (config_.backend == Backend::HierarchicalDataflow) {
+            int device = 0;
+            CUNTT_CUDA_CHECK(cudaGetDevice(&device));
+            CUNTT_CUDA_CHECK(cudaGetDeviceProperties(&device_properties_, device));
+            const bool is_v100 = device_properties_.major == 7 &&
+                                 device_properties_.minor == 0;
+            if (config_.stage_partition.empty()) {
+                if (is_v100 && config_.log_n == 20) {
+                    // The generated 10+10 point reuses the mature resident
+                    // radix-4 core and wins once independent transforms fill
+                    // the two-role pipeline.
+                    config_.stage_partition = {10, 10};
+                } else {
+                    // Three segments retain an outer independent digit at
+                    // large N, allowing a single transform to form a wavefront.
+                    const std::uint32_t segments = config_.log_n <= 16 ? 2 : 3;
+                    const std::uint32_t base = config_.log_n / segments;
+                    const std::uint32_t remainder = config_.log_n % segments;
+                    config_.stage_partition.resize(segments, base);
+                    for (std::uint32_t segment = 0; segment < remainder; ++segment) {
+                        ++config_.stage_partition[segment];
+                    }
+                }
+            }
+            const bool v100_10x10 = is_v100 && config_.log_n == 20 &&
+                                     config_.stage_partition ==
+                                         std::vector<std::uint32_t>{10, 10};
+            const bool v100_7x7x6 = is_v100 && config_.log_n == 20 &&
+                                     config_.stage_partition ==
+                                         std::vector<std::uint32_t>{7, 7, 6};
+            const bool v100_three_level =
+                is_v100 && config_.log_n == 20 &&
+                (config_.stage_partition ==
+                     std::vector<std::uint32_t>{6, 7, 7} ||
+                 config_.stage_partition ==
+                     std::vector<std::uint32_t>{7, 6, 7} ||
+                 v100_7x7x6 ||
+                 config_.stage_partition ==
+                     std::vector<std::uint32_t>{6, 6, 8} ||
+                 config_.stage_partition ==
+                     std::vector<std::uint32_t>{6, 8, 6} ||
+                 config_.stage_partition ==
+                     std::vector<std::uint32_t>{8, 6, 6});
+            const bool appt_pipeline = uses_appt_pipeline(config_);
+            const bool appt_online = uses_appt_online(config_);
+            const bool appt_mapping = appt_pipeline || appt_online;
+            const auto automatic_cta_weight = [&](std::size_t segment) {
+                if (v100_7x7x6 && appt_online) {
+                    const bool register_tail =
+                        config_.subgraph_mappings.front().core ==
+                            NttSubgraphCore::ApptOnlineRegisterTail ||
+                        config_.subgraph_mappings.front().core ==
+                            NttSubgraphCore::ApptOnlineRegisterTailWarp ||
+                        config_.subgraph_mappings.front().core ==
+                            NttSubgraphCore::ApptOnlineRegisterTailColumnWarp ||
+                        config_.subgraph_mappings.front().core ==
+                            NttSubgraphCore::ApptOnlineRegisterTailRadix8 ||
+                        config_.subgraph_mappings.front().core ==
+                            NttSubgraphCore::ApptOnlineRegisterTailGrouped ||
+                        config_.subgraph_mappings.front().core ==
+                            NttSubgraphCore::ApptOnlineRegisterTailGroupedWriterFinal ||
+                        config_.subgraph_mappings.front().core == NttSubgraphCore::
+                            ApptOnlineRegisterTailGroupedWriterFinalDataTime ||
+                        config_.subgraph_mappings.front().core == NttSubgraphCore::
+                            ApptOnlineRegisterTailGroupedWriterFinalResident ||
+                        config_.subgraph_mappings.front().core == NttSubgraphCore::
+                            ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter;
+                    if (register_tail) {
+                        constexpr std::uint32_t u32_batch1[] = {8, 6, 6};
+                        constexpr std::uint32_t u32_batched[] = {7, 7, 6};
+                        constexpr std::uint32_t u64_weights[] = {10, 5, 5};
+                        return config_.word_bits == 32
+                                   ? (config_.batch == 1
+                                          ? u32_batch1[segment]
+                                          : u32_batched[segment])
+                                   : u64_weights[segment];
+                    }
+                    const bool split_tail =
+                        config_.subgraph_mappings.front().core ==
+                        NttSubgraphCore::ApptOnlineSplitTail;
+                    if (split_tail) {
+                        constexpr std::uint32_t split_weights[] = {7, 6, 7};
+                        return split_weights[segment];
+                    }
+                    const bool fused_tail =
+                        config_.subgraph_mappings.front().core ==
+                        NttSubgraphCore::ApptOnlineFusedTail;
+                    if (fused_tail) {
+                        constexpr std::uint32_t fused_weights[] = {7, 7, 6};
+                        return fused_weights[segment];
+                    }
+                    const bool cta_radix4 =
+                        config_.subgraph_mappings.front().core ==
+                        NttSubgraphCore::ApptOnlineRadix4;
+                    if (config_.word_bits == 32) {
+                        constexpr std::uint32_t warp_batch1[] = {6, 6, 8};
+                        constexpr std::uint32_t warp_batched[] = {7, 7, 6};
+                        constexpr std::uint32_t cta[] = {7, 6, 7};
+                        return cta_radix4 ? cta[segment]
+                                          : config_.batch == 1
+                                          ? warp_batch1[segment]
+                                          : warp_batched[segment];
+                    }
+                    constexpr std::uint32_t batch1[] = {4, 8, 8};
+                    constexpr std::uint32_t warp_batched[] = {6, 8, 6};
+                    constexpr std::uint32_t cta_batched[] = {5, 7, 8};
+                    return config_.batch == 1
+                               ? batch1[segment]
+                               : cta_radix4 ? cta_batched[segment]
+                                            : warp_batched[segment];
+                }
+                // The second subgraph also performs the fused cross-twiddle
+                // and finalization. Measured service time on V100 therefore
+                // favors a small consumer surplus over a stage-count split.
+                if (v100_10x10) return segment == 0 ? 9U : 11U;
+                // The final 6-stage subgraph owns the output permutation, so
+                // its measured service demand is larger than its stage count.
+                if (v100_7x7x6) return segment < 2 ? 6U : 8U;
+                return config_.stage_partition[segment];
+            };
+            if (config_.subgraph_mappings.empty()) {
+                config_.subgraph_mappings.resize(config_.stage_partition.size());
+                for (std::size_t segment = 0; segment < config_.subgraph_mappings.size(); ++segment) {
+                    auto& mapping = config_.subgraph_mappings[segment];
+                    mapping.core = NttSubgraphCore::DataflowRadix4;
+                    mapping.threads_per_block = 256;
+                    mapping.units_per_cta = v100_three_level ? 32U : 1U;
+                    mapping.cta_weight = automatic_cta_weight(segment);
+                }
+            } else {
+                if (config_.subgraph_mappings.size() != config_.stage_partition.size()) {
+                    throw std::invalid_argument(
+                        "hierarchical-dataflow subgraph mapping count must match stage_partition");
+                }
+                for (std::size_t segment = 0; segment < config_.subgraph_mappings.size(); ++segment) {
+                    auto& mapping = config_.subgraph_mappings[segment];
+                    const bool coefficient_reuse_core =
+                        mapping.core == NttSubgraphCore::
+                                            HomogeneousWarp256CoefficientReuseStaticIoRadix2 ||
+                        mapping.core == NttSubgraphCore::
+                                            HomogeneousWarp128CoefficientReuseStaticIoRadix2;
+                    const bool vector_radix4_core =
+                        mapping.core == NttSubgraphCore::
+                                            HomogeneousWarp128VectorRadix4StaticIo ||
+                        mapping.core == NttSubgraphCore::
+                                            HomogeneousWarp128VectorRadix4PackedStage6StaticIo ||
+                        mapping.core == NttSubgraphCore::
+                                            HomogeneousWarp128VectorRadix4PackedStage6DistributedStaticIo;
+                    const bool packed_stage6_core =
+                        mapping.core == NttSubgraphCore::
+                                            HomogeneousWarp128VectorRadix4PackedStage6StaticIo ||
+                        mapping.core == NttSubgraphCore::
+                                            HomogeneousWarp128VectorRadix4PackedStage6DistributedStaticIo;
+                    if (coefficient_reuse_core &&
+                        mapping.coefficient_reuse_stages == 0) {
+                        mapping.coefficient_reuse_stages =
+                            mapping.core == NttSubgraphCore::
+                                                HomogeneousWarp256CoefficientReuseStaticIoRadix2
+                                ? 1U
+                                : 4U;
+                    }
+                    if (packed_stage6_core &&
+                        mapping.coefficient_reuse_stages == 0) {
+                        mapping.coefficient_reuse_stages = 6U;
+                    }
+                    if ((coefficient_reuse_core &&
+                         (mapping.coefficient_reuse_stages < 1 ||
+                          mapping.coefficient_reuse_stages > 6)) ||
+                        (vector_radix4_core &&
+                         mapping.coefficient_reuse_stages != 0 &&
+                         (mapping.coefficient_reuse_stages < 3 ||
+                          mapping.coefficient_reuse_stages > 7)) ||
+                        (packed_stage6_core &&
+                         mapping.coefficient_reuse_stages != 6) ||
+                        (!coefficient_reuse_core && !vector_radix4_core &&
+                         mapping.coefficient_reuse_stages != 0)) {
+                        throw std::invalid_argument(
+                            "coefficient reuse stages must be [1,6] on radix-2 reuse cores, 0 or [3,7] on vector-radix4, exactly 6 on packed-stage6 vector-radix4, and 0 otherwise");
+                    }
+                    if (appt_mapping) {
+                        const std::uint32_t physical_stages = config_.stage_partition.front();
+                        mapping.role_stages = mapping.role_stages == 0 ? 1U : mapping.role_stages;
+                        const std::uint32_t physical_roles =
+                            (physical_stages + mapping.role_stages - 1) / mapping.role_stages;
+                        if (mapping.units_per_cta < physical_roles) {
+                            mapping.units_per_cta = physical_roles;
+                        }
+                        mapping.threads_per_block = mapping.units_per_cta * 32;
+                        mapping.data_space = mapping.data_space == 0 ? 16U : mapping.data_space;
+                        mapping.data_time = mapping.data_time == 0 ? 8U : mapping.data_time;
+                        mapping.token_interleave = mapping.token_interleave == 0
+                                                       ? 1U : mapping.token_interleave;
+                    }
+                    if (mapping.units_per_cta == 0) {
+                        mapping.units_per_cta = v100_7x7x6 ? 32U : 1U;
+                    }
+                    if (mapping.cta_weight == 0) {
+                        mapping.cta_weight = automatic_cta_weight(segment);
+                    }
+                }
+            }
+            const bool automatic_boundaries = config_.boundary_mappings.empty();
+            if (config_.boundary_mappings.empty()) {
+                config_.boundary_mappings.resize(config_.stage_partition.size() - 1);
+            }
+            if (appt_mapping && automatic_boundaries) {
+                for (auto& boundary : config_.boundary_mappings) {
+                    boundary.storage = BoundaryStorage::Ring;
+                    boundary.buffers = 2;
+                }
+            }
+            if (config_.target_ctas_per_sm == 0) {
+                const bool v100_log20_u32 = device_properties_.major == 7 &&
+                                             device_properties_.minor == 0 &&
+                                             config_.log_n == 20 &&
+                                             config_.word_bits == 32;
+                config_.target_ctas_per_sm = appt_mapping
+                                                  ? uses_appt_fused_tail(config_)
+                                                        ? config_.word_bits == 32 ? 2U : 1U
+                                                        : uses_appt_register_tail_grouped_writer_final_resident(config_)
+                                                        ? 1U
+                                                        : uses_appt_register_tail_grouped_writer_final_resident_quarter(config_)
+                                                        ? 2U
+                                                        : uses_appt_register_tail(config_)
+                                                        ? config_.word_bits == 32 ? 3U : 2U
+                                                        : uses_appt_split_tail(config_)
+                                                        ? config_.word_bits == 32 ? 3U : 2U
+                                                        : config_.word_bits == 32 ? 3U : 2U
+                                                  : v100_7x7x6 && config_.word_bits == 32
+                                                  ? 3
+                                                  : v100_log20_u32 ? 4 : 2;
+            }
+            const bool packet_shared_radix4 =
+                !config_.subgraph_mappings.empty() &&
+                config_.subgraph_mappings.front().core == NttSubgraphCore::
+                    HomogeneousWarp128PacketSharedRadix4StaticIo;
+            if (packet_shared_radix4) {
+                // Five 128-thread CTAs fit the arithmetic resource estimate,
+                // but the cooperative producer/consumer role mix can leave a
+                // full SM spinning before every producer packet is issued.
+                config_.target_ctas_per_sm =
+                    std::min<std::uint32_t>(config_.target_ctas_per_sm, 4U);
+                const std::uint32_t wave =
+                    config_.subgraph_mappings.back().token_interleave;
+                if (wave != 0U && wave != 4U && wave != 8U &&
+                    wave != 16U) {
+                    throw std::invalid_argument(
+                        "packet-shared radix-4 token interleave must be 0, 4, 8, or 16 q-groups");
+                }
+                const std::uint32_t poll_window = config_.ready_window;
+                if (poll_window != 0U && poll_window != 1U &&
+                    poll_window != 2U && poll_window != 4U &&
+                    poll_window != 8U && poll_window != 16U) {
+                    throw std::invalid_argument(
+                        "packet-shared radix-4 ready window must be 1, 2, 4, 8, or 16 poll quanta");
+                }
+                if (config_.packet_readiness_mode ==
+                        PacketReadinessMode::WaveBitmap &&
+                    wave == 0U) {
+                    throw std::invalid_argument(
+                        "wave-bitmap packet readiness requires a nonzero packet wave");
+                }
+                if (config_.packet_compute_layout ==
+                        PacketComputeLayout::WarpRows &&
+                    wave == 0U) {
+                    throw std::invalid_argument(
+                        "warp-row packet compute layout requires a nonzero packet wave");
+                }
+                if (config_.packet_fold_wave_barriers && wave == 0U) {
+                    throw std::invalid_argument(
+                        "packet wave-barrier folding requires a nonzero packet wave");
+                }
+            } else if (config_.packet_readiness_mode !=
+                           PacketReadinessMode::PerPacket ||
+                       config_.packet_compute_layout !=
+                           PacketComputeLayout::InterleavedRows ||
+                       config_.packet_fold_wave_barriers) {
+                throw std::invalid_argument(
+                    "packet readiness and compute layout are only valid for the packet-shared radix-4 core");
+            }
+            if (uses_appt_register_tail(config_)) {
+                auto& roles = config_.appt_role_mapping;
+                if (roles.fragment_width == 0) {
+                    roles.fragment_width = 32;
+                }
+                if (roles.writer_tiles_per_cta == 0) {
+                    roles.writer_tiles_per_cta = 1;
+                }
+                if (roles.producer_weight == 0 && roles.tail_weight == 0 &&
+                    roles.writer_weight == 0) {
+                    if (config_.output_order == OutputOrder::ApptStatic) {
+                        if (config_.word_bits == 32) {
+                            roles.producer_weight = config_.batch >= 16 ? 7 : 8;
+                            roles.tail_weight = config_.batch >= 16 ? 14 : 12;
+                        } else {
+                            roles.producer_weight = config_.batch == 1 ? 11 : 10;
+                            roles.tail_weight = config_.batch == 1 ? 9 : 10;
+                        }
+                    } else if (config_.word_bits == 32) {
+                        roles.producer_weight = config_.batch == 1 ? 8 : 7;
+                        roles.tail_weight = config_.batch == 1
+                                                ? 12
+                                                : config_.batch >= 16 ? 15 : 14;
+                    } else {
+                        roles.producer_weight = 11;
+                        roles.tail_weight = 9;
+                    }
+                    roles.writer_weight = 2;
+                }
+            }
+            if (config_.ready_window == 0) {
+                config_.ready_window = packet_shared_radix4 ? 2U : 8U;
+            }
+            config_.compute_unit = ComputeUnit::Radix4;
+            config_.n1_log = 0;
+            config_.rows_per_block = 0;
+            config_.threads_per_block = 0;
+            selection_.target = device_properties_.major == 7 && device_properties_.minor == 0
+                                    ? "v100-sm70" : "unrecognized-device";
+            const bool uses_ring = std::any_of(
+                config_.boundary_mappings.begin(), config_.boundary_mappings.end(),
+                [](const NttBoundaryMapping& boundary) {
+                    return boundary.storage == BoundaryStorage::Ring;
+                });
+            const bool specialized_10x10 =
+                uses_specialized_hierarchical_streaming_10x10(config_);
+            const bool homogeneous_10x10 =
+                uses_homogeneous_hierarchical_streaming_10x10(config_);
+            const bool homogeneous_warp_10x10 =
+                uses_homogeneous_warp_hierarchical_streaming_10x10(config_);
+            const bool homogeneous_warp256_10x10 =
+                uses_homogeneous_warp256_hierarchical_streaming_10x10(config_);
+            const bool homogeneous_warp256_static_10x10 =
+                uses_homogeneous_warp256_static_hierarchical_streaming_10x10(
+                    config_);
+            const bool homogeneous_warp256_static_io_10x10 =
+                uses_homogeneous_warp256_static_io_hierarchical_streaming_10x10(
+                    config_);
+            const bool
+                homogeneous_warp256_coefficient_reuse_static_io_10x10 =
+                    uses_homogeneous_warp256_static_io_hierarchical_streaming_10x10(
+                        config_, NttSubgraphCore::
+                                     HomogeneousWarp256CoefficientReuseStaticIoRadix2);
+            const bool homogeneous_warp128_static_io_10x10 =
+                uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                    config_,
+                    NttSubgraphCore::HomogeneousWarp128StaticIoRadix2);
+            const bool homogeneous_warp128_coefficient_reuse_static_io_10x10 =
+                uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                    config_, NttSubgraphCore::
+                                 HomogeneousWarp128CoefficientReuseStaticIoRadix2);
+            const bool homogeneous_warp128_vector_radix4_static_io_10x10 =
+                uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                    config_, NttSubgraphCore::
+                                 HomogeneousWarp128VectorRadix4StaticIo);
+            const bool
+                homogeneous_warp128_vector_radix4_packed_stage6_static_io_10x10 =
+                    uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                        config_, NttSubgraphCore::
+                                     HomogeneousWarp128VectorRadix4PackedStage6StaticIo);
+            const bool
+                homogeneous_warp128_vector_radix4_packed_stage6_distributed_static_io_10x10 =
+                    uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                        config_, NttSubgraphCore::
+                                     HomogeneousWarp128VectorRadix4PackedStage6DistributedStaticIo);
+            const bool homogeneous_warp128_packet_shared_radix4_static_io_10x10 =
+                uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                    config_, NttSubgraphCore::
+                                 HomogeneousWarp128PacketSharedRadix4StaticIo);
+            const bool homogeneous_warp64_static_io_10x10 =
+                uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                    config_, NttSubgraphCore::HomogeneousWarp64StaticIoRadix2);
+            const bool homogeneous_warp128_pipeline_static_io_10x10 =
+                uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                    config_, NttSubgraphCore::
+                                 HomogeneousWarp128PipelineStaticIoRadix2) &&
+                config_.pipeline_buffers == 1;
+            const bool homogeneous_warp128_cooperative_static_io_10x10 =
+                uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                    config_, NttSubgraphCore::
+                                 HomogeneousWarp128CooperativeStaticIoRadix2);
+            const bool specialized_three_level =
+                uses_specialized_hierarchical_streaming_three_level(config_);
+            const bool appt_online_radix4 =
+                appt_online && config_.subgraph_mappings.front().core ==
+                                   NttSubgraphCore::ApptOnlineRadix4;
+            const bool appt_online_fused_tail =
+                appt_online && config_.subgraph_mappings.front().core ==
+                                   NttSubgraphCore::ApptOnlineFusedTail;
+            const bool appt_online_split_tail =
+                appt_online && config_.subgraph_mappings.front().core ==
+                                   NttSubgraphCore::ApptOnlineSplitTail;
+            const bool appt_online_register_tail =
+                appt_online && uses_appt_register_tail(config_);
+            const bool appt_online_register_tail_warp =
+                appt_online && uses_appt_register_tail_warp(config_);
+            const bool appt_online_register_tail_column_warp =
+                appt_online && uses_appt_register_tail_column_warp(config_);
+            const bool appt_online_register_tail_radix8 =
+                appt_online && uses_appt_register_tail_radix8(config_);
+            const bool appt_online_register_tail_grouped =
+                appt_online && uses_appt_register_tail_grouped(config_);
+            const bool appt_online_register_tail_grouped_writer_final =
+                appt_online &&
+                uses_appt_register_tail_grouped_writer_final(config_);
+            const bool appt_online_register_tail_grouped_writer_final_data_time =
+                appt_online &&
+                uses_appt_register_tail_grouped_writer_final_data_time(config_);
+            const bool appt_online_register_tail_grouped_writer_final_resident =
+                appt_online &&
+                uses_appt_register_tail_grouped_writer_final_resident(config_);
+            const bool
+                appt_online_register_tail_grouped_writer_final_resident_quarter =
+                    appt_online &&
+                    uses_appt_register_tail_grouped_writer_final_resident_quarter(
+                        config_);
+            selection_.implementation =
+                                        appt_online_register_tail_grouped_writer_final_resident_quarter
+                                            ? "hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter"
+                                        : appt_online_register_tail_grouped_writer_final_resident
+                                            ? "hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident"
+                                        : appt_online_register_tail_grouped_writer_final_data_time
+                                            ? "hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time"
+                                        : appt_online_register_tail_grouped_writer_final
+                                            ? "hierarchical-dataflow-appt-online-register-tail-grouped-writer-final"
+                                        : appt_online_register_tail_grouped
+                                            ? "hierarchical-dataflow-appt-online-register-tail-grouped"
+                                        : appt_online_register_tail_radix8
+                                            ? "hierarchical-dataflow-appt-online-register-tail-radix8"
+                                        : appt_online_register_tail_column_warp
+                                            ? "hierarchical-dataflow-appt-online-register-tail-column-warp"
+                                        : appt_online_register_tail_warp
+                                            ? "hierarchical-dataflow-appt-online-register-tail-warp"
+                                        : appt_online_register_tail
+                                            ? "hierarchical-dataflow-appt-online-register-tail"
+                                        : appt_online_split_tail
+                                            ? "hierarchical-dataflow-appt-online-split-tail"
+                                        : appt_online_fused_tail
+                                            ? "hierarchical-dataflow-appt-online-fused-tail"
+                                        : appt_online_radix4
+                                            ? "hierarchical-dataflow-appt-online-radix4"
+                                        : appt_online
+                                            ? "hierarchical-dataflow-appt-online-warp-radix2"
+                                            : appt_pipeline
+                                            ? "hierarchical-dataflow-appt-pipeline"
+                                            : uses_ring
+                                            ? "hierarchical-dataflow-readiness-ring"
+                                            : homogeneous_10x10
+                                            ? "hierarchical-dataflow-homogeneous-radix4-10x10"
+                                            : homogeneous_warp_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp-radix2-10x10"
+                                            : homogeneous_warp256_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp256-radix2-10x10"
+                                            : homogeneous_warp256_static_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp256-static-radix2-10x10"
+                                            : homogeneous_warp128_pipeline_static_io_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp128-pipeline-static-io-radix2-10x10"
+                                            : homogeneous_warp128_cooperative_static_io_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp128-cooperative-static-io-radix2-10x10"
+                                            : homogeneous_warp128_coefficient_reuse_static_io_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp128-coefficient-reuse-static-io-radix2-10x10"
+                                            : homogeneous_warp128_vector_radix4_static_io_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp128-vector-radix4-static-io-10x10"
+                                            : homogeneous_warp128_vector_radix4_packed_stage6_distributed_static_io_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io-10x10"
+                                            : homogeneous_warp128_vector_radix4_packed_stage6_static_io_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp128-vector-radix4-packed-stage6-static-io-10x10"
+                                            : homogeneous_warp128_packet_shared_radix4_static_io_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10"
+                                            : homogeneous_warp128_static_io_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp128-static-io-radix2-10x10"
+                                            : homogeneous_warp64_static_io_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp64-static-io-radix2-10x10"
+                                            : homogeneous_warp256_coefficient_reuse_static_io_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp256-coefficient-reuse-static-io-radix2-10x10"
+                                            : homogeneous_warp256_static_io_10x10
+                                            ? "hierarchical-dataflow-homogeneous-warp256-static-io-radix2-10x10"
+                                            : specialized_10x10
+                                                  ? "hierarchical-dataflow-wave-10x10-resident-radix4"
+                                                  : specialized_three_level
+                                                        ? (config_.stage_partition ==
+                                                                   std::vector<std::uint32_t>{7, 7, 6}
+                                                               ? "hierarchical-dataflow-wave-7x7x6-resident-radix4"
+                                                               : "hierarchical-dataflow-wave-three-level-resident-radix4")
+                                                  : "hierarchical-dataflow-wave-warp-radix4";
+            if (homogeneous_warp128_packet_shared_radix4_static_io_10x10 &&
+                config_.packet_readiness_mode ==
+                    PacketReadinessMode::WaveBitmap) {
+                selection_.implementation += "-wave-bitmap";
+            }
+            if (homogeneous_warp128_packet_shared_radix4_static_io_10x10 &&
+                config_.packet_compute_layout ==
+                    PacketComputeLayout::WarpRows) {
+                selection_.implementation += "-warp-rows";
+            }
+            if (homogeneous_warp128_packet_shared_radix4_static_io_10x10 &&
+                config_.packet_fold_wave_barriers) {
+                selection_.implementation += "-folded-wave-barriers";
+            }
+            selection_.confidence = "experimental";
+            selection_.reason = appt_online
+                                    ? "persistent CTA fold roles publish online-reordered packet groups without fold-wide barriers"
+                                    : appt_pipeline
+                                    ? "fixed warp stages stream independent register tokens and are reused across stage folds"
+                                    : uses_ring
+                                    ? "fixed-role cooperative subgraphs with epoch-protected bounded boundaries"
+                                    : homogeneous_10x10
+                                    ? "generated homogeneous two-level radix-4 roles with independent batch-time traversal"
+                                    : homogeneous_warp_10x10
+                                    ? "eight dependency-closed warp-register subgraphs per persistent CTA role"
+                                    : homogeneous_warp256_10x10
+                                    ? "two independent four-warp subgraphs with an eight-stage register prefix"
+                                    : homogeneous_warp256_static_10x10
+                                    ? "warp256 subgraphs with XOR-swizzled full-sector boundary and final writers"
+                                    : homogeneous_warp128_pipeline_static_io_10x10
+                                    ? "three prefix warps publish 128-point tiles to one merge warp through a single-slot online stage pipeline"
+                                    : homogeneous_warp128_cooperative_static_io_10x10
+                                    ? "four warp-owned 256-point continuations merge through two warp pairs before a four-warp final stage"
+                                    : homogeneous_warp128_coefficient_reuse_static_io_10x10
+                                    ? "dual row subgraphs reuse per-lane coefficients across register slots"
+                                    : homogeneous_warp128_vector_radix4_packed_stage6_distributed_static_io_10x10
+                                    ? "all 32 lanes issue aligned stage-6 coefficient pairs from a prepacked side table"
+                                    : homogeneous_warp128_vector_radix4_packed_stage6_static_io_10x10
+                                    ? "dual vector-radix4 row subgraphs issue aligned stage-6 coefficient vectors from a prepacked side table"
+                                    : homogeneous_warp128_packet_shared_radix4_static_io_10x10
+                                    ? "independent 128-thread packets fuse four rows through the resident shared radix-4 core"
+                                    : homogeneous_warp128_static_io_10x10
+                                    ? "128-point warp prefixes reduce the static-IO register live set before shared completion"
+                                    : homogeneous_warp64_static_io_10x10
+                                    ? "64-point warp prefixes maximize static-IO residency before shared completion"
+                                    : homogeneous_warp256_coefficient_reuse_static_io_10x10
+                                    ? "256-point warp prefixes explicitly reuse per-lane coefficients across register slots"
+                                    : homogeneous_warp256_static_io_10x10
+                                    ? "warp256 subgraphs with coalesced row-packet input and XOR-swizzled full-sector writers"
+                                    : specialized_10x10
+                                          ? "transform-wave readiness with the generated resident radix-4 core"
+                                          : specialized_three_level
+                                                ? "intra-transform dependency waves with generated resident radix-4 cores"
+                                          : "warp-parallel subgraphs with dependency-wave readiness";
+            return;
+        }
         if (config_.backend == Backend::StagePipeline) {
             config_.stage_space       = config_.stage_space == 0 ? 2 : config_.stage_space;
             config_.compute_unit      = ComputeUnit::Radix2;
@@ -1084,12 +9595,28 @@ class Plan::Impl {
         if (config_.word_bits != 32 && config_.word_bits != 64) {
             throw std::invalid_argument("word_bits must be 32 or 64");
         }
-        if (config_.word_bits == 32 && (config_.backend != Backend::Hybrid2D || config_.modulus >= (1ULL << 31))) {
-            throw std::invalid_argument("32-bit words require hybrid2d and modulus < 2^31");
+        if (config_.word_bits == 32 &&
+            ((config_.backend != Backend::Hybrid2D && config_.backend != Backend::HybridDataflow &&
+              config_.backend != Backend::HierarchicalBarrier &&
+              config_.backend != Backend::HierarchicalDataflow) || config_.modulus >= (1ULL << 31))) {
+            throw std::invalid_argument("32-bit words require hybrid2d or a dataflow backend and modulus < 2^31");
         }
         if (config_.output_order == OutputOrder::BitReversed && config_.backend != Backend::CompactStage) {
             throw std::invalid_argument("bit-reversed output is currently supported only by compact-stage");
         }
+        const bool appt_static_capable =
+            config_.backend == Backend::HierarchicalDataflow &&
+            uses_appt_register_tail(config_);
+        if (config_.input_order == InputOrder::ApptStatic &&
+            !appt_static_capable) {
+            throw std::invalid_argument(
+                "APPT static input is supported only by hierarchical register-tail");
+        }
+        if (config_.output_order == OutputOrder::ApptStatic &&
+            !appt_static_capable) {
+            throw std::invalid_argument(
+                "APPT static output is supported only by hierarchical register-tail");
+        }
         if (config_.backend == Backend::CompactStage) {
             if (config_.log_n != 20 || config_.word_bits != 64 || config_.inverse) {
                 throw std::invalid_argument("compact-stage currently requires a forward, 64-bit logN=20 transform");
@@ -1109,6 +9636,374 @@ class Plan::Impl {
                 throw std::invalid_argument("stage-pipeline stage_space must be 1, 2, 4, or 8");
             }
         }
+        if (config_.backend == Backend::HybridDataflow) {
+            if (config_.log_n < 6) {
+                throw std::invalid_argument("hybrid-dataflow currently requires logN >= 6");
+            }
+            if (config_.flow_tile_log_n < 5 || config_.flow_tile_log_n > 8 || config_.flow_tile_log_n > config_.log_n) {
+                throw std::invalid_argument("hybrid-dataflow flow_tile_log_n must be a generated value in [5, 8] not exceeding logN");
+            }
+            if (config_.role_stages == 0 || config_.role_stages > config_.stage_space) {
+                throw std::invalid_argument("hybrid-dataflow role_stages must be in [1, stage_space]");
+            }
+            if (config_.target_ctas_per_sm < 1 || config_.target_ctas_per_sm > 3) {
+                throw std::invalid_argument("hybrid-dataflow target_ctas_per_sm must be in [1, 3]");
+            }
+            if (config_.token_interleave < 1 || config_.token_interleave > 2) {
+                throw std::invalid_argument("hybrid-dataflow token_interleave must be 1 or 2");
+            }
+            if (config_.token_interleave > 1 &&
+                (config_.role_stages == 1 || config_.data_time < config_.role_stages * config_.token_interleave)) {
+                throw std::invalid_argument(
+                    "hybrid-dataflow token_interleave=2 requires fused roles and at least 2 * role_stages tokens");
+            }
+            if (!detail::generated_hybrid_dataflow_available(config_)) {
+                throw std::invalid_argument(
+                    "hybrid-dataflow point is not present in the generated design manifest");
+            }
+            if (config_.modular_multiply != ModularMultiply::Shoup ||
+                (config_.compute_unit != ComputeUnit::Radix2 && config_.compute_unit != ComputeUnit::Radix4) ||
+                config_.output_order != OutputOrder::Natural) {
+                throw std::invalid_argument(
+                    "hybrid-dataflow currently requires radix2/radix4 Shoup arithmetic and natural-order output");
+            }
+            const std::size_t shared_limit = std::max<std::size_t>(device_properties_.sharedMemPerBlock,
+                                                                   device_properties_.sharedMemPerBlockOptin);
+            if (dataflow_shared_bytes_ > shared_limit) {
+                throw std::invalid_argument("hybrid-dataflow resident state requires " + std::to_string(dataflow_shared_bytes_) +
+                                            " shared bytes, exceeding the device limit " + std::to_string(shared_limit));
+            }
+            if (dataflow_shared_bytes_ * config_.target_ctas_per_sm >
+                static_cast<std::size_t>(device_properties_.sharedMemPerMultiprocessor)) {
+                throw std::invalid_argument("hybrid-dataflow CTA residency target exceeds SM shared memory");
+            }
+            if (config_.threads_per_block > static_cast<std::uint32_t>(device_properties_.maxThreadsPerBlock)) {
+                throw std::invalid_argument("hybrid-dataflow fused roles exceed the device thread-block limit");
+            }
+            if (config_.batch > static_cast<std::size_t>(device_properties_.maxGridSize[0])) {
+                throw std::invalid_argument("hybrid-dataflow batch exceeds the CUDA grid-x limit");
+            }
+        }
+        if (config_.backend == Backend::HierarchicalBarrier) {
+            constexpr std::uint32_t min_local_log = 6;
+            constexpr std::uint32_t max_local_log = 10;
+            const std::uint32_t first_log = config_.log_n - config_.n1_log;
+            if (config_.log_n < 12 || config_.log_n > 20 ||
+                config_.n1_log < min_local_log || config_.n1_log > max_local_log ||
+                first_log < min_local_log || first_log > max_local_log) {
+                throw std::invalid_argument(
+                    "hierarchical-barrier requires a two-layer logN=12..20 split with each layer in [6, 10]");
+            }
+            if (config_.compute_unit != ComputeUnit::Radix4 ||
+                config_.modular_multiply != ModularMultiply::Shoup ||
+                config_.cross_twiddle_placement != CrossTwiddlePlacement::Fused ||
+                config_.output_order != OutputOrder::Natural) {
+                throw std::invalid_argument(
+                    "hierarchical-barrier currently requires radix4, fused Shoup twiddles, and natural-order output");
+            }
+            if (config_.hierarchical_core == HierarchicalCore::Hybrid2DRadix4 &&
+                (config_.log_n != 20 || config_.n1_log != 10)) {
+                throw std::invalid_argument(
+                    "hierarchical hybrid2d-radix4 core is currently generated only for the 10+10 split");
+            }
+            if (config_.rows_per_block != 1 && config_.rows_per_block != 2 &&
+                config_.rows_per_block != 4) {
+                throw std::invalid_argument(
+                    "hierarchical-barrier rows_per_block must be 1, 2, or 4");
+            }
+            if (config_.data_time < 1 || config_.data_time > 16) {
+                throw std::invalid_argument("hierarchical-barrier data_time must be in [1, 16]");
+            }
+            if (config_.target_ctas_per_sm < 1) {
+                throw std::invalid_argument(
+                    "hierarchical-barrier target_ctas_per_sm must be positive");
+            }
+            if (config_.threads_per_block == 0 ||
+                config_.threads_per_block > static_cast<std::uint32_t>(device_properties_.maxThreadsPerBlock) ||
+                config_.threads_per_block % static_cast<std::uint32_t>(device_properties_.warpSize) != 0) {
+                throw std::invalid_argument(
+                    "hierarchical-barrier threads_per_block must be a supported warp multiple");
+            }
+            if (!device_properties_.cooperativeLaunch) {
+                throw std::invalid_argument(
+                    "hierarchical-barrier requires cooperative grid launch support");
+            }
+            const std::uint32_t larger_factor = 1U << std::max(config_.n1_log, first_log);
+            const std::size_t shared_bytes = static_cast<std::size_t>(config_.rows_per_block) *
+                                             (larger_factor + 1) * (config_.word_bits / 8);
+            const std::size_t shared_limit = std::max<std::size_t>(
+                device_properties_.sharedMemPerBlock, device_properties_.sharedMemPerBlockOptin);
+            if (shared_bytes > shared_limit ||
+                shared_bytes * config_.target_ctas_per_sm >
+                    static_cast<std::size_t>(device_properties_.sharedMemPerMultiprocessor)) {
+                throw std::invalid_argument(
+                    "hierarchical-barrier mapping exceeds the requested CTA shared-memory residency");
+            }
+            if (config_.threads_per_block * config_.target_ctas_per_sm >
+                static_cast<std::uint32_t>(device_properties_.maxThreadsPerMultiProcessor)) {
+                throw std::invalid_argument(
+                    "hierarchical-barrier mapping exceeds the requested CTA thread residency");
+            }
+        }
+        if (config_.backend == Backend::HierarchicalDataflow) {
+            const bool appt_pipeline = uses_appt_pipeline(config_);
+            const bool appt_online = uses_appt_online(config_);
+            const bool appt_mapping = appt_pipeline || appt_online;
+            const bool any_appt_pipeline = std::any_of(
+                config_.subgraph_mappings.begin(), config_.subgraph_mappings.end(),
+                [](const NttSubgraphMapping& mapping) {
+                    return mapping.core == NttSubgraphCore::ApptPipeline ||
+                           mapping.core == NttSubgraphCore::ApptOnline ||
+                           mapping.core == NttSubgraphCore::ApptOnlineRadix4 ||
+                           mapping.core == NttSubgraphCore::ApptOnlineFusedTail ||
+                           mapping.core == NttSubgraphCore::ApptOnlineSplitTail ||
+                           mapping.core == NttSubgraphCore::ApptOnlineRegisterTail ||
+                           mapping.core == NttSubgraphCore::ApptOnlineRegisterTailWarp ||
+                           mapping.core == NttSubgraphCore::ApptOnlineRegisterTailColumnWarp ||
+                           mapping.core == NttSubgraphCore::ApptOnlineRegisterTailRadix8 ||
+                           mapping.core == NttSubgraphCore::ApptOnlineRegisterTailGrouped ||
+                           mapping.core ==
+                               NttSubgraphCore::ApptOnlineRegisterTailGroupedWriterFinal ||
+                           mapping.core == NttSubgraphCore::
+                               ApptOnlineRegisterTailGroupedWriterFinalDataTime ||
+                           mapping.core == NttSubgraphCore::
+                               ApptOnlineRegisterTailGroupedWriterFinalResident ||
+                           mapping.core == NttSubgraphCore::
+                               ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter;
+                });
+            if (any_appt_pipeline && !appt_mapping) {
+                throw std::invalid_argument(
+                    "appt-pipeline cannot be mixed with fixed-role subgraph cores");
+            }
+            if (config_.log_n < 12 || config_.log_n > 20) {
+                throw std::invalid_argument("hierarchical-dataflow currently requires logN=12..20");
+            }
+            if (config_.stage_partition.size() < 2 ||
+                config_.stage_partition.size() > kMaxStreamingSegments) {
+                throw std::invalid_argument("hierarchical-dataflow requires 2..8 subgraphs");
+            }
+            std::uint32_t stage_sum = 0;
+            for (std::size_t segment = 0; segment < config_.stage_partition.size(); ++segment) {
+                const auto stages = config_.stage_partition[segment];
+                if ((!appt_mapping && (stages < 2 || stages > 10)) ||
+                    (appt_mapping && (stages == 0 || stages > config_.stage_partition.front()))) {
+                    throw std::invalid_argument(
+                        "hierarchical-dataflow subgraphs require 2..10 stages");
+                }
+                stage_sum += stages;
+            }
+            if (stage_sum != config_.log_n) {
+                throw std::invalid_argument("hierarchical-dataflow stage_partition must sum to logN");
+            }
+            if (config_.subgraph_mappings.size() != config_.stage_partition.size() ||
+                config_.boundary_mappings.size() + 1 != config_.stage_partition.size()) {
+                throw std::invalid_argument("hierarchical-dataflow descriptor counts do not match stage_partition");
+            }
+            if (appt_mapping) {
+                const std::uint32_t stage_space = config_.stage_partition.front();
+                if (stage_space < 4 || stage_space > 8) {
+                    throw std::invalid_argument("appt-pipeline stage-space must be in [4, 8]");
+                }
+                for (std::size_t segment = 0; segment + 1 < config_.stage_partition.size(); ++segment) {
+                    if (config_.stage_partition[segment] != stage_space) {
+                        throw std::invalid_argument(
+                            "appt-pipeline non-tail folds must reuse one fixed stage-space");
+                    }
+                }
+                const auto& physical = config_.subgraph_mappings.front();
+                if ((physical.data_space != 8 && physical.data_space != 16 &&
+                     physical.data_space != 32) ||
+                    physical.data_time == 0 || physical.data_time > 64 ||
+                    (physical.role_stages != 1 && physical.role_stages != 2) ||
+                    (physical.token_interleave != 1 && physical.token_interleave != 2)) {
+                    throw std::invalid_argument("invalid appt-pipeline (Ud,Td) mapping");
+                }
+                const std::uint32_t physical_roles =
+                    (stage_space + physical.role_stages - 1) / physical.role_stages;
+                if (appt_pipeline &&
+                    (physical.units_per_cta % physical_roles != 0 ||
+                     physical.units_per_cta / physical_roles > 2)) {
+                    throw std::invalid_argument(
+                        "appt-pipeline supports one or two complete pipeline replicas per CTA");
+                }
+                for (const auto& mapping : config_.subgraph_mappings) {
+                    const bool valid_data_space =
+                        mapping.data_space == 8 || mapping.data_space == 16 ||
+                        mapping.data_space == 32;
+                    if (!valid_data_space ||
+                        mapping.threads_per_block != physical.units_per_cta * 32 ||
+                        mapping.units_per_cta != physical.units_per_cta ||
+                        (!appt_online && mapping.data_space != physical.data_space) ||
+                        mapping.data_time != physical.data_time ||
+                        mapping.role_stages != physical.role_stages ||
+                        mapping.token_interleave != physical.token_interleave) {
+                        throw std::invalid_argument(
+                            "appt-pipeline folds must reuse one physical mapping; "
+                            "appt-online may vary data-space by fold");
+                    }
+                }
+                const std::uint32_t buffers = config_.boundary_mappings.front().buffers;
+                if (buffers < 1 || buffers > 3 ||
+                    std::any_of(config_.boundary_mappings.begin(), config_.boundary_mappings.end(),
+                                [&](const NttBoundaryMapping& boundary) {
+                                    return boundary.storage != BoundaryStorage::Ring ||
+                                           boundary.buffers != buffers;
+                                })) {
+                    throw std::invalid_argument(
+                        "appt-pipeline requires 1..3 equal ring buffers between physical stages");
+                }
+                if (appt_online &&
+                    (config_.log_n != 20 ||
+                     config_.stage_partition != std::vector<std::uint32_t>{7, 7, 6} ||
+                     physical.threads_per_block != 256)) {
+                    throw std::invalid_argument(
+                        "appt-online currently requires logN=20, partition 7+7+6, and 256 threads");
+                }
+                if (appt_online) {
+                    const auto online_core = config_.subgraph_mappings.front().core;
+                    if (std::any_of(config_.subgraph_mappings.begin(),
+                                    config_.subgraph_mappings.end(),
+                                    [&](const NttSubgraphMapping& mapping) {
+                                        return mapping.core != online_core;
+                                    })) {
+                        throw std::invalid_argument(
+                            "appt-online folds must select one physical subgraph core");
+                    }
+                    if (online_core == NttSubgraphCore::ApptOnlineRadix4 &&
+                        (config_.subgraph_mappings[1].data_space != 16 ||
+                         config_.subgraph_mappings[2].data_space != 16)) {
+                        throw std::invalid_argument(
+                            "appt-online-radix4 currently requires fine 1/1 publication");
+                    }
+                    if (online_core == NttSubgraphCore::ApptOnlineFusedTail &&
+                        (config_.subgraph_mappings[1].data_space != 16 ||
+                         config_.subgraph_mappings[2].data_space != 16 ||
+                         config_.profile_appt_roles)) {
+                        throw std::invalid_argument(
+                            "appt-online-fused-tail requires fine publication and disables intrusive role profiling");
+                    }
+                    if (online_core == NttSubgraphCore::ApptOnlineSplitTail &&
+                        (config_.subgraph_mappings[1].data_space != 16 ||
+                         config_.subgraph_mappings[2].data_space != 16 ||
+                         config_.profile_appt_roles)) {
+                        throw std::invalid_argument(
+                            "appt-online-split-tail requires fine publication and disables intrusive role profiling");
+                    }
+                    const bool register_tail_core =
+                        online_core == NttSubgraphCore::ApptOnlineRegisterTail ||
+                        online_core ==
+                            NttSubgraphCore::ApptOnlineRegisterTailWarp ||
+                        online_core == NttSubgraphCore::
+                                           ApptOnlineRegisterTailColumnWarp ||
+                        online_core ==
+                            NttSubgraphCore::ApptOnlineRegisterTailRadix8 ||
+                        online_core ==
+                            NttSubgraphCore::ApptOnlineRegisterTailGrouped ||
+                        online_core ==
+                            NttSubgraphCore::ApptOnlineRegisterTailGroupedWriterFinal ||
+                        online_core == NttSubgraphCore::
+                            ApptOnlineRegisterTailGroupedWriterFinalDataTime ||
+                        online_core == NttSubgraphCore::
+                            ApptOnlineRegisterTailGroupedWriterFinalResident ||
+                        online_core == NttSubgraphCore::
+                            ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter;
+                    if (register_tail_core &&
+                        (config_.subgraph_mappings[1].data_space != 16 ||
+                         config_.subgraph_mappings[2].data_space != 16 ||
+                         config_.profile_appt_roles)) {
+                        throw std::invalid_argument(
+                            "appt-online-register-tail requires fine publication and disables intrusive role profiling");
+                    }
+                    if (register_tail_core) {
+                        if ((online_core == NttSubgraphCore::
+                                                ApptOnlineRegisterTailGroupedWriterFinal ||
+                             online_core == NttSubgraphCore::
+                                                ApptOnlineRegisterTailGroupedWriterFinalDataTime ||
+                             online_core == NttSubgraphCore::
+                                                ApptOnlineRegisterTailGroupedWriterFinalResident ||
+                             online_core == NttSubgraphCore::
+                                                ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter) &&
+                            config_.output_order != OutputOrder::Natural) {
+                            throw std::invalid_argument(
+                                "appt-online-register-tail-grouped-writer-final requires natural-order output");
+                        }
+                        const auto& roles = config_.appt_role_mapping;
+                        if ((roles.fragment_width != 8 &&
+                             roles.fragment_width != 16 &&
+                             roles.fragment_width != 32) ||
+                            (roles.writer_tiles_per_cta != 1 &&
+                             roles.writer_tiles_per_cta != 2 &&
+                             roles.writer_tiles_per_cta != 4) ||
+                            roles.producer_weight == 0 || roles.tail_weight == 0 ||
+                            (config_.output_order == OutputOrder::Natural &&
+                             roles.writer_weight == 0)) {
+                            throw std::invalid_argument(
+                                "invalid APPT producer/tail/writer physical mapping");
+                        }
+                        if ((online_core == NttSubgraphCore::
+                                                ApptOnlineRegisterTailGroupedWriterFinalDataTime ||
+                             online_core == NttSubgraphCore::
+                                                ApptOnlineRegisterTailGroupedWriterFinalResident ||
+                             online_core == NttSubgraphCore::
+                                                ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter) &&
+                            (roles.data_time_role_mask == 0 ||
+                             roles.data_time_role_mask > 7)) {
+                            throw std::invalid_argument(
+                                "APPT data-time role mask must be in [1, 7]");
+                        }
+                        if ((online_core == NttSubgraphCore::
+                                                ApptOnlineRegisterTailGroupedWriterFinalResident ||
+                             online_core == NttSubgraphCore::
+                                                ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter) &&
+                            physical.data_space != 32) {
+                            throw std::invalid_argument(
+                                "APPT resident 2D core requires data-space 32");
+                        }
+                    }
+                }
+                if (config_.profile_appt_roles &&
+                    (!appt_online || config_.subgraph_mappings[1].data_space != 16 ||
+                     config_.subgraph_mappings[2].data_space != 16)) {
+                    throw std::invalid_argument(
+                        "APPT role profiling currently requires the fine 1/1 online mapping");
+                }
+            }
+            for (const auto& mapping : config_.subgraph_mappings) {
+                if (mapping.core == NttSubgraphCore::Hybrid2DRadix4) {
+                    throw std::invalid_argument(
+                        "hybrid2d-radix4 is not yet adapted to the true-streaming subgraph ABI");
+                }
+                if (mapping.threads_per_block == 0 ||
+                    mapping.threads_per_block > static_cast<std::uint32_t>(device_properties_.maxThreadsPerBlock) ||
+                    mapping.threads_per_block % static_cast<std::uint32_t>(device_properties_.warpSize) != 0 ||
+                    mapping.units_per_cta == 0 ||
+                    mapping.cta_weight == 0) {
+                    throw std::invalid_argument("invalid hierarchical-dataflow subgraph CTA mapping");
+                }
+            }
+            for (const auto& boundary : config_.boundary_mappings) {
+                if (boundary.buffers == 0 ||
+                    (boundary.storage == BoundaryStorage::FullScratch && boundary.buffers != 1)) {
+                    throw std::invalid_argument("invalid hierarchical-dataflow boundary buffer count");
+                }
+            }
+            const bool register_layout = uses_appt_register_tail(config_) &&
+                (config_.output_order == OutputOrder::Natural ||
+                 config_.output_order == OutputOrder::ApptStatic) &&
+                (config_.input_order == InputOrder::Natural ||
+                 config_.input_order == InputOrder::ApptStatic);
+            if (config_.modular_multiply != ModularMultiply::Shoup ||
+                (!register_layout &&
+                 (config_.output_order != OutputOrder::Natural ||
+                  config_.input_order != InputOrder::Natural))) {
+                throw std::invalid_argument(
+                    "hierarchical-dataflow requires Shoup arithmetic; static layout is supported only by APPT register-tail");
+            }
+            if (config_.target_ctas_per_sm == 0 || !device_properties_.cooperativeLaunch) {
+                throw std::invalid_argument(
+                    "hierarchical-dataflow requires a positive CTA target and cooperative launch support");
+            }
+        }
         if (config_.modular_multiply == ModularMultiply::Barrett) {
             const std::uint32_t max_bits = config_.word_bits == 32 ? 30 : 62;
             if (modulus_bit_length(config_.modulus) > max_bits) {
@@ -1177,7 +10072,8 @@ class Plan::Impl {
                 omega                       = static_cast<std::uint64_t>((static_cast<unsigned __int128>(omega) * step_root) % config_.modulus);
             }
         }
-        if (config_.backend == Backend::Hybrid2D) {
+        if (config_.backend == Backend::Hybrid2D || config_.backend == Backend::HierarchicalBarrier ||
+            config_.backend == Backend::HierarchicalDataflow) {
             root_powers_.resize(n);
             root_powers_shoup_.resize(n);
             std::uint64_t omega = 1;
@@ -1186,10 +10082,53 @@ class Plan::Impl {
                 root_powers_shoup_[i] = shoup_precompute(omega, config_.modulus);
                 omega                 = static_cast<std::uint64_t>((static_cast<unsigned __int128>(omega) * root) % config_.modulus);
             }
-            const bool fused = config_.cross_twiddle_placement == CrossTwiddlePlacement::Fused;
+            const bool specialized_streaming =
+                config_.backend == Backend::HierarchicalDataflow &&
+                (uses_specialized_hierarchical_streaming_10x10(config_) ||
+                 uses_homogeneous_hierarchical_streaming_10x10(config_) ||
+                 uses_homogeneous_warp_hierarchical_streaming_10x10(config_) ||
+                 uses_homogeneous_warp256_hierarchical_streaming_10x10(config_) ||
+                 uses_homogeneous_warp256_static_hierarchical_streaming_10x10(
+                     config_) ||
+                 uses_homogeneous_warp256_static_io_hierarchical_streaming_10x10(
+                     config_) ||
+                 uses_homogeneous_warp256_static_io_hierarchical_streaming_10x10(
+                     config_, NttSubgraphCore::
+                                  HomogeneousWarp256CoefficientReuseStaticIoRadix2) ||
+                 uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                     config_,
+                     NttSubgraphCore::HomogeneousWarp128StaticIoRadix2) ||
+                 uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                     config_, NttSubgraphCore::
+                                  HomogeneousWarp128CoefficientReuseStaticIoRadix2) ||
+                 uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                     config_, NttSubgraphCore::
+                                  HomogeneousWarp128VectorRadix4StaticIo) ||
+                 uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                     config_, NttSubgraphCore::
+                                  HomogeneousWarp128VectorRadix4PackedStage6StaticIo) ||
+                 uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                     config_, NttSubgraphCore::
+                                  HomogeneousWarp128VectorRadix4PackedStage6DistributedStaticIo) ||
+                 uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                     config_, NttSubgraphCore::
+                                  HomogeneousWarp128PacketSharedRadix4StaticIo) ||
+                 uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                     config_,
+                     NttSubgraphCore::HomogeneousWarp64StaticIoRadix2) ||
+                 uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                     config_, NttSubgraphCore::
+                                  HomogeneousWarp128PipelineStaticIoRadix2) ||
+                 uses_homogeneous_warp_small_static_io_hierarchical_streaming_10x10(
+                     config_, NttSubgraphCore::
+                                  HomogeneousWarp128CooperativeStaticIoRadix2));
+            const bool fused = (config_.backend != Backend::HierarchicalDataflow ||
+                                specialized_streaming) &&
+                               config_.cross_twiddle_placement == CrossTwiddlePlacement::Fused;
             if (fused) {
-                const std::uint32_t        n1 = 1U << config_.n1_log;
-                const std::uint32_t        n2 = 1U << (config_.log_n - config_.n1_log);
+                const std::uint32_t split_log = specialized_streaming ? 10U : config_.n1_log;
+                const std::uint32_t        n1 = 1U << split_log;
+                const std::uint32_t        n2 = 1U << (config_.log_n - split_log);
                 std::vector<std::uint64_t> fused_twiddles(static_cast<std::size_t>(n2) * (n1 - 1));
                 std::vector<std::uint64_t> fused_twiddles_shoup;
                 if (config_.modular_multiply == ModularMultiply::Shoup) {
@@ -1216,6 +10155,43 @@ class Plan::Impl {
                     root_powers_shoup_.swap(fused_twiddles_shoup);
                 }
             }
+            const bool packed_stage6 =
+                config_.backend == Backend::HierarchicalDataflow &&
+                !config_.subgraph_mappings.empty() &&
+                (config_.subgraph_mappings.front().core == NttSubgraphCore::
+                     HomogeneousWarp128VectorRadix4PackedStage6StaticIo ||
+                 config_.subgraph_mappings.front().core == NttSubgraphCore::
+                     HomogeneousWarp128VectorRadix4PackedStage6DistributedStaticIo);
+            if (packed_stage6) {
+                constexpr std::size_t kLocalN = 1024;
+                constexpr std::size_t kStage6Base = 63;
+                constexpr std::size_t kStage6Size = 64;
+                constexpr std::size_t kFusedWords = kLocalN * (kLocalN - 1);
+                constexpr std::size_t kPackedWords =
+                    kStage6Size + kLocalN * kStage6Size;
+                if (root_powers_.size() != kFusedWords ||
+                    root_powers_shoup_.size() != kFusedWords) {
+                    throw std::logic_error(
+                        "packed stage-6 coefficients require fused 10x10 root trees");
+                }
+                root_powers_.reserve(kFusedWords + kPackedWords);
+                root_powers_shoup_.reserve(kFusedWords + kPackedWords);
+                root_powers_.insert(root_powers_.end(),
+                                    twiddles_.begin() + kStage6Base,
+                                    twiddles_.begin() + kStage6Base + kStage6Size);
+                root_powers_shoup_.insert(
+                    root_powers_shoup_.end(),
+                    twiddles_shoup_.begin() + kStage6Base,
+                    twiddles_shoup_.begin() + kStage6Base + kStage6Size);
+                for (std::size_t row = 0; row < kLocalN; ++row) {
+                    const std::size_t source = row * (kLocalN - 1) + kStage6Base;
+                    for (std::size_t offset = 0; offset < kStage6Size; ++offset) {
+                        root_powers_.push_back(root_powers_[source + offset]);
+                        root_powers_shoup_.push_back(
+                            root_powers_shoup_[source + offset]);
+                    }
+                }
+            }
             if (config_.modular_multiply == ModularMultiply::Barrett) {
                 twiddles_shoup_.assign(1, 0);
                 if (!fused) {
@@ -1249,6 +10225,16 @@ class Plan::Impl {
                 }
             }
         }
+        if (config_.backend == Backend::HybridDataflow && config_.word_bits == 32) {
+            twiddles32_.reserve(twiddles_.size());
+            twiddles_shoup32_.reserve(twiddles_shoup_.size());
+            for (std::size_t index = 0; index < twiddles_.size(); ++index) {
+                const auto twiddle = static_cast<std::uint32_t>(twiddles_[index]);
+                twiddles32_.push_back(twiddle);
+                twiddles_shoup32_.push_back(
+                    shoup_precompute32(twiddle, static_cast<std::uint32_t>(config_.modulus)));
+            }
+        }
         if (config_.inverse) {
             inverse_n_       = mod_pow(n, config_.modulus - 2, config_.modulus);
             inverse_n_shoup_ = config_.word_bits == 32
@@ -1262,6 +10248,17 @@ class Plan::Impl {
         const auto*             input    = static_cast<const std::uint64_t*>(input_pointer);
         auto*                   output   = static_cast<std::uint64_t*>(output_pointer);
         auto*                   scratch  = static_cast<std::uint64_t*>(scratch_pointer);
+        if (config_.backend == Backend::HybridDataflow) {
+            if (config_.word_bits == 32) {
+                dispatch_hybrid_dataflow(config_, static_cast<const std::uint32_t*>(input_pointer),
+                                         static_cast<std::uint32_t*>(output_pointer), device_twiddles_.as<std::uint32_t>(),
+                                         device_twiddles_shoup_.as<std::uint32_t>(), inverse_n_, inverse_n_shoup_);
+            } else {
+                dispatch_hybrid_dataflow(config_, input, output, device_twiddles_.get(), device_twiddles_shoup_.get(),
+                                         inverse_n_, inverse_n_shoup_);
+            }
+            return;
+        }
         if (config_.backend == Backend::StagePipeline) {
             const bool named_barrier = config_.stage_handoff == StageHandoff::NamedBarrier;
             switch (config_.stage_space) {
@@ -1306,6 +10303,45 @@ class Plan::Impl {
             }
             return;
         }
+        if (config_.backend == Backend::HierarchicalDataflow) {
+            if (config_.word_bits == 32) {
+                launch_hierarchical_streaming(
+                    config_, static_cast<const std::uint32_t*>(input_pointer),
+                    static_cast<std::uint32_t*>(output_pointer), scratch_pointer,
+                    device_twiddles_.as<std::uint32_t>(),
+                    device_twiddles_shoup_.as<std::uint32_t>(),
+                    device_root_powers_.as<std::uint32_t>(),
+                    device_root_powers_shoup_.as<std::uint32_t>(), inverse_n_,
+                    inverse_n_shoup_, device_properties_.multiProcessorCount);
+            } else {
+                launch_hierarchical_streaming(
+                    config_, input, output, scratch_pointer, device_twiddles_.get(),
+                    device_twiddles_shoup_.get(), device_root_powers_.get(),
+                    device_root_powers_shoup_.get(), inverse_n_, inverse_n_shoup_,
+                    device_properties_.multiProcessorCount);
+            }
+            return;
+        }
+        if (config_.backend == Backend::HierarchicalBarrier) {
+            if (config_.word_bits == 32) {
+                dispatch_hierarchical_dataflow(
+                    config_, static_cast<const std::uint32_t*>(input_pointer),
+                    static_cast<std::uint32_t*>(output_pointer),
+                    static_cast<std::uint32_t*>(scratch_pointer),
+                    device_twiddles_.as<std::uint32_t>(),
+                    device_twiddles_shoup_.as<std::uint32_t>(),
+                    device_root_powers_.as<std::uint32_t>(),
+                    device_root_powers_shoup_.as<std::uint32_t>(), inverse_n_,
+                    inverse_n_shoup_, device_properties_.multiProcessorCount);
+            } else {
+                dispatch_hierarchical_dataflow(
+                    config_, input, output, scratch, device_twiddles_.get(),
+                    device_twiddles_shoup_.get(), device_root_powers_.get(),
+                    device_root_powers_shoup_.get(), inverse_n_, inverse_n_shoup_,
+                    device_properties_.multiProcessorCount);
+            }
+            return;
+        }
         if (config_.backend == Backend::Hybrid2D) {
             const std::uint32_t n2_log = config_.log_n - config_.n1_log;
             const auto* input32   = static_cast<const std::uint32_t*>(input_pointer);
@@ -1401,11 +10437,13 @@ class Plan::Impl {
     }
 
     PlanConfig                 config_;
+    PlanConfig                 logical_config_;
     SelectionInfo              selection_;
     std::size_t                n_            = 0;
     std::size_t                total_points_ = 0;
     std::size_t                data_bytes_ = 0;
     std::size_t                workspace_bytes_ = 0;
+    std::size_t                dataflow_shared_bytes_ = 0;
     std::vector<std::uint64_t> twiddles_;
     std::vector<std::uint64_t> twiddles_shoup_;
     std::vector<std::uint64_t> root_powers_;
@@ -1475,6 +10513,18 @@ std::size_t Plan::workspace_size() const noexcept {
     return impl_->workspace_size();
 }
 
+ApptLayoutInfo Plan::appt_layout_info() const {
+    return impl_->appt_layout_info();
+}
+
+std::vector<PipelineSegmentTrace> Plan::pipeline_trace() const {
+    return impl_->pipeline_trace();
+}
+
+std::vector<PipelineRoleMetrics> Plan::pipeline_role_metrics() const {
+    return impl_->pipeline_role_metrics();
+}
+
 void Plan::set_stream(cudaStream_t stream) noexcept {
     impl_->set_stream(stream);
 }
diff --git a/src/reference.cpp b/src/reference.cpp
index 2b372f3..766ae0e 100644
--- a/src/reference.cpp
+++ b/src/reference.cpp
@@ -41,6 +41,12 @@ const char* backend_name(Backend backend) noexcept {
             return "compact-stage";
         case Backend::StagePipeline:
             return "stage-pipeline";
+        case Backend::HybridDataflow:
+            return "hybrid-dataflow";
+        case Backend::HierarchicalBarrier:
+            return "hierarchical-barrier";
+        case Backend::HierarchicalDataflow:
+            return "hierarchical-dataflow";
     }
     return "unknown";
 }
@@ -61,9 +67,229 @@ Backend parse_backend(const std::string& name) {
     if (name == "stage-pipeline") {
         return Backend::StagePipeline;
     }
+    if (name == "hybrid-dataflow" || name == "graph-stream") {
+        return Backend::HybridDataflow;
+    }
+    if (name == "hierarchical-barrier" || name == "hierarchical-v06") {
+        return Backend::HierarchicalBarrier;
+    }
+    if (name == "hierarchical-dataflow" || name == "hierarchical-graph") {
+        return Backend::HierarchicalDataflow;
+    }
     throw std::invalid_argument("unknown backend: " + name);
 }
 
+const char* ntt_subgraph_core_name(NttSubgraphCore core) noexcept {
+    switch (core) {
+        case NttSubgraphCore::Radix2: return "radix2";
+        case NttSubgraphCore::Radix4: return "radix4";
+        case NttSubgraphCore::Radix8: return "radix8";
+        case NttSubgraphCore::DataflowRadix4: return "dataflow-radix4";
+        case NttSubgraphCore::HomogeneousRadix4: return "homogeneous-radix4";
+        case NttSubgraphCore::HomogeneousWarpRadix2: return "homogeneous-warp-radix2";
+        case NttSubgraphCore::HomogeneousWarp256Radix2: return "homogeneous-warp256-radix2";
+        case NttSubgraphCore::HomogeneousWarp256StaticRadix2: return "homogeneous-warp256-static-radix2";
+        case NttSubgraphCore::HomogeneousWarp256StaticIoRadix2: return "homogeneous-warp256-static-io-radix2";
+        case NttSubgraphCore::HomogeneousWarp256CoefficientReuseStaticIoRadix2: return "homogeneous-warp256-coefficient-reuse-static-io-radix2";
+        case NttSubgraphCore::HomogeneousWarp128StaticIoRadix2: return "homogeneous-warp128-static-io-radix2";
+        case NttSubgraphCore::HomogeneousWarp128CoefficientReuseStaticIoRadix2: return "homogeneous-warp128-coefficient-reuse-static-io-radix2";
+        case NttSubgraphCore::HomogeneousWarp128VectorRadix4StaticIo: return "homogeneous-warp128-vector-radix4-static-io";
+        case NttSubgraphCore::HomogeneousWarp128VectorRadix4PackedStage6StaticIo: return "homogeneous-warp128-vector-radix4-packed-stage6-static-io";
+        case NttSubgraphCore::HomogeneousWarp128VectorRadix4PackedStage6DistributedStaticIo: return "homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io";
+        case NttSubgraphCore::HomogeneousWarp128PacketSharedRadix4StaticIo: return "homogeneous-warp128-packet-shared-radix4-static-io";
+        case NttSubgraphCore::HomogeneousWarp64StaticIoRadix2: return "homogeneous-warp64-static-io-radix2";
+        case NttSubgraphCore::HomogeneousWarp128PipelineStaticIoRadix2: return "homogeneous-warp128-pipeline-static-io-radix2";
+        case NttSubgraphCore::HomogeneousWarp128CooperativeStaticIoRadix2: return "homogeneous-warp128-cooperative-static-io-radix2";
+        case NttSubgraphCore::Hybrid2DRadix4: return "hybrid2d-radix4";
+        case NttSubgraphCore::ApptPipeline: return "appt-pipeline";
+        case NttSubgraphCore::ApptOnline: return "appt-online";
+        case NttSubgraphCore::ApptOnlineRadix4: return "appt-online-radix4";
+        case NttSubgraphCore::ApptOnlineFusedTail: return "appt-online-fused-tail";
+        case NttSubgraphCore::ApptOnlineSplitTail: return "appt-online-split-tail";
+        case NttSubgraphCore::ApptOnlineRegisterTail: return "appt-online-register-tail";
+        case NttSubgraphCore::ApptOnlineRegisterTailWarp: return "appt-online-register-tail-warp";
+        case NttSubgraphCore::ApptOnlineRegisterTailColumnWarp: return "appt-online-register-tail-column-warp";
+        case NttSubgraphCore::ApptOnlineRegisterTailRadix8: return "appt-online-register-tail-radix8";
+        case NttSubgraphCore::ApptOnlineRegisterTailGrouped: return "appt-online-register-tail-grouped";
+        case NttSubgraphCore::ApptOnlineRegisterTailGroupedWriterFinal: return "appt-online-register-tail-grouped-writer-final";
+        case NttSubgraphCore::ApptOnlineRegisterTailGroupedWriterFinalDataTime: return "appt-online-register-tail-grouped-writer-final-data-time";
+        case NttSubgraphCore::ApptOnlineRegisterTailGroupedWriterFinalResident: return "appt-online-register-tail-grouped-writer-final-resident";
+        case NttSubgraphCore::ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter: return "appt-online-register-tail-grouped-writer-final-resident-quarter";
+    }
+    return "unknown";
+}
+
+NttSubgraphCore parse_ntt_subgraph_core(const std::string& name) {
+    if (name == "radix2") return NttSubgraphCore::Radix2;
+    if (name == "radix4") return NttSubgraphCore::Radix4;
+    if (name == "radix8") return NttSubgraphCore::Radix8;
+    if (name == "dataflow-radix4") return NttSubgraphCore::DataflowRadix4;
+    if (name == "homogeneous-radix4") return NttSubgraphCore::HomogeneousRadix4;
+    if (name == "homogeneous-warp-radix2")
+        return NttSubgraphCore::HomogeneousWarpRadix2;
+    if (name == "homogeneous-warp256-radix2")
+        return NttSubgraphCore::HomogeneousWarp256Radix2;
+    if (name == "homogeneous-warp256-static-radix2")
+        return NttSubgraphCore::HomogeneousWarp256StaticRadix2;
+    if (name == "homogeneous-warp256-static-io-radix2")
+        return NttSubgraphCore::HomogeneousWarp256StaticIoRadix2;
+    if (name == "homogeneous-warp256-coefficient-reuse-static-io-radix2")
+        return NttSubgraphCore::HomogeneousWarp256CoefficientReuseStaticIoRadix2;
+    if (name == "homogeneous-warp128-static-io-radix2")
+        return NttSubgraphCore::HomogeneousWarp128StaticIoRadix2;
+    if (name == "homogeneous-warp128-coefficient-reuse-static-io-radix2")
+        return NttSubgraphCore::HomogeneousWarp128CoefficientReuseStaticIoRadix2;
+    if (name == "homogeneous-warp128-vector-radix4-static-io")
+        return NttSubgraphCore::HomogeneousWarp128VectorRadix4StaticIo;
+    if (name == "homogeneous-warp128-vector-radix4-packed-stage6-static-io")
+        return NttSubgraphCore::HomogeneousWarp128VectorRadix4PackedStage6StaticIo;
+    if (name == "homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io")
+        return NttSubgraphCore::HomogeneousWarp128VectorRadix4PackedStage6DistributedStaticIo;
+    if (name == "homogeneous-warp128-packet-shared-radix4-static-io")
+        return NttSubgraphCore::HomogeneousWarp128PacketSharedRadix4StaticIo;
+    if (name == "homogeneous-warp64-static-io-radix2")
+        return NttSubgraphCore::HomogeneousWarp64StaticIoRadix2;
+    if (name == "homogeneous-warp128-pipeline-static-io-radix2")
+        return NttSubgraphCore::HomogeneousWarp128PipelineStaticIoRadix2;
+    if (name == "homogeneous-warp128-cooperative-static-io-radix2")
+        return NttSubgraphCore::HomogeneousWarp128CooperativeStaticIoRadix2;
+    if (name == "hybrid2d-radix4") return NttSubgraphCore::Hybrid2DRadix4;
+    if (name == "appt-pipeline" || name == "appt-register" || name == "macro-tile")
+        return NttSubgraphCore::ApptPipeline;
+    if (name == "appt-online" || name == "appt-stream")
+        return NttSubgraphCore::ApptOnline;
+    if (name == "appt-online-radix4" || name == "appt-stream-radix4")
+        return NttSubgraphCore::ApptOnlineRadix4;
+    if (name == "appt-online-fused-tail" || name == "appt-fused-tail")
+        return NttSubgraphCore::ApptOnlineFusedTail;
+    if (name == "appt-online-split-tail" || name == "appt-split-tail")
+        return NttSubgraphCore::ApptOnlineSplitTail;
+    if (name == "appt-online-register-tail" || name == "appt-register-tail")
+        return NttSubgraphCore::ApptOnlineRegisterTail;
+    if (name == "appt-online-register-tail-warp" ||
+        name == "appt-register-tail-warp")
+        return NttSubgraphCore::ApptOnlineRegisterTailWarp;
+    if (name == "appt-online-register-tail-column-warp" ||
+        name == "appt-register-tail-column-warp")
+        return NttSubgraphCore::ApptOnlineRegisterTailColumnWarp;
+    if (name == "appt-online-register-tail-radix8" ||
+        name == "appt-register-tail-radix8")
+        return NttSubgraphCore::ApptOnlineRegisterTailRadix8;
+    if (name == "appt-online-register-tail-grouped" ||
+        name == "appt-register-tail-grouped")
+        return NttSubgraphCore::ApptOnlineRegisterTailGrouped;
+    if (name == "appt-online-register-tail-grouped-writer-final" ||
+        name == "appt-register-tail-grouped-writer-final")
+        return NttSubgraphCore::ApptOnlineRegisterTailGroupedWriterFinal;
+    if (name == "appt-online-register-tail-grouped-writer-final-data-time" ||
+        name == "appt-register-tail-grouped-writer-final-data-time")
+        return NttSubgraphCore::
+            ApptOnlineRegisterTailGroupedWriterFinalDataTime;
+    if (name == "appt-online-register-tail-grouped-writer-final-resident" ||
+        name == "appt-register-tail-grouped-writer-final-resident")
+        return NttSubgraphCore::
+            ApptOnlineRegisterTailGroupedWriterFinalResident;
+    if (name ==
+            "appt-online-register-tail-grouped-writer-final-resident-quarter" ||
+        name == "appt-register-tail-grouped-writer-final-resident-quarter")
+        return NttSubgraphCore::
+            ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter;
+    throw std::invalid_argument("unknown NTT subgraph core: " + name);
+}
+
+const char* boundary_storage_name(BoundaryStorage storage) noexcept {
+    switch (storage) {
+        case BoundaryStorage::FullScratch: return "full-scratch";
+        case BoundaryStorage::Ring: return "ring";
+        case BoundaryStorage::ResidentFused: return "resident-fused";
+    }
+    return "unknown";
+}
+
+BoundaryStorage parse_boundary_storage(const std::string& name) {
+    if (name == "full-scratch" || name == "full") return BoundaryStorage::FullScratch;
+    if (name == "ring") return BoundaryStorage::Ring;
+    if (name == "resident-fused" || name == "resident" || name == "fused")
+        return BoundaryStorage::ResidentFused;
+    throw std::invalid_argument("unknown boundary storage: " + name);
+}
+
+const char* packet_readiness_mode_name(PacketReadinessMode mode) noexcept {
+    switch (mode) {
+        case PacketReadinessMode::PerPacket: return "per-packet";
+        case PacketReadinessMode::WaveBitmap: return "wave-bitmap";
+    }
+    return "unknown";
+}
+
+PacketReadinessMode parse_packet_readiness_mode(const std::string& name) {
+    if (name == "per-packet" || name == "packet") {
+        return PacketReadinessMode::PerPacket;
+    }
+    if (name == "wave-bitmap" || name == "bitmap") {
+        return PacketReadinessMode::WaveBitmap;
+    }
+    throw std::invalid_argument("unknown packet readiness mode: " + name);
+}
+
+const char* packet_compute_layout_name(PacketComputeLayout layout) noexcept {
+    switch (layout) {
+        case PacketComputeLayout::InterleavedRows: return "interleaved-rows";
+        case PacketComputeLayout::WarpRows: return "warp-rows";
+    }
+    return "unknown";
+}
+
+PacketComputeLayout parse_packet_compute_layout(const std::string& name) {
+    if (name == "interleaved-rows" || name == "interleaved") {
+        return PacketComputeLayout::InterleavedRows;
+    }
+    if (name == "warp-rows" || name == "warp-row") {
+        return PacketComputeLayout::WarpRows;
+    }
+    throw std::invalid_argument("unknown packet compute layout: " + name);
+}
+
+const char* dataflow_layout_name(DataflowLayout layout) noexcept {
+    switch (layout) {
+        case DataflowLayout::HermesXor:
+            return "hermes-xor";
+        case DataflowLayout::Linear:
+            return "linear";
+    }
+    return "unknown";
+}
+
+DataflowLayout parse_dataflow_layout(const std::string& name) {
+    if (name == "hermes-xor" || name == "xor") {
+        return DataflowLayout::HermesXor;
+    }
+    if (name == "linear") {
+        return DataflowLayout::Linear;
+    }
+    throw std::invalid_argument("unknown dataflow layout: " + name);
+}
+
+const char* dataflow_state_mode_name(DataflowStateMode mode) noexcept {
+    switch (mode) {
+        case DataflowStateMode::InPlace:
+            return "inplace";
+        case DataflowStateMode::PingPong:
+            return "ping-pong";
+    }
+    return "unknown";
+}
+
+DataflowStateMode parse_dataflow_state_mode(const std::string& name) {
+    if (name == "inplace" || name == "in-place") {
+        return DataflowStateMode::InPlace;
+    }
+    if (name == "ping-pong" || name == "pingpong") {
+        return DataflowStateMode::PingPong;
+    }
+    throw std::invalid_argument("unknown dataflow state mode: " + name);
+}
+
 const char* stage_handoff_name(StageHandoff handoff) noexcept {
     switch (handoff) {
         case StageHandoff::Atomic:
@@ -90,6 +316,8 @@ const char* output_order_name(OutputOrder order) noexcept {
             return "natural";
         case OutputOrder::BitReversed:
             return "bit-reversed";
+        case OutputOrder::ApptStatic:
+            return "appt-static";
     }
     return "unknown";
 }
@@ -101,9 +329,77 @@ OutputOrder parse_output_order(const std::string& name) {
     if (name == "bit-reversed") {
         return OutputOrder::BitReversed;
     }
+    if (name == "appt-static" || name == "appt_static") {
+        return OutputOrder::ApptStatic;
+    }
     throw std::invalid_argument("unknown output order: " + name);
 }
 
+const char* input_order_name(InputOrder order) noexcept {
+    switch (order) {
+        case InputOrder::Natural:
+            return "natural";
+        case InputOrder::ApptStatic:
+            return "appt-static";
+    }
+    return "unknown";
+}
+
+InputOrder parse_input_order(const std::string& name) {
+    if (name == "natural") {
+        return InputOrder::Natural;
+    }
+    if (name == "appt-static" || name == "appt_static") {
+        return InputOrder::ApptStatic;
+    }
+    throw std::invalid_argument("unknown input order: " + name);
+}
+
+namespace {
+
+void validate_appt_layout(const ApptLayoutInfo& layout) {
+    if (layout.log_n != 20 ||
+        layout.stage_partition != std::vector<std::uint32_t>{7, 7, 6} ||
+        (layout.fragment_width != 8 && layout.fragment_width != 16 &&
+         layout.fragment_width != 32) ||
+        !layout.xor_permutation) {
+        throw std::invalid_argument("unsupported APPT static-layout descriptor");
+    }
+}
+
+}  // namespace
+
+std::uint64_t appt_static_index(std::uint64_t natural_index,
+                                const ApptLayoutInfo& layout) {
+    validate_appt_layout(layout);
+    const std::uint64_t n = 1ULL << layout.log_n;
+    if (natural_index >= n) {
+        throw std::out_of_range("APPT natural index exceeds one transform");
+    }
+    const std::uint64_t a = natural_index >> 14;
+    const std::uint64_t d = (natural_index >> 7) & 127U;
+    const std::uint64_t c = natural_index & 127U;
+    const std::uint64_t mask = layout.fragment_width - 1U;
+    return (a << 14) | (c << 7) |
+           ((d & ~mask) | ((d ^ c) & mask));
+}
+
+std::uint64_t appt_natural_index(std::uint64_t static_index,
+                                 const ApptLayoutInfo& layout) {
+    validate_appt_layout(layout);
+    const std::uint64_t n = 1ULL << layout.log_n;
+    if (static_index >= n) {
+        throw std::out_of_range("APPT static index exceeds one transform");
+    }
+    const std::uint64_t a = static_index >> 14;
+    const std::uint64_t c = (static_index >> 7) & 127U;
+    const std::uint64_t stored_d = static_index & 127U;
+    const std::uint64_t mask = layout.fragment_width - 1U;
+    const std::uint64_t d = (stored_d & ~mask) |
+                            ((stored_d ^ c) & mask);
+    return (a << 14) | (d << 7) | c;
+}
+
 const char* compute_unit_name(ComputeUnit unit) noexcept {
     switch (unit) {
         case ComputeUnit::Auto:
@@ -134,6 +430,26 @@ ComputeUnit parse_compute_unit(const std::string& name) {
     throw std::invalid_argument("unknown compute unit: " + name);
 }
 
+const char* hierarchical_core_name(HierarchicalCore core) noexcept {
+    switch (core) {
+        case HierarchicalCore::DataflowRadix4:
+            return "dataflow-radix4";
+        case HierarchicalCore::Hybrid2DRadix4:
+            return "hybrid2d-radix4";
+    }
+    return "unknown";
+}
+
+HierarchicalCore parse_hierarchical_core(const std::string& name) {
+    if (name == "dataflow-radix4") {
+        return HierarchicalCore::DataflowRadix4;
+    }
+    if (name == "hybrid2d-radix4") {
+        return HierarchicalCore::Hybrid2DRadix4;
+    }
+    throw std::invalid_argument("unknown hierarchical core: " + name);
+}
+
 const char* cross_twiddle_placement_name(CrossTwiddlePlacement placement) noexcept {
     switch (placement) {
         case CrossTwiddlePlacement::FirstPass:
diff --git a/src/register_fwht.cuh b/src/register_fwht.cuh
index bbe9fbd..4aa543d 100644
--- a/src/register_fwht.cuh
+++ b/src/register_fwht.cuh
@@ -159,7 +159,7 @@ __device__ __forceinline__ void exchange_warps(float (&values)[Traits::kChunks][
     }
 }
 
-template <std::uint32_t LogN>
+template <std::uint32_t LogN, bool ExactShape = false>
 __global__ __launch_bounds__(RegisterFwhtTraits<LogN>::kThreads) void register_fwht_kernel(const float* input, float* output,
                                                                                            std::uint64_t transforms,
                                                                                            std::uint64_t input_batch_distance,
@@ -175,14 +175,24 @@ __global__ __launch_bounds__(RegisterFwhtTraits<LogN>::kThreads) void register_f
         return;
 
     const std::uint64_t input_base = transform * input_batch_distance;
-    const std::uint64_t output_base = transform * output_batch_distance;
+    const std::uint64_t output_base = transform * (ExactShape ? input_batch_distance : output_batch_distance);
     float               values[Traits::kChunks][4];
 #pragma unroll
     for (std::uint32_t chunk = 0; chunk < Traits::kChunks; ++chunk) {
         const std::uint32_t vector_index = chunk * Traits::kThreads + threadIdx.x;
         const std::uint32_t vector_base = vector_index * 4;
-        if (input_element_stride == 1 && (input_base & 3U) == 0 &&
-            vector_base + 3 < logical_points) {
+        if constexpr (ExactShape) {
+            if (input_element_stride == 1 && (input_base & 3U) == 0) {
+                unpack_float4(reinterpret_cast<const float4*>(input + input_base)[vector_index], values[chunk]);
+            } else {
+#pragma unroll
+                for (std::uint32_t item = 0; item < 4; ++item) {
+                    const std::uint32_t index = vector_base + item;
+                    values[chunk][item] = input[input_base + static_cast<std::uint64_t>(index) * input_element_stride];
+                }
+            }
+        } else if (input_element_stride == 1 && (input_base & 3U) == 0 &&
+                   vector_base + 3 < logical_points) {
             unpack_float4(reinterpret_cast<const float4*>(input + input_base)[vector_index], values[chunk]);
         } else {
 #pragma unroll
@@ -225,7 +235,8 @@ __global__ __launch_bounds__(RegisterFwhtTraits<LogN>::kThreads) void register_f
 #pragma unroll
     for (std::uint32_t chunk = 0; chunk < Traits::kChunks; ++chunk) {
         const std::uint32_t vector_index = chunk * Traits::kThreads + threadIdx.x;
-        if (output_element_stride == 1 && (output_base & 3U) == 0) {
+        const std::uint64_t effective_output_stride = ExactShape ? input_element_stride : output_element_stride;
+        if (effective_output_stride == 1 && (output_base & 3U) == 0) {
             float4 result = pack_float4(values[chunk]);
             result.x *= scale;
             result.y *= scale;
@@ -236,7 +247,7 @@ __global__ __launch_bounds__(RegisterFwhtTraits<LogN>::kThreads) void register_f
 #pragma unroll
             for (std::uint32_t item = 0; item < 4; ++item) {
                 const std::uint32_t index                                         = vector_index * 4 + item;
-                output[output_base + static_cast<std::uint64_t>(index) * output_element_stride] = values[chunk][item] * scale;
+                output[output_base + static_cast<std::uint64_t>(index) * effective_output_stride] = values[chunk][item] * scale;
             }
         }
     }
@@ -247,7 +258,7 @@ void launch_register_fwht(const float* input, float* output, std::uint64_t trans
                           bool normalize, cudaStream_t stream) {
     using Traits      = RegisterFwhtTraits<LogN>;
     const float scale = normalize ? 1.0F / static_cast<float>(Traits::kN) : 1.0F;
-    register_fwht_kernel<LogN><<<static_cast<unsigned int>(transforms), Traits::kThreads, Traits::kSharedBytes, stream>>>(
+    register_fwht_kernel<LogN, true><<<static_cast<unsigned int>(transforms), Traits::kThreads, Traits::kSharedBytes, stream>>>(
         input, output, transforms, batch_distance, batch_distance, element_stride,
         element_stride, Traits::kN, scale);
 }
diff --git a/tests/test_appt_core_space.py b/tests/test_appt_core_space.py
new file mode 100644
index 0000000..831579e
--- /dev/null
+++ b/tests/test_appt_core_space.py
@@ -0,0 +1,39 @@
+import csv
+import subprocess
+import sys
+from pathlib import Path
+
+
+def test_summarize_appt_core_space(tmp_path):
+    raw = tmp_path / "raw.csv"
+    rows = [
+        ["1", "v06", "dataflow-radix4", "9-11", "64", "1", "0.20"],
+        ["2", "v06", "dataflow-radix4", "9-11", "64", "1", "0.22"],
+        ["1", "appt", "appt-online", "8-8-4", "64", "1", "0.60"],
+        ["2", "appt", "appt-online", "8-8-4", "64", "1", "0.62"],
+        ["1", "appt", "appt-online-radix4", "4-8-8", "64", "1", "0.40"],
+        ["2", "appt", "appt-online-radix4", "4-8-8", "64", "1", "0.42"],
+    ]
+    with raw.open("w", newline="") as stream:
+        writer = csv.writer(stream)
+        writer.writerow([
+            "trial", "family", "physical_core", "weights", "word_bits",
+            "batch", "kernel_ms"])
+        writer.writerows(rows)
+
+    summary = tmp_path / "summary.csv"
+    markdown = tmp_path / "analysis.md"
+    root = Path(__file__).resolve().parents[1]
+    subprocess.run([
+        sys.executable, str(root / "scripts/summarize_appt_core_space.py"),
+        str(raw), "--csv", str(summary), "--markdown", str(markdown),
+    ], check=True)
+
+    records = list(csv.DictReader(summary.open()))
+    radix4 = next(row for row in records
+                  if row["physical_core"] == "appt-online-radix4")
+    assert abs(float(radix4["kernel_ms"]) - 0.41) < 1.0e-12
+    assert round(float(radix4["speedup_vs_v06"]), 6) == round(0.21 / 0.41, 6)
+    report = markdown.read_text()
+    assert "1.488x" in report
+    assert "`4-8-8`" in report
diff --git a/tests/test_appt_core_space_ncu.py b/tests/test_appt_core_space_ncu.py
new file mode 100644
index 0000000..9928162
--- /dev/null
+++ b/tests/test_appt_core_space_ncu.py
@@ -0,0 +1,40 @@
+import csv
+import subprocess
+import sys
+from pathlib import Path
+
+
+def test_analyze_appt_core_space_ncu(tmp_path):
+    fields = [
+        "label", "time_us", "dram_read_mib", "dram_write_mib",
+        "global_load_sectors", "global_store_sectors", "warp_instructions",
+        "integer_thread_instructions", "active_warps_pct", "barrier_stall_pct",
+        "long_scoreboard_stall_pct", "dram_peak_pct", "l1_hit_pct",
+        "l2_hit_pct", "registers_per_thread",
+    ]
+    path = tmp_path / "summary.csv"
+    with path.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=fields)
+        writer.writeheader()
+        for bits in (32, 64):
+            for batch in (1, 4):
+                base = {field: "10" for field in fields}
+                base["label"] = f"v06_u{bits}_b{batch}"
+                writer.writerow(base)
+                for prefix, scale in (("warp", 3), ("cta-radix4", 2)):
+                    row = {field: str(10 * scale) for field in fields}
+                    row["label"] = f"{prefix}_u{bits}_b{batch}"
+                    writer.writerow(row)
+
+    output = tmp_path / "analysis.csv"
+    markdown = tmp_path / "analysis.md"
+    root = Path(__file__).resolve().parents[1]
+    subprocess.run([
+        sys.executable, str(root / "scripts/analyze_appt_core_space_ncu.py"),
+        str(path), "--csv", str(output), "--markdown", str(markdown),
+    ], check=True)
+    rows = list(csv.DictReader(output.open()))
+    target = next(row for row in rows if row["word_bits"] == "64" and
+                  row["batch"] == "4" and row["core"] == "cta-radix4")
+    assert float(target["time_vs_v06"]) == 2.0
+    assert "Arithmetic instruction count" in markdown.read_text()
diff --git a/tests/test_appt_data_time.py b/tests/test_appt_data_time.py
new file mode 100644
index 0000000..705e8f4
--- /dev/null
+++ b/tests/test_appt_data_time.py
@@ -0,0 +1,29 @@
+import csv
+import subprocess
+import sys
+from pathlib import Path
+
+
+def test_summarize_appt_data_time_selects_role_per_td(tmp_path):
+    raw = tmp_path / "raw.csv"
+    with raw.open("w", newline="") as stream:
+        writer = csv.writer(stream)
+        writer.writerow(["trial", "variant", "scan_data_time", "roles",
+                         "word_bits", "batch", "kernel_ms"])
+        writer.writerows([
+            [1, "v06", 0, "9-11", 64, 16, 1.0],
+            [1, "writer-final", 1, "8-8-4", 64, 16, 2.0],
+            [1, "data-time", 2, "8-8-4", 64, 16, 1.8],
+            [1, "data-time", 2, "8-7-5", 64, 16, 1.6],
+            [1, "data-time", 4, "8-8-4", 64, 16, 1.5],
+        ])
+    summary = tmp_path / "summary.csv"
+    markdown = tmp_path / "analysis.md"
+    root = Path(__file__).resolve().parents[1]
+    subprocess.run([
+        sys.executable, str(root / "scripts/summarize_appt_data_time.py"),
+        str(raw), "--csv", str(summary), "--markdown", str(markdown),
+    ], check=True)
+    report = markdown.read_text()
+    assert "| 64 | 16 | 2 | 7 | `8-7-5` | 1.600000 | 1.250x | 0.625x |" in report
+    assert "| 64 | 16 | 4 | 7 | `8-8-4` | 1.500000 | 1.333x | 0.667x |" in report
diff --git a/tests/test_appt_grouped_producer.py b/tests/test_appt_grouped_producer.py
new file mode 100644
index 0000000..a4afc34
--- /dev/null
+++ b/tests/test_appt_grouped_producer.py
@@ -0,0 +1,79 @@
+import csv
+import subprocess
+import sys
+from pathlib import Path
+
+
+def test_summarize_appt_grouped_producer_selects_each_group(tmp_path):
+    raw = tmp_path / "raw.csv"
+    with raw.open("w", newline="") as stream:
+        writer = csv.writer(stream)
+        writer.writerow([
+            "trial", "variant", "a_group", "roles", "word_bits",
+            "batch", "kernel_ms",
+        ])
+        writer.writerows([
+            [1, "v06", 0, "9-11", 32, 4, 1.0],
+            [2, "v06", 0, "9-11", 32, 4, 1.2],
+            [1, "radix4-matched", 1, "6-14-2", 32, 4, 2.0],
+            [2, "radix4-matched", 1, "6-14-2", 32, 4, 2.2],
+            [1, "grouped", 16, "5-15-2", 32, 4, 1.6],
+            [2, "grouped", 16, "5-15-2", 32, 4, 1.8],
+            [1, "grouped", 16, "6-14-2", 32, 4, 1.8],
+            [2, "grouped", 16, "6-14-2", 32, 4, 2.0],
+            [1, "grouped", 32, "5-15-2", 32, 4, 1.5],
+            [2, "grouped", 32, "5-15-2", 32, 4, 1.7],
+        ])
+
+    summary = tmp_path / "summary.csv"
+    markdown = tmp_path / "analysis.md"
+    root = Path(__file__).resolve().parents[1]
+    subprocess.run([
+        sys.executable,
+        str(root / "scripts/summarize_appt_grouped_producer.py"),
+        str(raw), "--csv", str(summary), "--markdown", str(markdown),
+    ], check=True)
+
+    report = markdown.read_text()
+    assert "| 32 | 4 | 16 | `5-15-2` | 1.700000" in report
+    assert "| 32 | 4 | 32 | `5-15-2` | 1.600000" in report
+    rows = list(csv.DictReader(summary.open()))
+    best = next(row for row in rows if row["variant"] == "grouped" and
+                row["a_group"] == "32")
+    assert abs(float(best["throughput_vs_radix4"]) - 1.3125) < 1.0e-12
+
+
+def test_analyze_appt_grouped_producer_ncu(tmp_path):
+    fields = [
+        "label", "global_load_sectors", "global_store_sectors",
+        "l1_hit_pct", "l2_hit_pct", "warp_instructions",
+        "active_warps_pct", "barrier_stall_pct",
+        "long_scoreboard_stall_pct", "mio_throttle_stall_pct",
+        "registers_per_thread",
+    ]
+    summary = tmp_path / "summary.csv"
+    with summary.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=fields)
+        writer.writeheader()
+        for bits in (32, 64):
+            for batch in (1, 4, 16):
+                for variant, scale in (("v06", 1), ("radix4", 2),
+                                       ("group8", 1.5), ("group16", 1),
+                                       ("group32", 0.5)):
+                    row = {field: 10 for field in fields}
+                    row["label"] = f"{variant}_u{bits}_b{batch}"
+                    row["global_load_sectors"] = 10 * scale
+                    row["global_store_sectors"] = 10 * scale
+                    row["warp_instructions"] = 10 * scale
+                    writer.writerow(row)
+
+    markdown = tmp_path / "analysis.md"
+    root = Path(__file__).resolve().parents[1]
+    subprocess.run([
+        sys.executable,
+        str(root / "scripts/analyze_appt_grouped_producer_ncu.py"),
+        str(summary), "--markdown", str(markdown),
+    ], check=True)
+    report = markdown.read_text()
+    assert "`group16` | 0.500x | 0.500x" in report
+    assert "`group32` | 0.250x | 0.250x" in report
diff --git a/tests/test_appt_resident_2d.py b/tests/test_appt_resident_2d.py
new file mode 100644
index 0000000..ff879b4
--- /dev/null
+++ b/tests/test_appt_resident_2d.py
@@ -0,0 +1,36 @@
+import csv
+import subprocess
+import sys
+from pathlib import Path
+
+
+def test_summarize_appt_resident_2d_selects_best_role_mapping(tmp_path):
+    raw = tmp_path / "raw.csv"
+    with raw.open("w", newline="") as stream:
+        writer = csv.writer(stream)
+        writer.writerow([
+            "trial", "variant", "scan_roles", "word_bits", "batch",
+            "kernel_ms",
+        ])
+        writer.writerows([
+            [1, "v06", "9-11", 32, 16, 1.0],
+            [1, "writer-final", "6-12-4", 32, 16, 2.0],
+            [1, "resident-2d", "10-8-4", 32, 16, 4.5],
+            [1, "resident-2d", "12-8-2", 32, 16, 4.0],
+            [2, "resident-2d", "12-8-2", 32, 16, 4.2],
+        ])
+
+    summary = tmp_path / "summary.csv"
+    markdown = tmp_path / "analysis.md"
+    root = Path(__file__).resolve().parents[1]
+    subprocess.run([
+        sys.executable, str(root / "scripts/summarize_appt_resident_2d.py"),
+        str(raw), "--csv", str(summary), "--markdown", str(markdown),
+    ], check=True)
+
+    report = markdown.read_text()
+    assert "| 32 | 16 | `12-8-2` | 4.100000 | 0.488x | 0.244x |" in report
+    with summary.open(newline="") as stream:
+        rows = list(csv.DictReader(stream))
+    selected = [row for row in rows if row["roles"] == "12-8-2"]
+    assert selected[0]["trials"] == "2"
diff --git a/tests/test_appt_resident_quarter.py b/tests/test_appt_resident_quarter.py
new file mode 100644
index 0000000..6882578
--- /dev/null
+++ b/tests/test_appt_resident_quarter.py
@@ -0,0 +1,36 @@
+import csv
+import subprocess
+import sys
+from pathlib import Path
+
+
+def test_summarize_appt_resident_quarter_selects_best_roles(tmp_path):
+    raw = tmp_path / "raw.csv"
+    with raw.open("w", newline="") as stream:
+        writer = csv.writer(stream)
+        writer.writerow([
+            "trial", "variant", "scan_roles", "word_bits", "batch",
+            "kernel_ms",
+        ])
+        writer.writerows([
+            [1, "v06", "9-11", 32, 16, 1.0],
+            [1, "writer-final", "6-12-4", 32, 16, 2.0],
+            [1, "resident-2d", "12-8-2", 32, 16, 4.0],
+            [1, "resident-quarter", "10-8-4", 32, 16, 3.2],
+            [1, "resident-quarter", "12-8-2", 32, 16, 3.0],
+            [2, "resident-quarter", "12-8-2", 32, 16, 3.2],
+        ])
+
+    summary = tmp_path / "summary.csv"
+    markdown = tmp_path / "analysis.md"
+    root = Path(__file__).resolve().parents[1]
+    subprocess.run([
+        sys.executable,
+        str(root / "scripts/summarize_appt_resident_quarter.py"),
+        str(raw), "--csv", str(summary), "--markdown", str(markdown),
+    ], check=True)
+
+    assert (
+        "| 32 | 16 | `12-8-2` | 3.100000 | 1.290x | 0.645x | 0.323x |"
+        in markdown.read_text()
+    )
diff --git a/tests/test_appt_static_layout.py b/tests/test_appt_static_layout.py
new file mode 100644
index 0000000..b26f38c
--- /dev/null
+++ b/tests/test_appt_static_layout.py
@@ -0,0 +1,51 @@
+import csv
+import json
+import subprocess
+import sys
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+
+
+def test_appt_static_generator(tmp_path):
+    output = tmp_path / "space.json"
+    subprocess.run(
+        [sys.executable, str(ROOT / "scripts/generate_appt_static_space.py"),
+         "--word-bits", "32", "--batch", "4",
+         "--fragment-widths", "16,32", "--writer-tiles", "1,2",
+         "--producer-weights", "8", "--tail-weights", "12",
+         "--writer-weights", "1,2", "--output", str(output)],
+        check=True,
+    )
+    document = json.loads(output.read_text())
+    assert document["schema"] == "cubutterfly-appt-static-space-v1"
+    assert {point["fragment_width"] for point in document["points"]} == {16, 32}
+    assert any(point["output_order"] == "natural" and
+               point["writer_tiles_per_cta"] == 2 for point in document["points"])
+    assert all(sum(point["stage_partition"]) == 20
+               for point in document["points"])
+
+
+def test_appt_static_summary(tmp_path):
+    raw = tmp_path / "raw.csv"
+    rows = [
+        {"word_bits": 32, "batch": 1, "variant": "v06", "kernel_ms": 1.0},
+        {"word_bits": 32, "batch": 1, "variant": "static-fw32", "kernel_ms": 0.8},
+        {"word_bits": 32, "batch": 1, "variant": "natural-fw32-wt1-r8-12-2", "kernel_ms": 0.9},
+    ]
+    with raw.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=list(rows[0]))
+        writer.writeheader()
+        writer.writerows(rows)
+    summary = tmp_path / "summary.csv"
+    markdown = tmp_path / "analysis.md"
+    subprocess.run(
+        [sys.executable, str(ROOT / "scripts/summarize_appt_static_layout.py"),
+         str(raw), "--csv", str(summary), "--markdown", str(markdown)],
+        check=True,
+    )
+    records = list(csv.DictReader(summary.open()))
+    static = next(row for row in records if row["variant"] == "static-fw32")
+    assert float(static["throughput_vs_v06"]) == 1.25
+    assert "natural-fw32" in markdown.read_text()
diff --git a/tests/test_appt_tail_cores.py b/tests/test_appt_tail_cores.py
new file mode 100644
index 0000000..7de0e58
--- /dev/null
+++ b/tests/test_appt_tail_cores.py
@@ -0,0 +1,103 @@
+import csv
+import subprocess
+import sys
+from pathlib import Path
+
+
+def test_summarize_appt_tail_cores(tmp_path):
+    raw = tmp_path / "raw.csv"
+    with raw.open("w", newline="") as stream:
+        writer = csv.writer(stream)
+        writer.writerow([
+            "trial", "physical_core", "weights", "word_bits", "batch",
+            "kernel_ms",
+        ])
+        writer.writerows([
+            [1, "v06", "9-11", 64, 1, 0.20],
+            [2, "v06", "9-11", 64, 1, 0.22],
+            [1, "register-tail", "10-5-5", 64, 1, 0.34],
+            [2, "register-tail", "10-5-5", 64, 1, 0.36],
+        ])
+
+    summary = tmp_path / "summary.csv"
+    markdown = tmp_path / "analysis.md"
+    root = Path(__file__).resolve().parents[1]
+    subprocess.run([
+        sys.executable, str(root / "scripts/summarize_appt_tail_cores.py"),
+        str(raw), "--csv", str(summary), "--markdown", str(markdown),
+    ], check=True)
+
+    rows = list(csv.DictReader(summary.open()))
+    register = next(row for row in rows
+                    if row["physical_core"] == "register-tail")
+    assert abs(float(register["kernel_ms"]) - 0.35) < 1.0e-12
+    assert abs(float(register["throughput_vs_v06"]) - 0.6) < 1.0e-12
+    assert "`register-tail`" in markdown.read_text()
+
+
+def test_analyze_appt_tail_cores_reports_matched_ablation(tmp_path):
+    fields = [
+        "label", "time_us", "dram_read_mib", "dram_write_mib",
+        "global_load_sectors", "global_store_sectors",
+        "local_load_sectors", "local_store_sectors", "dram_peak_pct",
+        "l1_hit_pct", "l2_hit_pct", "shared_load_bank_conflicts",
+        "shared_store_bank_conflicts", "warp_instructions",
+        "integer_thread_instructions", "active_warps_pct",
+        "barrier_stall_pct", "long_scoreboard_stall_pct",
+        "mio_throttle_stall_pct", "registers_per_thread",
+        "shared_mem_bytes",
+    ]
+    cores = [
+        "v06", "warp", "cta-radix4", "fused-tail", "split-tail",
+        "register-tail",
+    ]
+
+    def write_summary(path, previous):
+        with path.open("w", newline="") as stream:
+            writer = csv.DictWriter(stream, fieldnames=fields)
+            writer.writeheader()
+            for bits in (32, 64):
+                for batch in (1, 4):
+                    for core in cores:
+                        row = {field: 1 for field in fields}
+                        row.update({
+                            "label": f"{core}_u{bits}_b{batch}",
+                            "time_us": 50 if core == "v06" else 100,
+                            "l1_hit_pct": 30,
+                            "l2_hit_pct": 90,
+                            "active_warps_pct": 25 if core != "v06" else 40,
+                            "barrier_stall_pct": 20,
+                            "long_scoreboard_stall_pct": 40,
+                            "dram_peak_pct": 25,
+                            "registers_per_thread": 48 if bits == 32 else 126,
+                        })
+                        if previous and bits == 32 and core == "register-tail":
+                            row["time_us"] = 110
+                        writer.writerow(row)
+
+    current = tmp_path / "current.csv"
+    previous = tmp_path / "previous.csv"
+    write_summary(current, False)
+    write_summary(previous, True)
+    analysis_csv = tmp_path / "analysis.csv"
+    markdown = tmp_path / "analysis.md"
+    root = Path(__file__).resolve().parents[1]
+    subprocess.run([
+        sys.executable, str(root / "scripts/analyze_appt_tail_cores_ncu.py"),
+        str(current), "--ablation-baseline", str(previous),
+        "--csv", str(analysis_csv), "--markdown", str(markdown),
+    ], check=True)
+
+    report = markdown.read_text()
+    assert "aggregate-readiness ablation improves NCU replay" in report
+    assert "change by at most 0.00%" in report
+    assert "l1_hit_pct" in next(csv.DictReader(analysis_csv.open()))
+
+    comparison = tmp_path / "comparison.md"
+    subprocess.run([
+        sys.executable, str(root / "scripts/compare_appt_tail_ncu.py"),
+        str(previous), str(current), "--markdown", str(comparison),
+    ], check=True)
+    comparison_report = comparison.read_text()
+    assert "APPT Coefficient-Tree Cache Attribution" in comparison_report
+    assert "1.100x" in comparison_report
diff --git a/tests/test_appt_writer_final.py b/tests/test_appt_writer_final.py
new file mode 100644
index 0000000..9cc56a1
--- /dev/null
+++ b/tests/test_appt_writer_final.py
@@ -0,0 +1,77 @@
+import csv
+import subprocess
+import sys
+from pathlib import Path
+
+
+def test_summarize_appt_writer_final_selects_best_point(tmp_path):
+    raw = tmp_path / "raw.csv"
+    with raw.open("w", newline="") as stream:
+        writer = csv.writer(stream)
+        writer.writerow([
+            "trial", "variant", "fragment_width", "writer_tiles", "roles",
+            "word_bits", "batch", "kernel_ms",
+        ])
+        writer.writerows([
+            [1, "v06", 0, 0, "9-11", 32, 4, 1.0],
+            [2, "v06", 0, 0, "9-11", 32, 4, 1.2],
+            [1, "grouped", 16, 2, "6-14-2", 32, 4, 1.6],
+            [2, "grouped", 16, 2, "6-14-2", 32, 4, 1.8],
+            [1, "writer-final", 16, 1, "6-12-4", 32, 4, 1.4],
+            [2, "writer-final", 16, 1, "6-12-4", 32, 4, 1.6],
+            [1, "writer-final", 32, 2, "6-11-5", 32, 4, 1.2],
+            [2, "writer-final", 32, 2, "6-11-5", 32, 4, 1.4],
+        ])
+
+    summary = tmp_path / "summary.csv"
+    markdown = tmp_path / "analysis.md"
+    root = Path(__file__).resolve().parents[1]
+    subprocess.run([
+        sys.executable, str(root / "scripts/summarize_appt_writer_final.py"),
+        str(raw), "--csv", str(summary), "--markdown", str(markdown),
+    ], check=True)
+
+    report = markdown.read_text()
+    assert "| 32 | 4 | 32 | 2 | `6-11-5` | 1.300000" in report
+    rows = list(csv.DictReader(summary.open()))
+    selected = next(row for row in rows if row["variant"] == "writer-final" and
+                    row["fragment_width"] == "32")
+    assert abs(float(selected["throughput_vs_v06"]) - 1.1 / 1.3) < 1.0e-12
+    assert abs(float(selected["throughput_vs_grouped"]) - 1.7 / 1.3) < 1.0e-12
+
+
+def test_analyze_appt_writer_final_ncu(tmp_path):
+    fields = [
+        "label", "time_us", "dram_read_mib", "dram_write_mib",
+        "global_load_sectors", "global_store_sectors", "l2_hit_pct",
+        "warp_instructions", "integer_thread_instructions",
+        "active_warps_pct", "barrier_stall_pct",
+        "long_scoreboard_stall_pct", "mio_throttle_stall_pct",
+        "registers_per_thread", "waves_per_sm",
+    ]
+    summary = tmp_path / "summary.csv"
+    with summary.open("w", newline="") as stream:
+        writer = csv.DictWriter(stream, fieldnames=fields)
+        writer.writeheader()
+        for bits in (32, 64):
+            for batch in (1, 4, 16):
+                for variant, scale in (("v06", 0.5), ("grouped", 1.0),
+                                       ("writer_final", 0.75)):
+                    row = {field: 10 for field in fields}
+                    row["label"] = f"{variant}_u{bits}_b{batch}"
+                    row["global_load_sectors"] = 100 * scale
+                    row["global_store_sectors"] = 80 * scale
+                    row["warp_instructions"] = 60 * scale
+                    row["integer_thread_instructions"] = 40 * scale
+                    writer.writerow(row)
+
+    markdown = tmp_path / "analysis.md"
+    root = Path(__file__).resolve().parents[1]
+    subprocess.run([
+        sys.executable,
+        str(root / "scripts/analyze_appt_writer_final_ncu.py"),
+        str(summary), "--markdown", str(markdown),
+    ], check=True)
+    report = markdown.read_text()
+    assert "`writer_final` | 10.0 | 0.750x | 0.750x" in report
+    assert "0.750x | 0.750x | 10.0%" in report
diff --git a/tests/test_butterfly_design_space.py b/tests/test_butterfly_design_space.py
index e746869..b9cef8b 100644
--- a/tests/test_butterfly_design_space.py
+++ b/tests/test_butterfly_design_space.py
@@ -91,7 +91,8 @@ def test_each_factorized_dimension_has_its_own_two_axis_mapping(self):
     def test_runtime_backends_are_bound_to_architecture_families(self):
         bindings = self.space["runtime_bindings"]
         self.assertEqual(set(bindings["ntt_backends"]),
-                         {"baseline", "tile256", "hybrid2d", "compact-stage", "stage-pipeline"})
+                         {"baseline", "tile256", "hybrid2d", "compact-stage", "stage-pipeline",
+                          "hybrid-dataflow", "hierarchical-barrier", "hierarchical-dataflow"})
         self.assertEqual(set(bindings["butterfly_backends"]),
                          {"temporal-tile", "hierarchical", "online-reorder", "warp-hybrid", "stage-pipeline", "cufft"})
 
diff --git a/tests/test_c_api.c b/tests/test_c_api.c
index 35cb40d..d7152fe 100644
--- a/tests/test_c_api.c
+++ b/tests/test_c_api.c
@@ -315,6 +315,79 @@ static int run_arbitrary_ntt(cubutterflyHandle_t handle, cudaStream_t stream) {
     return 0;
 }
 
+static int run_hierarchical_ntt(cubutterflyHandle_t handle, cudaStream_t stream) {
+    const size_t extent = 4096;
+    uint32_t* host_output = (uint32_t*)malloc(extent * sizeof(uint32_t));
+    uint32_t* input = NULL;
+    uint32_t* output = NULL;
+    void* workspace = NULL;
+    cubutterflyDescriptor_t descriptor = NULL;
+    cubutterflyPlan_t plan = NULL;
+    size_t workspace_bytes = 0;
+    char algorithm[64];
+    size_t algorithm_bytes = sizeof(algorithm);
+    if (host_output == NULL)
+        return 1;
+    CHECK_CUB(cubutterflyCreateDescriptor(&descriptor));
+    CHECK_CUB(cubutterflySetOperator(descriptor, CUBUTTERFLY_OPERATOR_NTT));
+    CHECK_CUB(cubutterflySetDataType(descriptor, CUBUTTERFLY_DATA_UINT32, CUBUTTERFLY_COMPUTE_UINT32));
+    CHECK_CUB(cubutterflySetModulus(descriptor, 998244353, 32));
+    CHECK_CUB(cubutterflySetShape(descriptor, 1, &extent, 1));
+    CHECK_CUB(cubutterflySetAlgorithmPolicy(descriptor, CUBUTTERFLY_ALGORITHM_EXPLICIT,
+                                            "ntt-hierarchical-dataflow"));
+    CHECK_CUB(cubutterflyCreatePlan(handle, descriptor, &plan));
+    CHECK_CUB(cubutterflyPlanGetAlgorithmName(plan, algorithm, &algorithm_bytes));
+    if (strcmp(algorithm, "ntt-hierarchical-dataflow") != 0)
+        return 1;
+    CHECK_CUB(cubutterflyPlanGetWorkspaceSize(plan, &workspace_bytes));
+    if (workspace_bytes <= extent * sizeof(uint32_t))
+        return 1;
+    CHECK_CUDA(cudaMalloc((void**)&input, extent * sizeof(uint32_t)));
+    CHECK_CUDA(cudaMalloc((void**)&output, extent * sizeof(uint32_t)));
+    CHECK_CUDA(cudaMalloc(&workspace, workspace_bytes));
+    CHECK_CUDA(cudaMemsetAsync(input, 0, extent * sizeof(uint32_t), stream));
+    {
+        const uint32_t one = 1;
+        CHECK_CUDA(cudaMemcpyAsync(input, &one, sizeof(one), cudaMemcpyHostToDevice, stream));
+    }
+    CHECK_CUB(cubutterflyPlanSetWorkspace(plan, workspace, workspace_bytes));
+    CHECK_CUB(cubutterflyExecute(handle, plan, input, output));
+    CHECK_CUDA(cudaMemcpyAsync(host_output, output, extent * sizeof(uint32_t), cudaMemcpyDeviceToHost, stream));
+    CHECK_CUDA(cudaStreamSynchronize(stream));
+    for (size_t i = 0; i < extent; ++i)
+        if (host_output[i] != 1)
+            return 1;
+    cudaFree(workspace);
+    cudaFree(output);
+    cudaFree(input);
+    cubutterflyDestroyPlan(plan);
+    cubutterflyDestroyDescriptor(descriptor);
+    free(host_output);
+    return 0;
+}
+
+static int run_hierarchical_core_selection(cubutterflyHandle_t handle) {
+    const size_t extent = 1u << 20;
+    cubutterflyDescriptor_t descriptor = NULL;
+    cubutterflyPlan_t plan = NULL;
+    char algorithm[64];
+    size_t algorithm_bytes = sizeof(algorithm);
+    CHECK_CUB(cubutterflyCreateDescriptor(&descriptor));
+    CHECK_CUB(cubutterflySetOperator(descriptor, CUBUTTERFLY_OPERATOR_NTT));
+    CHECK_CUB(cubutterflySetDataType(descriptor, CUBUTTERFLY_DATA_UINT32, CUBUTTERFLY_COMPUTE_UINT32));
+    CHECK_CUB(cubutterflySetModulus(descriptor, 998244353, 32));
+    CHECK_CUB(cubutterflySetShape(descriptor, 1, &extent, 1));
+    CHECK_CUB(cubutterflySetAlgorithmPolicy(descriptor, CUBUTTERFLY_ALGORITHM_EXPLICIT,
+                                            "ntt-hierarchical-barrier-hybrid2d-radix4"));
+    CHECK_CUB(cubutterflyCreatePlan(handle, descriptor, &plan));
+    CHECK_CUB(cubutterflyPlanGetAlgorithmName(plan, algorithm, &algorithm_bytes));
+    if (strcmp(algorithm, "ntt-hierarchical-barrier-hybrid2d-radix4") != 0)
+        return 1;
+    cubutterflyDestroyPlan(plan);
+    cubutterflyDestroyDescriptor(descriptor);
+    return 0;
+}
+
 static int run_measure_cache(cubutterflyHandle_t handle) {
     const char* cache_path = "/tmp/cubutterfly_c_api_test.cache";
     size_t extent = 16;
@@ -622,6 +695,62 @@ static int run_strided_embedding_fwht(cubutterflyHandle_t handle, cudaStream_t s
     return 0;
 }
 
+static int run_appt_layout_query(cubutterflyHandle_t handle) {
+    const size_t extent = (size_t)1 << 20;
+    cubutterflyDescriptor_t descriptor = NULL;
+    cubutterflyPlan_t plan = NULL;
+    cubutterflyNttLayoutInfo_t layout;
+    char algorithm[128];
+    size_t algorithm_bytes = sizeof(algorithm);
+    CHECK_CUB(cubutterflyCreateDescriptor(&descriptor));
+    CHECK_CUB(cubutterflySetOperator(descriptor, CUBUTTERFLY_OPERATOR_NTT));
+    CHECK_CUB(cubutterflySetDataType(descriptor, CUBUTTERFLY_DATA_UINT32,
+                                     CUBUTTERFLY_COMPUTE_UINT32));
+    CHECK_CUB(cubutterflySetShape(descriptor, 1, &extent, 1));
+    CHECK_CUB(cubutterflySetModulus(descriptor, 998244353ULL, 32));
+    CHECK_CUB(cubutterflySetNttLayouts(
+        descriptor, CUBUTTERFLY_NTT_LAYOUT_NATURAL,
+        CUBUTTERFLY_NTT_LAYOUT_APPT_STATIC));
+    CHECK_CUB(cubutterflyCreatePlan(handle, descriptor, &plan));
+    CHECK_CUB(cubutterflyPlanGetNttLayoutInfo(plan, &layout));
+    if (layout.log_n != 20 || layout.stage_count != 3 ||
+        layout.stage_partition[0] != 7 || layout.stage_partition[1] != 7 ||
+        layout.stage_partition[2] != 6 || layout.fragment_width != 32 ||
+        layout.bank_bits != 5 || !layout.xor_permutation ||
+        strstr(layout.compatibility_id, "appt-ntt-log20-7x7x6") == NULL)
+        return 1;
+    cubutterflyDestroyPlan(plan);
+
+    CHECK_CUB(cubutterflySetNttLayouts(
+        descriptor, CUBUTTERFLY_NTT_LAYOUT_NATURAL,
+        CUBUTTERFLY_NTT_LAYOUT_NATURAL));
+    CHECK_CUB(cubutterflySetAlgorithmPolicy(
+        descriptor, CUBUTTERFLY_ALGORITHM_EXPLICIT,
+        "ntt-appt-register-tail-grouped-writer-final-resident"));
+    CHECK_CUB(cubutterflyCreatePlan(handle, descriptor, &plan));
+    CHECK_CUB(cubutterflyPlanGetAlgorithmName(
+        plan, algorithm, &algorithm_bytes));
+    if (strcmp(algorithm,
+               "ntt-appt-register-tail-grouped-writer-final-resident") != 0)
+        return 1;
+    cubutterflyDestroyPlan(plan);
+
+    CHECK_CUB(cubutterflySetAlgorithmPolicy(
+        descriptor, CUBUTTERFLY_ALGORITHM_EXPLICIT,
+        "ntt-appt-register-tail-grouped-writer-final-resident-quarter"));
+    CHECK_CUB(cubutterflyCreatePlan(handle, descriptor, &plan));
+    algorithm_bytes = sizeof(algorithm);
+    CHECK_CUB(cubutterflyPlanGetAlgorithmName(
+        plan, algorithm, &algorithm_bytes));
+    if (strcmp(algorithm,
+               "ntt-appt-register-tail-grouped-writer-final-resident-quarter") !=
+        0)
+        return 1;
+    cubutterflyDestroyPlan(plan);
+    cubutterflyDestroyDescriptor(descriptor);
+    return 0;
+}
+
 int main(void) {
     cubutterflyHandle_t handle = NULL;
     cubutterflyDescriptor_t descriptor = NULL;
@@ -650,6 +779,12 @@ int main(void) {
     CHECK_CUB(cubutterflyCreatePlan(handle, descriptor, &plan));
     CHECK_CUB(cubutterflyPlanGetInputSize(plan, &input_bytes));
     CHECK_CUB(cubutterflyPlanGetOutputSize(plan, &output_bytes));
+    {
+        cubutterflyNttLayoutInfo_t layout;
+        if (cubutterflyPlanGetNttLayoutInfo(plan, &layout) !=
+            CUBUTTERFLY_STATUS_NOT_SUPPORTED)
+            return 1;
+    }
     if (input_bytes != sizeof(host_input) || output_bytes != sizeof(host_output))
         return 1;
 
@@ -670,7 +805,9 @@ int main(void) {
         return 1;
     if (run_2d_power_fft(handle, stream) != 0 || run_2d_ntt(handle, stream) != 0)
         return 1;
-    if (run_arbitrary_ntt(handle, stream) != 0)
+    if (run_arbitrary_ntt(handle, stream) != 0 || run_hierarchical_ntt(handle, stream) != 0 ||
+        run_hierarchical_core_selection(handle) != 0 ||
+        run_appt_layout_query(handle) != 0)
         return 1;
     if (run_measure_cache(handle) != 0)
         return 1;
diff --git a/tests/test_hierarchical_cores_ncu.py b/tests/test_hierarchical_cores_ncu.py
new file mode 100644
index 0000000..92871e9
--- /dev/null
+++ b/tests/test_hierarchical_cores_ncu.py
@@ -0,0 +1,39 @@
+#!/usr/bin/env python3
+import pathlib
+import sys
+import unittest
+
+
+ROOT = pathlib.Path(__file__).resolve().parents[1]
+sys.path.insert(0, str(ROOT / "scripts"))
+
+from analyze_hierarchical_cores_ncu import compare
+
+
+class HierarchicalCoresNcuTest(unittest.TestCase):
+    def test_compares_local_cores_and_effective_limit(self):
+        def row(label, time, registers, register_limit, scoreboard):
+            return {
+                "label": label, "time_us": str(time), "dram_read_mib": "10",
+                "dram_write_mib": "5", "warp_instructions": "100",
+                "integer_thread_instructions": "200", "active_warps_pct": "50",
+                "barrier_stall_pct": "10", "long_scoreboard_stall_pct": str(scoreboard),
+                "registers_per_thread": str(registers), "shared_mem_bytes": "16400",
+                "occupancy_register_block_limit": str(register_limit),
+                "occupancy_shared_block_limit": "5", "occupancy_warp_block_limit": "8",
+            }
+        rows = [
+            row("w32_dataflow-radix4", 100, 38, 6, 30),
+            row("w32_hybrid2d-radix4", 110, 32, 8, 40),
+            row("w64_dataflow-radix4", 200, 48, 2, 20),
+            row("w64_hybrid2d-radix4", 210, 44, 2, 25),
+        ]
+        result = compare(rows)
+        self.assertEqual(result[0]["native_effective_block_limit"], 5)
+        self.assertEqual(result[0]["mature_effective_block_limit"], 5)
+        self.assertEqual(result[1]["native_effective_block_limit"], 2)
+        self.assertAlmostEqual(result[0]["mature_over_native_time_us"], 1.1)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/test_hierarchical_dataflow_ncu.py b/tests/test_hierarchical_dataflow_ncu.py
new file mode 100644
index 0000000..f157b5b
--- /dev/null
+++ b/tests/test_hierarchical_dataflow_ncu.py
@@ -0,0 +1,39 @@
+#!/usr/bin/env python3
+import pathlib
+import sys
+import unittest
+
+
+ROOT = pathlib.Path(__file__).resolve().parents[1]
+sys.path.insert(0, str(ROOT / "scripts"))
+
+from analyze_hierarchical_dataflow_ncu import aggregate
+
+
+class HierarchicalDataflowNcuTest(unittest.TestCase):
+    def test_aggregates_two_pass_baseline(self):
+        common = {
+            "dram_read_mib": "10", "dram_write_mib": "8",
+            "warp_instructions": "100", "integer_thread_instructions": "200",
+            "active_warps_pct": "50", "barrier_stall_pct": "10",
+            "long_scoreboard_stall_pct": "20", "registers_per_thread": "32",
+            "shared_mem_bytes": "8192", "occupancy_register_block_limit": "4",
+            "occupancy_shared_block_limit": "5", "occupancy_warp_block_limit": "4",
+        }
+        rows = [
+            {**common, "label": "hybrid2d_w32_n20_b4", "time_us": "100"},
+            {**common, "label": "hybrid2d_w32_n20_b4", "time_us": "150",
+             "active_warps_pct": "70", "registers_per_thread": "40"},
+            {**common, "label": "hierarchical_w32_n20_b4", "time_us": "200"},
+        ]
+        totals = {row["backend"]: row for row in aggregate(rows)}
+        baseline = totals["hybrid2d"]
+        self.assertEqual(baseline["kernel_count"], 2)
+        self.assertEqual(baseline["time_us"], 250)
+        self.assertEqual(baseline["dram_read_mib"], 20)
+        self.assertEqual(baseline["registers_per_thread"], 40)
+        self.assertAlmostEqual(baseline["active_warps_pct"], 62)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/test_hierarchical_dataflow_summary.py b/tests/test_hierarchical_dataflow_summary.py
new file mode 100644
index 0000000..c866f99
--- /dev/null
+++ b/tests/test_hierarchical_dataflow_summary.py
@@ -0,0 +1,45 @@
+#!/usr/bin/env python3
+import csv
+import pathlib
+import subprocess
+import sys
+import tempfile
+import unittest
+
+
+ROOT = pathlib.Path(__file__).resolve().parents[1]
+
+
+class HierarchicalDataflowSummaryTest(unittest.TestCase):
+    def test_selects_fastest_hierarchical_point_and_reports_speedup(self):
+        fields = [
+            "word_bits", "logN", "batch", "backend", "n1_log",
+            "rows_per_block", "threads_per_block", "data_time",
+            "target_ctas_per_sm", "kernel_ms", "correct",
+        ]
+        rows = [
+            dict(zip(fields, (32, 20, 4, "hybrid2d", 10, 2, 512, 0, 0, 0.30, 1))),
+            dict(zip(fields, (32, 20, 4, "hierarchical-dataflow", 10, 2, 256, 1, 6, 0.25, 1))),
+            dict(zip(fields, (32, 20, 4, "hierarchical-dataflow", 10, 4, 256, 1, 5, 0.20, 1))),
+        ]
+        with tempfile.TemporaryDirectory() as directory:
+            directory = pathlib.Path(directory)
+            source = directory / "raw.csv"
+            output = directory / "summary.csv"
+            markdown = directory / "summary.md"
+            with source.open("w", newline="") as stream:
+                writer = csv.DictWriter(stream, fieldnames=fields)
+                writer.writeheader()
+                writer.writerows(rows)
+            subprocess.run(
+                [sys.executable, str(ROOT / "scripts/summarize_hierarchical_dataflow.py"),
+                 str(source), "--csv", str(output), "--markdown", str(markdown)],
+                check=True,
+            )
+            report = markdown.read_text()
+            self.assertIn("1.500x", report)
+            self.assertIn("| 4 | 1 | 256 | 5 | yes |", report)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/test_hierarchical_streaming_776_analysis.py b/tests/test_hierarchical_streaming_776_analysis.py
new file mode 100644
index 0000000..758b306
--- /dev/null
+++ b/tests/test_hierarchical_streaming_776_analysis.py
@@ -0,0 +1,53 @@
+#!/usr/bin/env python3
+import pathlib
+import sys
+import unittest
+
+
+ROOT = pathlib.Path(__file__).resolve().parents[1]
+sys.path.insert(0, str(ROOT / "scripts"))
+
+from analyze_hierarchical_streaming_776_ncu import analyze
+from summarize_hierarchical_streaming_comparison import summarize
+
+
+class HierarchicalStreaming776AnalysisTest(unittest.TestCase):
+    def test_ncu_ratios_and_batch_scaling(self):
+        def row(label, time, read=10, write=5, wait=10):
+            return {
+                "label": label, "time_us": str(time), "dram_read_mib": str(read),
+                "dram_write_mib": str(write), "warp_instructions": "100",
+                "integer_thread_instructions": "200", "active_warps_pct": "25",
+                "barrier_stall_pct": "5", "wait_stall_pct": str(wait),
+                "long_scoreboard_stall_pct": "20", "registers_per_thread": "48",
+                "shared_mem_bytes": "32768", "waves_per_sm": "1",
+            }
+        rows = [
+            row("barrier_n20_b4", 100), row("streaming_generic_n20_b4", 200),
+            row("streaming_resident_776_n20_b1", 50, read=10, write=5, wait=40),
+            row("streaming_resident_776_n20_b4", 250, read=60, write=30, wait=35),
+            row("streaming_specialized_n20_b4", 110),
+            row("barrier_w32_n20_b4", 50), row("streaming_specialized_w32_n20_b4", 60),
+            row("streaming_resident_776_w32_n20_b1", 40),
+        ]
+        comparisons, scaling = analyze(rows)
+        resident = next(row for row in comparisons if row["variant"] == "resident-7+7+6")
+        self.assertAlmostEqual(resident["speedup_vs_barrier"], 0.4)
+        self.assertAlmostEqual(scaling["per_transform_time_ratio"], 1.25)
+        self.assertAlmostEqual(scaling["read_ratio_b4_b1"], 6.0)
+
+    def test_event_summary_joins_barrier(self):
+        rows = [
+            {"label": "barrier-w64-b1", "kernel_ms": "1", "correct": "-1"},
+            {"label": "barrier-w64-b1", "kernel_ms": "1.2", "correct": "-1"},
+            {"label": "resident776-w64-b1", "kernel_ms": "2", "correct": "-1"},
+            {"label": "resident776-w64-b1", "kernel_ms": "2.4", "correct": "-1"},
+        ]
+        result = summarize(rows)
+        resident = next(row for row in result if row["variant"] == "resident776")
+        self.assertAlmostEqual(resident["speedup_vs_barrier"], 0.5)
+        self.assertEqual(resident["trials"], 2)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/test_hybrid_dataflow_generator.py b/tests/test_hybrid_dataflow_generator.py
new file mode 100644
index 0000000..3378531
--- /dev/null
+++ b/tests/test_hybrid_dataflow_generator.py
@@ -0,0 +1,52 @@
+#!/usr/bin/env python3
+import importlib.util
+import json
+import tempfile
+import unittest
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SPEC = importlib.util.spec_from_file_location(
+    "generate_hybrid_dataflow", ROOT / "scripts" / "generate_hybrid_dataflow.py")
+GENERATOR = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(GENERATOR)
+
+
+class HybridDataflowGeneratorTest(unittest.TestCase):
+    def test_v100_manifest(self):
+        points = GENERATOR.load_points(ROOT / "config" / "v100_hybrid_dataflow.json")
+        defaults = GENERATOR.load_defaults(ROOT / "config" / "v100_hybrid_dataflow.json", points)
+        self.assertEqual(223, len(points))
+        self.assertEqual({(5, 5), (6, 2), (6, 4), (6, 6), (7, 7),
+                          (8, 2), (8, 4), (8, 8)},
+                         {(point[1], point[2]) for point in points})
+        self.assertTrue(any(point[7] == "ping-pong" for point in points))
+        self.assertTrue(any(point[8] == "atomic" for point in points))
+        self.assertEqual({1, 2, 3, 4, 5, 6, 7, 8}, {point[9] for point in points})
+        self.assertEqual({1, 3}, {point[10] for point in points})
+        self.assertEqual({1, 2}, {point[11] for point in points})
+        self.assertEqual(5, len(defaults))
+
+        with tempfile.TemporaryDirectory() as directory:
+            header = Path(directory) / "generated.hpp"
+            GENERATOR.write_header(header, points, defaults)
+            text = header.read_text()
+            self.assertIn("CUNTT_FOR_EACH_HYBRID_DATAFLOW_KERNEL", text)
+            self.assertEqual(7, text.count("X(8, 8,"))
+            self.assertIn("std::array<GeneratedHybridDataflowPoint, 223>", text)
+            self.assertIn("std::array<GeneratedHybridDataflowDefault, 5>", text)
+            self.assertIn("ComputeUnit::Radix4", text)
+
+    def test_rejects_illegal_word_data_pair(self):
+        document = json.loads((ROOT / "config" / "v100_hybrid_dataflow.json").read_text())
+        document["primary"]["data_space_by_word"]["64"] = [32]
+        with tempfile.TemporaryDirectory() as directory:
+            spec = Path(directory) / "invalid.json"
+            spec.write_text(json.dumps(document))
+            with self.assertRaisesRegex(ValueError, "data-space/word-width mismatch"):
+                GENERATOR.load_points(spec)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/test_hybrid_dataflow_schedule.py b/tests/test_hybrid_dataflow_schedule.py
new file mode 100644
index 0000000..7768940
--- /dev/null
+++ b/tests/test_hybrid_dataflow_schedule.py
@@ -0,0 +1,118 @@
+#!/usr/bin/env python3
+import random
+import unittest
+
+
+MODULUS = 12289  # 3 * 2^12 + 1
+
+
+def primitive_root(modulus):
+    for candidate in range(2, modulus):
+        if pow(candidate, (modulus - 1) // 2, modulus) != 1 and \
+           pow(candidate, (modulus - 1) // 3, modulus) != 1:
+            return candidate
+    raise AssertionError("primitive root not found")
+
+
+def bit_reverse(value, bits):
+    result = 0
+    for _ in range(bits):
+        result = (result << 1) | (value & 1)
+        value >>= 1
+    return result
+
+
+def reference(values, log_n, inverse):
+    n = 1 << log_n
+    root = pow(primitive_root(MODULUS), (MODULUS - 1) // n, MODULUS)
+    if inverse:
+        root = pow(root, MODULUS - 2, MODULUS)
+    state = [values[bit_reverse(index, log_n)] for index in range(n)]
+    for stage in range(log_n):
+        half = 1 << stage
+        step = pow(root, n // (2 * half), MODULUS)
+        for base in range(0, n, 2 * half):
+            omega = 1
+            for offset in range(half):
+                left = state[base + offset]
+                right = state[base + offset + half] * omega % MODULUS
+                state[base + offset] = (left + right) % MODULUS
+                state[base + offset + half] = (left - right) % MODULUS
+                omega = omega * step % MODULUS
+    if inverse:
+        scale = pow(n, MODULUS - 2, MODULUS)
+        state = [value * scale % MODULUS for value in state]
+    return state
+
+
+def hybrid_schedule(values, log_n, flow_tile_log_n, stage_space, inverse):
+    n = 1 << log_n
+    root = pow(primitive_root(MODULUS), (MODULUS - 1) // n, MODULUS)
+    if inverse:
+        root = pow(root, MODULUS - 2, MODULUS)
+    state = [values[bit_reverse(index, log_n)] for index in range(n)]
+    for round_base in range(0, log_n, flow_tile_log_n):
+        round_stages = min(flow_tile_log_n, log_n - round_base)
+        for fold in range(0, round_stages, stage_space):
+            active_stages = min(stage_space, round_stages - fold)
+            stage_base = round_base + fold
+            token_points = 1 << active_stages
+            stage_stride = 1 << stage_base
+            for token in range(n // token_points):
+                subgraph_block, subgraph_offset = divmod(token, stage_stride)
+                subgraph_base = subgraph_block << (stage_base + active_stages)
+                logical = [subgraph_base + subgraph_offset + (local << stage_base)
+                           for local in range(token_points)]
+                data = [state[index] for index in logical]
+                for local_stage in range(active_stages):
+                    half = 1 << local_stage
+                    global_stage = stage_base + local_stage
+                    step = pow(root, n // (2 << global_stage), MODULUS)
+                    for butterfly in range(token_points // 2):
+                        group, offset = divmod(butterfly, half)
+                        left_index = group * (2 * half) + offset
+                        right_index = left_index + half
+                        twiddle_offset = subgraph_offset + (offset << stage_base)
+                        right = data[right_index] * pow(step, twiddle_offset, MODULUS) % MODULUS
+                        left = data[left_index]
+                        data[left_index] = (left + right) % MODULUS
+                        data[right_index] = (left - right) % MODULUS
+                for index, value in zip(logical, data):
+                    state[index] = value
+    if inverse:
+        scale = pow(n, MODULUS - 2, MODULUS)
+        state = [value * scale % MODULUS for value in state]
+    return state
+
+
+class HybridDataflowScheduleTest(unittest.TestCase):
+    def test_token_indexing_and_twiddles(self):
+        random.seed(0xC0FFEE)
+        for log_n in (6, 7, 8, 10, 12):
+            values = [random.randrange(MODULUS) for _ in range(1 << log_n)]
+            for flow_tile_log_n in (5, 6, 7, 8):
+                if flow_tile_log_n > log_n:
+                    continue
+                for stage_space in range(2, 9):
+                    if stage_space > flow_tile_log_n:
+                        continue
+                    for inverse in (False, True):
+                        self.assertEqual(reference(values, log_n, inverse),
+                                         hybrid_schedule(values, log_n, flow_tile_log_n,
+                                                         stage_space, inverse))
+
+    def test_xor_layout_is_a_permutation(self):
+        for log_n in (6, 8, 12):
+            for flow_tile_log_n in (5, 6, 7, 8):
+                if flow_tile_log_n > log_n:
+                    continue
+                for data_space in (8, 16, 32):
+                    mask = 2 * data_space - 1
+                    physical = [((logical & ~mask) |
+                                 ((logical ^ (logical >> flow_tile_log_n)) & mask))
+                                for logical in range(1 << log_n)]
+                    self.assertEqual(list(range(1 << log_n)), sorted(physical))
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/test_hybrid_radix4_comparison.py b/tests/test_hybrid_radix4_comparison.py
new file mode 100644
index 0000000..6442fc1
--- /dev/null
+++ b/tests/test_hybrid_radix4_comparison.py
@@ -0,0 +1,47 @@
+#!/usr/bin/env python3
+import json
+import pathlib
+import sys
+import unittest
+
+
+ROOT = pathlib.Path(__file__).resolve().parents[1]
+sys.path.insert(0, str(ROOT / "scripts"))
+
+from summarize_hybrid_radix4_comparison import aggregate, build_rows
+
+
+class HybridRadix4ComparisonTest(unittest.TestCase):
+    def test_manifest_covers_three_numeric_length_regions(self):
+        document = json.loads((ROOT / "config/v100_hybrid_radix4_comparison.json").read_text())
+        self.assertEqual(document["schema_version"], 1)
+        workloads = document["workloads"]
+        self.assertEqual({(item["precision"], item["logN"]) for item in workloads},
+                         {("uint32", 12), ("uint64", 10), ("uint64", 12)})
+        for workload in workloads:
+            names = {item["name"] for item in workload["implementations"]}
+            self.assertIn("v0.7-pipeline-radix2", names)
+            self.assertIn("v0.7-resident-radix4", names)
+            self.assertEqual(workload["batches"], [1, 16, 80, 160, 256, 512])
+
+    def test_best_mature_core_and_ratios(self):
+        base = {"group": "g", "precision": "uint64", "logN": "10", "batch": "80",
+                "correct": "1"}
+        values = (
+            ("v0.6-baseline", 4.0),
+            ("v0.6-tile256", 2.0),
+            ("v0.7-pipeline-radix2", 6.0),
+            ("v0.7-resident-radix4", 1.5),
+        )
+        rows = build_rows([{**base, "implementation": name, "median_kernel_ms": str(time)}
+                           for name, time in values])
+        self.assertEqual(rows[0]["v06_best"], "v0.6-tile256")
+        self.assertAlmostEqual(rows[0]["radix4_speedup_vs_pipeline"], 4.0)
+        self.assertAlmostEqual(rows[0]["radix4_throughput_vs_v06"], 4.0 / 3.0)
+        metrics = aggregate(rows)
+        self.assertAlmostEqual(metrics[0]["radix4_throughput_vs_v06"], 4.0 / 3.0)
+        self.assertEqual(metrics[0]["radix4_wins"], 1)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/test_ntt.cpp b/tests/test_ntt.cpp
index c07b962..6bfa999 100644
--- a/tests/test_ntt.cpp
+++ b/tests/test_ntt.cpp
@@ -240,6 +240,1322 @@ void test_stage_pipeline_backend() {
     }
 }
 
+void test_hybrid_dataflow_backend() {
+    struct TestCase {
+        std::uint32_t log_n;
+        std::size_t batch;
+        std::uint32_t word_bits;
+        std::uint64_t modulus;
+        bool inverse;
+    };
+    constexpr std::uint64_t kModulus30 = 1073479681ULL;
+    constexpr std::array<TestCase, 5> kCases = {{{6, 17, 64, cuntt::kDefaultModulus, false},
+                                                 {8, 3, 64, cuntt::kDefaultModulus, true},
+                                                 {10, 2, 64, cuntt::kDefaultModulus, false},
+                                                 {8, 5, 32, kModulus30, false},
+                                                 {10, 2, 32, kModulus30, true}}};
+
+    for (std::size_t case_index = 0; case_index < kCases.size(); ++case_index) {
+        const auto& test_case = kCases[case_index];
+        const auto input = make_input((1ULL << test_case.log_n) * test_case.batch, test_case.modulus,
+                                      0x7000 + case_index);
+        const auto expected = reference_batch(input, test_case.log_n, test_case.batch,
+                                              test_case.modulus, test_case.inverse);
+        cuntt::PlanConfig config;
+        config.log_n = test_case.log_n;
+        config.batch = test_case.batch;
+        config.word_bits = test_case.word_bits;
+        config.modulus = test_case.modulus;
+        config.inverse = test_case.inverse;
+        config.backend = cuntt::Backend::HybridDataflow;
+        cuntt::Plan plan(config);
+        if (test_case.log_n == 10 &&
+            (plan.config().role_stages != 5 || plan.config().data_time != 10 ||
+             plan.config().token_interleave != 1 || plan.config().compute_unit != cuntt::ComputeUnit::Radix4)) {
+            throw std::runtime_error("V100 HybridDataflow logN=10 default did not select Ur=5,Td=10,Ti=1,radix4");
+        }
+        if (plan.workspace_size() != 0 || plan.workspace() != nullptr) {
+            throw std::runtime_error("hybrid-dataflow unexpectedly requires global workspace");
+        }
+        std::vector<std::uint64_t> output;
+        plan.execute(input, output, 0, 1);
+        require_equal(expected, output, "hybrid-dataflow primary point");
+        std::cout << "PASS hybrid-dataflow logN=" << test_case.log_n << " batch=" << test_case.batch
+                  << " word_bits=" << test_case.word_bits
+                  << " direction=" << (test_case.inverse ? "inverse" : "forward") << '\n';
+    }
+
+    struct Ablation {
+        cuntt::DataflowLayout layout;
+        cuntt::DataflowStateMode state;
+        cuntt::StageHandoff handoff;
+        std::uint32_t buffers;
+    };
+    constexpr std::array<Ablation, 4> kAblations = {{
+        {cuntt::DataflowLayout::Linear, cuntt::DataflowStateMode::InPlace,
+         cuntt::StageHandoff::NamedBarrier, 2},
+        {cuntt::DataflowLayout::HermesXor, cuntt::DataflowStateMode::PingPong,
+         cuntt::StageHandoff::NamedBarrier, 2},
+        {cuntt::DataflowLayout::HermesXor, cuntt::DataflowStateMode::InPlace,
+         cuntt::StageHandoff::Atomic, 2},
+        {cuntt::DataflowLayout::HermesXor, cuntt::DataflowStateMode::InPlace,
+         cuntt::StageHandoff::NamedBarrier, 3},
+    }};
+    const auto input = make_input(1U << 8, cuntt::kDefaultModulus, 0x7100);
+    const auto expected = reference_batch(input, 8, 1, cuntt::kDefaultModulus, false);
+    for (const auto& ablation : kAblations) {
+        cuntt::PlanConfig config;
+        config.log_n = 8;
+        config.backend = cuntt::Backend::HybridDataflow;
+        config.flow_tile_log_n = 8;
+        config.stage_space = 8;
+        config.data_space = 16;
+        config.pipeline_buffers = ablation.buffers;
+        config.dataflow_layout = ablation.layout;
+        config.dataflow_state_mode = ablation.state;
+        config.stage_handoff = ablation.handoff;
+        cuntt::Plan plan(config);
+        std::vector<std::uint64_t> output;
+        plan.execute(input, output, 0, 1);
+        require_equal(expected, output, "hybrid-dataflow ablation");
+    }
+    std::cout << "PASS hybrid-dataflow generated ablations\n";
+
+    const auto packed_input = make_input(1U << 10, cuntt::kDefaultModulus, 0x7200);
+    const auto packed_expected = reference_batch(packed_input, 10, 1, cuntt::kDefaultModulus, false);
+    for (const std::uint32_t data_time : {1U, 2U, 4U, 8U}) {
+        cuntt::PlanConfig config;
+        config.log_n = 10;
+        config.backend = cuntt::Backend::HybridDataflow;
+        config.flow_tile_log_n = 5;
+        config.stage_space = 5;
+        config.data_space = 16;
+        config.data_time = data_time;
+        config.pipeline_buffers = 2;
+        cuntt::Plan plan(config);
+        std::vector<std::uint64_t> output;
+        plan.execute(packed_input, output, 0, 1);
+        require_equal(packed_expected, output,
+                      "hybrid-dataflow data_time=" + std::to_string(data_time));
+    }
+    std::cout << "PASS hybrid-dataflow data-time unfolding\n";
+
+    struct FusedRoleCase {
+        std::uint32_t log_n;
+        std::uint32_t flow_tile_log_n;
+        std::uint32_t stage_space;
+        std::uint32_t role_stages;
+        std::uint32_t data_time;
+        std::uint32_t word_bits;
+        std::uint64_t modulus;
+        bool inverse;
+    };
+    constexpr std::array<FusedRoleCase, 9> kFusedRoleCases = {{{10, 5, 5, 2, 4, 64, cuntt::kDefaultModulus, false},
+                                                               {10, 5, 5, 5, 4, 64, cuntt::kDefaultModulus, false},
+                                                               {10, 5, 5, 5, 4, 64, cuntt::kDefaultModulus, true},
+                                                               {10, 5, 5, 2, 4, 32, kModulus30, false},
+                                                               {10, 5, 5, 5, 4, 32, kModulus30, false},
+                                                               {12, 6, 6, 2, 4, 64, cuntt::kDefaultModulus, false},
+                                                               {12, 6, 6, 3, 4, 64, cuntt::kDefaultModulus, false},
+                                                               {12, 6, 6, 6, 4, 64, cuntt::kDefaultModulus, false},
+                                                               {12, 6, 6, 2, 8, 64, cuntt::kDefaultModulus, false}}};
+    for (std::size_t case_index = 0; case_index < kFusedRoleCases.size(); ++case_index) {
+        const auto& test_case = kFusedRoleCases[case_index];
+        const auto fused_input = make_input(1U << test_case.log_n, test_case.modulus, 0x7300 + case_index);
+        const auto fused_expected = reference_batch(fused_input, test_case.log_n, 1,
+                                                    test_case.modulus, test_case.inverse);
+        cuntt::PlanConfig config;
+        config.log_n = test_case.log_n;
+        config.backend = cuntt::Backend::HybridDataflow;
+        config.flow_tile_log_n = test_case.flow_tile_log_n;
+        config.stage_space = test_case.stage_space;
+        config.role_stages = test_case.role_stages;
+        config.data_space = test_case.word_bits == 32 ? 32 : 16;
+        config.data_time = test_case.data_time;
+        config.pipeline_buffers = 2;
+        config.word_bits = test_case.word_bits;
+        config.modulus = test_case.modulus;
+        config.inverse = test_case.inverse;
+        cuntt::Plan plan(config);
+        std::vector<std::uint64_t> output;
+        plan.execute(fused_input, output, 0, 1);
+        require_equal(fused_expected, output,
+                      "hybrid-dataflow role_stages=" + std::to_string(test_case.role_stages));
+    }
+    std::cout << "PASS hybrid-dataflow register-resident fused roles\n";
+
+    struct TokenInterleaveCase {
+        std::uint32_t log_n;
+        std::uint32_t flow_tile_log_n;
+        std::uint32_t role_stages;
+        std::uint32_t data_time;
+        std::uint32_t word_bits;
+        std::uint64_t modulus;
+        bool inverse;
+    };
+    constexpr std::array<TokenInterleaveCase, 3> kTokenInterleaveCases = {{
+        {10, 5, 5, 10, 64, cuntt::kDefaultModulus, false},
+        {10, 5, 5, 10, 64, cuntt::kDefaultModulus, true},
+        {12, 6, 6, 12, 32, kModulus30, false},
+    }};
+    for (std::size_t case_index = 0; case_index < kTokenInterleaveCases.size(); ++case_index) {
+        const auto& test_case = kTokenInterleaveCases[case_index];
+        const auto interleave_input = make_input(1U << test_case.log_n, test_case.modulus,
+                                                 0x7380 + case_index);
+        const auto interleave_expected = reference_batch(interleave_input, test_case.log_n, 1,
+                                                         test_case.modulus, test_case.inverse);
+        cuntt::PlanConfig config;
+        config.log_n = test_case.log_n;
+        config.backend = cuntt::Backend::HybridDataflow;
+        config.flow_tile_log_n = test_case.flow_tile_log_n;
+        config.stage_space = test_case.role_stages;
+        config.role_stages = test_case.role_stages;
+        config.data_space = test_case.word_bits == 32 ? 32 : 16;
+        config.data_time = test_case.data_time;
+        config.token_interleave = 2;
+        config.pipeline_buffers = 2;
+        config.word_bits = test_case.word_bits;
+        config.modulus = test_case.modulus;
+        config.inverse = test_case.inverse;
+        cuntt::Plan plan(config);
+        std::vector<std::uint64_t> output;
+        plan.execute(interleave_input, output, 0, 1);
+        require_equal(interleave_expected, output, "hybrid-dataflow token_interleave=2");
+    }
+    std::cout << "PASS hybrid-dataflow two-token software pipeline\n";
+
+    const auto occupancy_input = make_input(1U << 12, cuntt::kDefaultModulus, 0x7400);
+    const auto occupancy_expected = reference_batch(occupancy_input, 12, 1, cuntt::kDefaultModulus, false);
+    cuntt::PlanConfig occupancy_config;
+    occupancy_config.log_n = 12;
+    occupancy_config.backend = cuntt::Backend::HybridDataflow;
+    occupancy_config.flow_tile_log_n = 6;
+    occupancy_config.stage_space = 6;
+    occupancy_config.role_stages = 6;
+    occupancy_config.target_ctas_per_sm = 3;
+    occupancy_config.data_space = 16;
+    occupancy_config.data_time = 8;
+    occupancy_config.pipeline_buffers = 2;
+    cuntt::Plan occupancy_plan(occupancy_config);
+    std::vector<std::uint64_t> occupancy_output;
+    occupancy_plan.execute(occupancy_input, occupancy_output, 0, 1);
+    require_equal(occupancy_expected, occupancy_output,
+                  "hybrid-dataflow target_ctas_per_sm=3");
+    std::cout << "PASS HybridDataflow generated CTA-residency target\n";
+
+    cuntt::PlanConfig low_batch_config;
+    low_batch_config.log_n = 12;
+    low_batch_config.batch = 16;
+    low_batch_config.backend = cuntt::Backend::HybridDataflow;
+    cuntt::Plan low_batch_plan(low_batch_config);
+    if (low_batch_plan.config().role_stages != 6 || low_batch_plan.config().data_time != 12 ||
+        low_batch_plan.config().token_interleave != 1 ||
+        low_batch_plan.config().compute_unit != cuntt::ComputeUnit::Radix4) {
+        throw std::runtime_error("V100 HybridDataflow low-batch default did not select Ur=6,Td=12,Ti=1,radix4");
+    }
+    if (low_batch_plan.selection().implementation != "hybrid-dataflow-generated-static-table") {
+        throw std::runtime_error("V100 HybridDataflow low-batch static-table source was not reported");
+    }
+    cuntt::PlanConfig saturated_config = low_batch_config;
+    saturated_config.batch = 256;
+    cuntt::Plan saturated_plan(saturated_config);
+    if (saturated_plan.config().role_stages != 6 || saturated_plan.config().data_time != 12 ||
+        saturated_plan.config().target_ctas_per_sm != 1 || saturated_plan.config().token_interleave != 1 ||
+        saturated_plan.config().compute_unit != cuntt::ComputeUnit::Radix4) {
+        throw std::runtime_error("V100 HybridDataflow saturated default did not select Ur=6,Td=12,Ti=1,radix4");
+    }
+    if (saturated_plan.selection().implementation != "hybrid-dataflow-generated-static-table" ||
+        saturated_plan.selection().confidence != "measured") {
+        throw std::runtime_error("V100 HybridDataflow static-table source was not reported");
+    }
+    cuntt::PlanConfig uint32_boundary_config;
+    uint32_boundary_config.log_n = 12;
+    uint32_boundary_config.batch = 160;
+    uint32_boundary_config.word_bits = 32;
+    uint32_boundary_config.modulus = kModulus30;
+    uint32_boundary_config.backend = cuntt::Backend::HybridDataflow;
+    cuntt::Plan uint32_low_plan(uint32_boundary_config);
+    if (uint32_low_plan.config().role_stages != 6 || uint32_low_plan.config().data_time != 12) {
+        throw std::runtime_error("V100 uint32 HybridDataflow 2*SM boundary did not preserve Td=12");
+    }
+    uint32_boundary_config.batch = 161;
+    cuntt::Plan uint32_high_plan(uint32_boundary_config);
+    if (uint32_high_plan.config().role_stages != 6 || uint32_high_plan.config().data_time != 6) {
+        throw std::runtime_error("V100 uint32 HybridDataflow 2*SM+1 boundary did not select Td=6");
+    }
+    std::cout << "PASS HybridDataflow V100 fused-role defaults\n";
+
+    struct ResidentRadix4Case {
+        std::uint32_t log_n;
+        std::size_t batch;
+        std::uint32_t word_bits;
+        std::uint64_t modulus;
+        bool inverse;
+    };
+    constexpr std::array<ResidentRadix4Case, 5> kResidentRadix4Cases = {{
+        {7, 3, 64, cuntt::kDefaultModulus, false},
+        {10, 17, 64, cuntt::kDefaultModulus, false},
+        {10, 3, 64, cuntt::kDefaultModulus, true},
+        {12, 17, 64, cuntt::kDefaultModulus, false},
+        {12, 17, 32, kModulus30, false},
+    }};
+    for (std::size_t case_index = 0; case_index < kResidentRadix4Cases.size(); ++case_index) {
+        const auto& test_case = kResidentRadix4Cases[case_index];
+        const auto radix4_input = make_input((1ULL << test_case.log_n) * test_case.batch,
+                                             test_case.modulus, 0x7500 + case_index);
+        const auto radix4_expected = reference_batch(radix4_input, test_case.log_n, test_case.batch,
+                                                     test_case.modulus, test_case.inverse);
+        cuntt::PlanConfig config;
+        config.log_n = test_case.log_n;
+        config.batch = test_case.batch;
+        config.word_bits = test_case.word_bits;
+        config.modulus = test_case.modulus;
+        config.inverse = test_case.inverse;
+        config.backend = cuntt::Backend::HybridDataflow;
+        config.compute_unit = cuntt::ComputeUnit::Radix4;
+        cuntt::Plan plan(config);
+        if (plan.config().threads_per_block != 256 || plan.workspace_size() != 0) {
+            throw std::runtime_error("HybridDataflow resident radix-4 launch contract is incorrect");
+        }
+        std::vector<std::uint64_t> output;
+        plan.execute(radix4_input, output, 0, 1);
+        require_equal(radix4_expected, output, "hybrid-dataflow resident radix4");
+    }
+    std::cout << "PASS HybridDataflow resident radix-4 physical core\n";
+}
+
+void test_hierarchical_dataflow_backend() {
+    constexpr std::uint64_t kModulus30 = 1073479681ULL;
+    struct Case {
+        std::uint32_t log_n;
+        std::size_t batch;
+        std::uint32_t word_bits;
+        std::uint64_t modulus;
+        bool inverse;
+        std::uint32_t n1_log;
+        std::uint32_t rows;
+        std::uint32_t data_time;
+    };
+    constexpr std::array<Case, 4> kCases = {{
+        {12, 1, 64, cuntt::kDefaultModulus, false, 6, 4, 1},
+        {13, 3, 32, kModulus30, true, 6, 2, 2},
+        {14, 5, 64, cuntt::kDefaultModulus, true, 7, 1, 4},
+        {16, 2, 64, cuntt::kDefaultModulus, false, 6, 4, 8},
+    }};
+    for (std::size_t case_index = 0; case_index < kCases.size(); ++case_index) {
+        const auto& test_case = kCases[case_index];
+        const auto input = make_input((1ULL << test_case.log_n) * test_case.batch,
+                                      test_case.modulus, 0x7600 + case_index);
+        const auto expected = reference_batch(input, test_case.log_n, test_case.batch,
+                                              test_case.modulus, test_case.inverse);
+        cuntt::PlanConfig config;
+        config.log_n = test_case.log_n;
+        config.batch = test_case.batch;
+        config.word_bits = test_case.word_bits;
+        config.modulus = test_case.modulus;
+        config.inverse = test_case.inverse;
+        config.backend = cuntt::Backend::HierarchicalBarrier;
+        config.n1_log = test_case.n1_log;
+        config.rows_per_block = test_case.rows;
+        config.data_time = test_case.data_time;
+        cuntt::Plan plan(config);
+        if (plan.config().compute_unit != cuntt::ComputeUnit::Radix4 ||
+            plan.workspace_size() != input.size() * (test_case.word_bits / 8) ||
+            plan.config().target_ctas_per_sm == 0) {
+            throw std::runtime_error("HierarchicalDataflow plan resource contract is incorrect");
+        }
+        std::vector<std::uint64_t> output;
+        plan.execute(input, output, 0, 1);
+        require_equal(expected, output, "hierarchical-dataflow cooperative graph");
+    }
+    {
+        constexpr std::size_t n = 1ULL << 20;
+        std::vector<std::uint64_t> input(n, 0);
+        input[0] = 1;
+        cuntt::PlanConfig config;
+        config.log_n = 20;
+        config.word_bits = 32;
+        config.modulus = 998244353;
+        config.backend = cuntt::Backend::HierarchicalBarrier;
+        config.n1_log = 10;
+        config.rows_per_block = 4;
+        config.hierarchical_core = cuntt::HierarchicalCore::Hybrid2DRadix4;
+        cuntt::Plan plan(config);
+        std::vector<std::uint64_t> output;
+        plan.execute(input, output, 0, 1);
+        if (!std::all_of(output.begin(), output.end(), [](std::uint64_t value) { return value == 1; })) {
+            throw std::runtime_error("hierarchical Hybrid2D radix-4 core produced an incorrect delta transform");
+        }
+    }
+    std::cout << "PASS HierarchicalDataflow cooperative multi-CTA graph\n";
+}
+
+void test_true_hierarchical_streaming_backend() {
+    constexpr std::uint64_t kModulus30 = 1073479681ULL;
+    struct Case {
+        std::uint32_t log_n;
+        std::size_t batch;
+        std::uint32_t word_bits;
+        std::uint64_t modulus;
+        bool inverse;
+        std::vector<std::uint32_t> partition;
+    };
+    const std::array<Case, 7> cases = {{
+        {12, 2, 64, cuntt::kDefaultModulus, false, {}},
+        {13, 3, 32, kModulus30, true, {7, 6}},
+        {15, 2, 64, cuntt::kDefaultModulus, false, {5, 5, 5}},
+        {12, 2, 32, kModulus30, false, {3, 3, 3, 3}},
+        {12, 2, 64, cuntt::kDefaultModulus, true, {2, 2, 2, 3, 3}},
+        {12, 2, 32, kModulus30, false, {2, 2, 2, 2, 2, 2}},
+        {16, 1, 32, kModulus30, false, {2, 2, 2, 2, 2, 2, 2, 2}},
+    }};
+    for (std::size_t case_index = 0; case_index < cases.size(); ++case_index) {
+        const auto& test_case = cases[case_index];
+        const auto input = make_input((1ULL << test_case.log_n) * test_case.batch,
+                                      test_case.modulus, 0x7a00 + case_index);
+        const auto expected = reference_batch(input, test_case.log_n, test_case.batch,
+                                              test_case.modulus, test_case.inverse);
+        cuntt::PlanConfig config;
+        config.log_n = test_case.log_n;
+        config.batch = test_case.batch;
+        config.word_bits = test_case.word_bits;
+        config.modulus = test_case.modulus;
+        config.inverse = test_case.inverse;
+        config.backend = cuntt::Backend::HierarchicalDataflow;
+        config.stage_partition = test_case.partition;
+        cuntt::Plan plan(config);
+        if (plan.config().stage_partition.size() < 2 || plan.workspace_size() <= plan.data_size()) {
+            throw std::runtime_error("true HierarchicalDataflow descriptor/workspace contract is incorrect");
+        }
+        std::vector<std::uint64_t> output;
+        plan.execute(input, output, 0, 1);
+        require_equal(expected, output, "hierarchical-dataflow readiness stream");
+        const auto trace = plan.pipeline_trace();
+        if (trace.size() != plan.config().stage_partition.size()) {
+            throw std::runtime_error("true HierarchicalDataflow trace shape is incorrect");
+        }
+        for (std::size_t segment = 1; segment < trace.size(); ++segment) {
+            if (trace[segment].start_globaltimer == 0 ||
+                trace[segment].end_globaltimer <= trace[segment].start_globaltimer) {
+                throw std::runtime_error("HierarchicalDataflow subgraph trace is invalid");
+            }
+            if (trace.size() >= 3 &&
+                trace[segment].start_globaltimer >= trace[segment - 1].end_globaltimer) {
+                throw std::runtime_error("adjacent HierarchicalDataflow subgraphs did not overlap");
+            }
+        }
+    }
+    for (const auto core : {cuntt::NttSubgraphCore::Radix2,
+                            cuntt::NttSubgraphCore::Radix4,
+                            cuntt::NttSubgraphCore::Radix8,
+                            cuntt::NttSubgraphCore::DataflowRadix4}) {
+        std::vector<std::uint64_t> input(1ULL << 12, 0);
+        input[0] = 1;
+        cuntt::PlanConfig config;
+        config.log_n = 12;
+        config.backend = cuntt::Backend::HierarchicalDataflow;
+        config.stage_partition = {6, 6};
+        config.subgraph_mappings.resize(2);
+        for (auto& mapping : config.subgraph_mappings) mapping.core = core;
+        cuntt::Plan plan(config);
+        std::vector<std::uint64_t> output;
+        plan.execute(input, output, 0, 1);
+        if (!std::all_of(output.begin(), output.end(), [](std::uint64_t value) { return value == 1; })) {
+            throw std::runtime_error("true HierarchicalDataflow physical core failed delta verification");
+        }
+    }
+    {
+        constexpr std::uint32_t log_n = 12;
+        constexpr std::size_t batch = 2;
+        const auto input = make_input((1ULL << log_n) * batch,
+                                      cuntt::kDefaultModulus, 0x4d344732);
+        const auto expected = reference_batch(input, log_n, batch,
+                                              cuntt::kDefaultModulus, false);
+        cuntt::PlanConfig config;
+        config.log_n = log_n;
+        config.batch = batch;
+        config.backend = cuntt::Backend::HierarchicalDataflow;
+        config.stage_partition = {3, 3, 3, 3};
+        config.boundary_mappings = {
+            {cuntt::BoundaryStorage::ResidentFused, 1},
+            {cuntt::BoundaryStorage::FullScratch, 1},
+            {cuntt::BoundaryStorage::ResidentFused, 1},
+        };
+        config.execution_group_mappings.resize(2);
+        config.execution_group_mappings[0].core =
+            cuntt::NttSubgraphCore::Radix2;
+        config.execution_group_mappings[1].core =
+            cuntt::NttSubgraphCore::Radix4;
+        for (auto& mapping : config.execution_group_mappings) {
+            mapping.cta_weight = 6;
+        }
+        cuntt::Plan plan(config);
+        if (plan.config().stage_partition !=
+                std::vector<std::uint32_t>{3, 3, 3, 3} ||
+            plan.config().execution_group_mappings.size() != 2 ||
+            plan.config().execution_group_mappings[0].core !=
+                cuntt::NttSubgraphCore::Radix2 ||
+            plan.config().execution_group_mappings[1].core !=
+                cuntt::NttSubgraphCore::Radix4 ||
+            plan.selection().implementation.find("resident-fused-m4-g2") ==
+                std::string::npos) {
+            throw std::runtime_error(
+                "resident lowering did not preserve logical M or expose physical G");
+        }
+        if (plan.workspace_size() >= 2 * input.size() * sizeof(std::uint64_t)) {
+            throw std::runtime_error(
+                "resident lowering materialized a fused logical boundary");
+        }
+        std::vector<std::uint64_t> output;
+        plan.execute(input, output, 0, 1);
+        require_equal(expected, output, "resident-fused M4/G2 lowering");
+        if (plan.pipeline_trace().size() != 2) {
+            throw std::runtime_error(
+                "resident-fused trace must report physical execution groups");
+        }
+    }
+    {
+        constexpr std::uint32_t log_n = 12;
+        constexpr std::size_t batch = 2;
+        const auto input = make_input((1ULL << log_n) * batch,
+                                      cuntt::kDefaultModulus, 0x7a77);
+        const auto expected = reference_batch(input, log_n, batch,
+                                              cuntt::kDefaultModulus, false);
+        cuntt::PlanConfig config;
+        config.log_n = log_n;
+        config.batch = batch;
+        config.backend = cuntt::Backend::HierarchicalDataflow;
+        config.stage_partition = {8, 4};
+        config.subgraph_mappings.resize(2);
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::ApptPipeline;
+            mapping.data_space = 16;
+            mapping.data_time = 4;
+            mapping.role_stages = 1;
+            mapping.token_interleave = 1;
+        }
+        config.target_ctas_per_sm = 1;
+        cuntt::Plan plan(config);
+        if (plan.selection().implementation != "hierarchical-dataflow-appt-pipeline" ||
+            plan.config().subgraph_mappings.front().units_per_cta != 8 ||
+            plan.config().boundary_mappings.front().storage != cuntt::BoundaryStorage::Ring ||
+            plan.workspace_size() < plan.data_size() ||
+            plan.workspace_size() > plan.data_size() + 64) {
+            throw std::runtime_error("APPT pipeline mapping contract is incorrect");
+        }
+        std::vector<std::uint64_t> output;
+        plan.execute(input, output, 0, 1);
+        require_equal(expected, output, "APPT four-axis pipeline");
+        const auto trace = plan.pipeline_trace();
+        if (trace.size() != 2 || trace[0].start_globaltimer == 0 ||
+            trace[0].end_globaltimer <= trace[0].start_globaltimer ||
+            trace[1].start_globaltimer < trace[0].end_globaltimer) {
+            throw std::runtime_error("APPT stage-time fold trace is invalid");
+        }
+
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.units_per_cta = 8;
+            mapping.role_stages = 2;
+            mapping.token_interleave = 2;
+        }
+        cuntt::Plan replicated_plan(config);
+        if (replicated_plan.config().subgraph_mappings.front().units_per_cta != 8 ||
+            replicated_plan.config().subgraph_mappings.front().role_stages != 2 ||
+            replicated_plan.config().subgraph_mappings.front().token_interleave != 2) {
+            throw std::runtime_error("APPT replicated pipeline mapping contract is incorrect");
+        }
+        replicated_plan.execute(input, output, 0, 1);
+        require_equal(expected, output, "APPT replicated grouped-token pipeline");
+    }
+    {
+        constexpr std::uint32_t log_n = 12;
+        constexpr std::size_t batch = 5;
+        const auto input = make_input((1ULL << log_n) * batch, cuntt::kDefaultModulus, 0x7b00);
+        const auto expected = reference_batch(input, log_n, batch, cuntt::kDefaultModulus, false);
+        cuntt::PlanConfig config;
+        config.log_n = log_n;
+        config.batch = batch;
+        config.backend = cuntt::Backend::HierarchicalDataflow;
+        config.stage_partition = {6, 6};
+        config.boundary_mappings = {{cuntt::BoundaryStorage::Ring, 2}};
+        cuntt::Plan plan(config);
+        if (plan.workspace_size() >= input.size() * sizeof(std::uint64_t)) {
+            throw std::runtime_error("ring boundary did not bound the streaming workspace");
+        }
+        std::vector<std::uint64_t> output;
+        plan.execute(input, output, 0, 1);
+        require_equal(expected, output, "hierarchical-dataflow bounded ring");
+    }
+    {
+        constexpr std::uint32_t log_n = 20;
+        constexpr std::size_t batch = 2;
+        std::vector<std::uint64_t> input((1ULL << log_n) * batch, 0);
+        for (std::size_t transform = 0; transform < batch; ++transform) {
+            input[transform << log_n] = 1;
+        }
+        cuntt::PlanConfig config;
+        config.log_n = log_n;
+        config.batch = batch;
+        config.modulus = 576460756061519873ULL;
+        config.backend = cuntt::Backend::HierarchicalDataflow;
+        cuntt::Plan plan(config);
+        if (plan.config().stage_partition != std::vector<std::uint32_t>{10, 10}) {
+            throw std::runtime_error("V100 logN=20 did not select the generated 10+10 stream");
+        }
+        if (plan.config().subgraph_mappings[0].cta_weight != 9 ||
+            plan.config().subgraph_mappings[1].cta_weight != 11) {
+            throw std::runtime_error("V100 logN=20 did not select the measured 9:11 role balance");
+        }
+        std::vector<std::uint64_t> output;
+        plan.execute(input, output, 0, 1);
+        if (!std::all_of(output.begin(), output.end(),
+                         [](std::uint64_t value) { return value == 1; })) {
+            throw std::runtime_error("specialized 10+10 streaming core failed delta verification");
+        }
+    }
+    {
+        constexpr std::uint32_t log_n = 20;
+        constexpr std::size_t batch = 3;
+        std::vector<std::uint64_t> input((1ULL << log_n) * batch, 0);
+        for (std::size_t transform = 0; transform < batch; ++transform) {
+            input[transform << log_n] = 1;
+        }
+        cuntt::PlanConfig config;
+        config.log_n = log_n;
+        config.batch = batch;
+        config.word_bits = 32;
+        config.modulus = 998244353ULL;
+        config.backend = cuntt::Backend::HierarchicalDataflow;
+        config.stage_partition = {10, 10};
+        config.subgraph_mappings.resize(2);
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::HomogeneousRadix4;
+            mapping.threads_per_block = 256;
+            mapping.units_per_cta = 4;
+        }
+        config.subgraph_mappings[0].data_time = 2;
+        config.subgraph_mappings[1].data_time = 3;
+        config.subgraph_mappings[0].cta_weight = 9;
+        config.subgraph_mappings[1].cta_weight = 11;
+        config.boundary_mappings = {{cuntt::BoundaryStorage::FullScratch, 1}};
+        cuntt::Plan plan(config);
+        if (plan.selection().implementation !=
+            "hierarchical-dataflow-homogeneous-radix4-10x10") {
+            throw std::runtime_error(
+                "10+10 homogeneous template did not select its generated kernel");
+        }
+        std::vector<std::uint64_t> output;
+        plan.execute(input, output, 0, 1);
+        if (!std::all_of(output.begin(), output.end(),
+                         [](std::uint64_t value) { return value == 1; })) {
+            throw std::runtime_error(
+                "10+10 homogeneous role data-time traversal failed delta verification");
+        }
+
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::HomogeneousWarpRadix2;
+            mapping.units_per_cta = 8;
+        }
+        config.subgraph_mappings[0].data_time = 2;
+        config.subgraph_mappings[1].data_time = 1;
+        cuntt::Plan warp_plan(config);
+        if (warp_plan.selection().implementation !=
+            "hierarchical-dataflow-homogeneous-warp-radix2-10x10") {
+            throw std::runtime_error(
+                "10+10 warp template did not select its generated kernel");
+        }
+        warp_plan.execute(input, output, 0, 1);
+        if (!std::all_of(output.begin(), output.end(),
+                         [](std::uint64_t value) { return value == 1; })) {
+            throw std::runtime_error(
+                "10+10 warp-register subgraphs failed delta verification");
+        }
+
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::HomogeneousWarp256Radix2;
+        }
+        cuntt::Plan warp256_plan(config);
+        if (warp256_plan.selection().implementation !=
+            "hierarchical-dataflow-homogeneous-warp256-radix2-10x10") {
+            throw std::runtime_error(
+                "10+10 warp256 template did not select its generated kernel");
+        }
+        warp256_plan.execute(input, output, 0, 1);
+        if (!std::all_of(output.begin(), output.end(),
+                         [](std::uint64_t value) { return value == 1; })) {
+            throw std::runtime_error(
+                "10+10 warp256 subgraphs failed delta verification");
+        }
+
+        for (std::size_t index = 0; index < input.size(); ++index) {
+            input[index] = (index * 48271ULL + 17ULL) % config.modulus;
+        }
+        auto reference_config = config;
+        for (auto& mapping : reference_config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::DataflowRadix4;
+            mapping.units_per_cta = 4;
+            mapping.data_time = 1;
+        }
+        cuntt::Plan reference_plan(reference_config);
+        std::vector<std::uint64_t> reference_output;
+        reference_plan.execute(input, reference_output, 0, 1);
+        warp_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 warp-register subgraphs disagree with v0.6");
+        }
+        warp256_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 warp256 subgraphs disagree with v0.6");
+        }
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core =
+                cuntt::NttSubgraphCore::HomogeneousWarp256StaticRadix2;
+        }
+        cuntt::Plan warp256_static_plan(config);
+        warp256_static_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 static-writer warp256 subgraphs disagree with v0.6");
+        }
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core =
+                cuntt::NttSubgraphCore::HomogeneousWarp256StaticIoRadix2;
+        }
+        cuntt::Plan warp256_static_io_plan(config);
+        warp256_static_io_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 static-IO warp256 subgraphs disagree with v0.6");
+        }
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.data_space = 4;
+            mapping.threads_per_block = 128;
+            mapping.units_per_cta = 4;
+        }
+        config.target_ctas_per_sm = 3;
+        cuntt::Plan warp256_half_packet_plan(config);
+        warp256_half_packet_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 half-packet warp256 subgraphs disagree with v0.6");
+        }
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::
+                HomogeneousWarp256CoefficientReuseStaticIoRadix2;
+        }
+        cuntt::Plan warp256_coefficient_reuse_plan(config);
+        warp256_coefficient_reuse_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 coefficient-reuse warp256 disagrees with v0.6");
+        }
+        for (const std::uint32_t reuse_stages : {1U, 2U, 3U, 4U, 5U, 6U}) {
+            for (auto& mapping : config.subgraph_mappings) {
+                mapping.coefficient_reuse_stages = reuse_stages;
+            }
+            cuntt::Plan warp256_partial_reuse_plan(config);
+            warp256_partial_reuse_plan.execute(input, output, 0, 1);
+            if (output != reference_output) {
+                throw std::runtime_error(
+                    "10+10 partial coefficient-reuse warp256 disagrees with v0.6");
+            }
+        }
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.coefficient_reuse_stages = 0;
+        }
+        for (const auto core : {
+                 cuntt::NttSubgraphCore::HomogeneousWarp128StaticIoRadix2,
+                 cuntt::NttSubgraphCore::HomogeneousWarp64StaticIoRadix2}) {
+            for (auto& mapping : config.subgraph_mappings) {
+                mapping.core = core;
+            }
+            cuntt::Plan small_warp_plan(config);
+            small_warp_plan.execute(input, output, 0, 1);
+            if (output != reference_output) {
+                throw std::runtime_error(
+                    "10+10 small-warp static-IO subgraphs disagree with v0.6");
+            }
+        }
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core =
+                cuntt::NttSubgraphCore::HomogeneousWarp128StaticIoRadix2;
+            mapping.threads_per_block = 256;
+            mapping.units_per_cta = 8;
+        }
+        config.target_ctas_per_sm = 2;
+        cuntt::Plan dual_warp128_plan(config);
+        dual_warp128_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 dual warp128 groups disagree with v0.6");
+        }
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::
+                HomogeneousWarp128CoefficientReuseStaticIoRadix2;
+        }
+        cuntt::Plan dual_warp128_coefficient_reuse_plan(config);
+        dual_warp128_coefficient_reuse_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 dual warp128 coefficient reuse disagrees with v0.6");
+        }
+        for (const std::uint32_t reuse_stages : {1U, 2U, 3U, 4U, 5U, 6U}) {
+            for (auto& mapping : config.subgraph_mappings) {
+                mapping.coefficient_reuse_stages = reuse_stages;
+            }
+            cuntt::Plan dual_warp128_partial_reuse_plan(config);
+            dual_warp128_partial_reuse_plan.execute(input, output, 0, 1);
+            if (output != reference_output) {
+                throw std::runtime_error(
+                    "10+10 partial coefficient-reuse dual warp128 disagrees with v0.6");
+            }
+        }
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.coefficient_reuse_stages = 0;
+            mapping.core = cuntt::NttSubgraphCore::
+                HomogeneousWarp128VectorRadix4StaticIo;
+        }
+        cuntt::Plan dual_warp128_vector_radix4_plan(config);
+        if (dual_warp128_vector_radix4_plan.selection().implementation !=
+            "hierarchical-dataflow-homogeneous-warp128-vector-radix4-static-io-10x10") {
+            throw std::runtime_error(
+                "10+10 vector-radix4 dual warp128 selection is incorrect");
+        }
+        dual_warp128_vector_radix4_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 vector-radix4 dual warp128 disagrees with v0.6");
+        }
+        for (const std::uint32_t reuse_stages : {3U, 4U, 5U, 6U, 7U}) {
+            for (auto& mapping : config.subgraph_mappings) {
+                mapping.coefficient_reuse_stages = reuse_stages;
+            }
+            cuntt::Plan vector_radix4_reuse_plan(config);
+            if (vector_radix4_reuse_plan.selection().implementation !=
+                "hierarchical-dataflow-homogeneous-warp128-vector-radix4-static-io-10x10") {
+                throw std::runtime_error(
+                    "10+10 vector-radix4 coefficient reuse did not select the specialized kernel");
+            }
+            vector_radix4_reuse_plan.execute(input, output, 0, 1);
+            if (output != reference_output) {
+                throw std::runtime_error(
+                    "10+10 vector-radix4 coefficient reuse disagrees with v0.6");
+            }
+        }
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::
+                HomogeneousWarp128VectorRadix4PackedStage6StaticIo;
+            mapping.coefficient_reuse_stages = 6;
+        }
+        cuntt::Plan packed_stage6_plan(config);
+        if (packed_stage6_plan.selection().implementation !=
+            "hierarchical-dataflow-homogeneous-warp128-vector-radix4-packed-stage6-static-io-10x10") {
+            throw std::runtime_error(
+                "10+10 packed-stage6 vector-radix4 selection is incorrect");
+        }
+        packed_stage6_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 packed-stage6 vector-radix4 disagrees with v0.6");
+        }
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::
+                HomogeneousWarp128VectorRadix4PackedStage6DistributedStaticIo;
+        }
+        cuntt::Plan packed_stage6_distributed_plan(config);
+        if (packed_stage6_distributed_plan.selection().implementation !=
+            "hierarchical-dataflow-homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io-10x10") {
+            throw std::runtime_error(
+                "10+10 distributed packed-stage6 selection is incorrect");
+        }
+        packed_stage6_distributed_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 distributed packed-stage6 disagrees with v0.6");
+        }
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.coefficient_reuse_stages = 0;
+            mapping.core = cuntt::NttSubgraphCore::
+                HomogeneousWarp128PacketSharedRadix4StaticIo;
+            mapping.threads_per_block = 128;
+            mapping.units_per_cta = 4;
+            mapping.token_interleave = 0;
+        }
+        config.target_ctas_per_sm = 4;
+        cuntt::Plan packet_shared_radix4_plan(config);
+        if (packet_shared_radix4_plan.selection().implementation !=
+            "hierarchical-dataflow-homogeneous-warp128-packet-shared-radix4-static-io-10x10") {
+            throw std::runtime_error(
+                "10+10 packet-shared radix-4 selection is incorrect");
+        }
+        packet_shared_radix4_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 packet-shared radix-4 disagrees with v0.6");
+        }
+        config.subgraph_mappings[1].token_interleave = 16;
+        cuntt::Plan packet_streaming_radix4_plan(config);
+        for (std::uint32_t repetition = 0; repetition < 3; ++repetition) {
+            packet_streaming_radix4_plan.execute(input, output, 0, 1);
+            if (output != reference_output) {
+                throw std::runtime_error(
+                    "10+10 packet-streaming radix-4 disagrees with v0.6 on repetition " +
+                    std::to_string(repetition));
+            }
+        }
+        for (const std::uint32_t ready_window : {1U, 2U, 4U, 8U, 16U}) {
+            config.ready_window = ready_window;
+            cuntt::Plan polling_plan(config);
+            polling_plan.execute(input, output, 0, 1);
+            if (output != reference_output) {
+                throw std::runtime_error(
+                    "packet-streaming radix-4 polling window disagrees with v0.6");
+            }
+        }
+        config.ready_window = 2;
+        config.packet_readiness_mode =
+            cuntt::PacketReadinessMode::WaveBitmap;
+        cuntt::Plan bitmap_readiness_plan(config);
+        for (std::uint32_t repetition = 0; repetition < 3; ++repetition) {
+            bitmap_readiness_plan.execute(input, output, 0, 1);
+            if (output != reference_output) {
+                throw std::runtime_error(
+                    "packet-streaming wave-bitmap readiness disagrees with v0.6");
+            }
+        }
+        config.packet_compute_layout =
+            cuntt::PacketComputeLayout::WarpRows;
+        cuntt::Plan bitmap_warp_rows_plan(config);
+        bitmap_warp_rows_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "packet-streaming bitmap warp-row layout disagrees with v0.6");
+        }
+        config.packet_fold_wave_barriers = true;
+        cuntt::Plan folded_bitmap_warp_rows_plan(config);
+        for (std::uint32_t repetition = 0; repetition < 3; ++repetition) {
+            folded_bitmap_warp_rows_plan.execute(input, output, 0, 1);
+            if (output != reference_output) {
+                throw std::runtime_error(
+                    "folded packet wave barriers disagree with v0.6");
+            }
+        }
+        config.packet_fold_wave_barriers = false;
+        config.packet_readiness_mode =
+            cuntt::PacketReadinessMode::PerPacket;
+        cuntt::Plan packet_warp_rows_plan(config);
+        packet_warp_rows_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "packet-streaming per-packet warp-row layout disagrees with v0.6");
+        }
+        config.packet_compute_layout =
+            cuntt::PacketComputeLayout::InterleavedRows;
+        config.ready_window = 3;
+        try {
+            cuntt::Plan invalid_polling_window(config);
+            throw std::runtime_error(
+                "packet-streaming radix-4 accepted an unsupported polling window");
+        } catch (const std::invalid_argument&) {
+        }
+        config.ready_window = 0;
+        config.packet_readiness_mode =
+            cuntt::PacketReadinessMode::WaveBitmap;
+        config.subgraph_mappings[1].token_interleave = 0;
+        try {
+            cuntt::Plan invalid_bitmap_aggregate(config);
+            throw std::runtime_error(
+                "wave-bitmap readiness accepted an aggregate packet schedule");
+        } catch (const std::invalid_argument&) {
+        }
+        config.packet_readiness_mode =
+            cuntt::PacketReadinessMode::PerPacket;
+        config.packet_compute_layout =
+            cuntt::PacketComputeLayout::WarpRows;
+        try {
+            cuntt::Plan invalid_warp_rows_aggregate(config);
+            throw std::runtime_error(
+                "warp-row packet layout accepted an aggregate packet schedule");
+        } catch (const std::invalid_argument&) {
+        }
+        config.packet_compute_layout =
+            cuntt::PacketComputeLayout::InterleavedRows;
+        config.packet_fold_wave_barriers = true;
+        try {
+            cuntt::Plan invalid_folded_aggregate(config);
+            throw std::runtime_error(
+                "folded packet barriers accepted an aggregate packet schedule");
+        } catch (const std::invalid_argument&) {
+        }
+        config.packet_fold_wave_barriers = false;
+        config.subgraph_mappings[1].token_interleave = 32;
+        try {
+            cuntt::Plan invalid_packet_wave(config);
+            throw std::runtime_error(
+                "packet-streaming radix-4 accepted a wave wider than its staging tile");
+        } catch (const std::invalid_argument&) {
+        }
+        config.subgraph_mappings[1].token_interleave = 0;
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.threads_per_block = 128;
+            mapping.units_per_cta = 4;
+        }
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::
+                HomogeneousWarp128PipelineStaticIoRadix2;
+        }
+        config.pipeline_buffers = 1;
+        config.target_ctas_per_sm = 4;
+        cuntt::Plan pipeline_plan(config);
+        pipeline_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 prefix/merge warp pipeline disagrees with v0.6");
+        }
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::
+                HomogeneousWarp128CooperativeStaticIoRadix2;
+        }
+        config.target_ctas_per_sm = 4;
+        cuntt::Plan cooperative_plan(config);
+        cooperative_plan.execute(input, output, 0, 1);
+        if (output != reference_output) {
+            throw std::runtime_error(
+                "10+10 cooperative continuation disagrees with v0.6");
+        }
+    }
+    {
+        constexpr std::uint32_t log_n = 20;
+        cuntt::PlanConfig config;
+        config.log_n = log_n;
+        config.word_bits = 64;
+        config.modulus = 576460756061519873ULL;
+        config.backend = cuntt::Backend::HierarchicalDataflow;
+        config.stage_partition = {10, 10};
+        config.target_ctas_per_sm = 3;
+        config.subgraph_mappings.resize(2);
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core =
+                cuntt::NttSubgraphCore::HomogeneousWarp256StaticIoRadix2;
+            mapping.threads_per_block = 128;
+            mapping.units_per_cta = 4;
+            mapping.data_space = 2;
+            mapping.data_time = 1;
+        }
+        config.subgraph_mappings[0].cta_weight = 9;
+        config.subgraph_mappings[1].cta_weight = 11;
+        config.boundary_mappings = {{cuntt::BoundaryStorage::FullScratch, 1}};
+
+        auto reference_config = config;
+        reference_config.target_ctas_per_sm = 2;
+        for (auto& mapping : reference_config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::DataflowRadix4;
+            mapping.data_space = 0;
+        }
+        const auto input = make_input(1ULL << log_n, config.modulus,
+                                      0x48414c465041434bULL);
+        std::vector<std::uint64_t> expected;
+        std::vector<std::uint64_t> output;
+        cuntt::Plan(reference_config).execute(input, expected, 0, 1);
+        cuntt::Plan(config).execute(input, output, 0, 1);
+        require_equal(expected, output,
+                      "uint64 10+10 half-packet static IO");
+    }
+    for (const auto word_bits : {32U, 64U}) {
+        constexpr std::uint32_t log_n = 20;
+        std::vector<std::uint64_t> input(1ULL << log_n, 0);
+        input[0] = 1;
+        cuntt::PlanConfig config;
+        config.log_n = log_n;
+        config.word_bits = word_bits;
+        config.modulus = word_bits == 32 ? 998244353ULL : 576460756061519873ULL;
+        config.backend = cuntt::Backend::HierarchicalDataflow;
+        config.stage_partition = {7, 7, 6};
+        config.target_ctas_per_sm = 1;
+        cuntt::Plan plan(config);
+        if (plan.selection().implementation !=
+            "hierarchical-dataflow-wave-7x7x6-resident-radix4") {
+            throw std::runtime_error("V100 7+7+6 did not select the resident wave kernel");
+        }
+        std::vector<std::uint64_t> output;
+        plan.execute(input, output, 0, 1);
+        if (!std::all_of(output.begin(), output.end(),
+                         [](std::uint64_t value) { return value == 1; })) {
+            throw std::runtime_error("specialized 7+7+6 streaming core failed delta verification");
+        }
+        const auto trace = plan.pipeline_trace();
+        if (trace.size() != 3 ||
+            trace[1].start_globaltimer >= trace[0].end_globaltimer) {
+            throw std::runtime_error("specialized 7+7+6 did not expose an intra-transform wave");
+        }
+    }
+    {
+        constexpr std::uint32_t log_n = 20;
+        const std::vector<std::vector<std::uint32_t>> partitions = {
+            {6, 7, 7}, {7, 6, 7}, {7, 7, 6},
+            {6, 6, 8}, {6, 8, 6}, {8, 6, 6}};
+        cuntt::PlanConfig reference_config;
+        reference_config.log_n = log_n;
+        reference_config.word_bits = 32;
+        reference_config.modulus = 998244353ULL;
+        reference_config.backend = cuntt::Backend::HierarchicalDataflow;
+        reference_config.stage_partition = {10, 10};
+        reference_config.target_ctas_per_sm = 4;
+        const auto input = make_input(1ULL << log_n, reference_config.modulus,
+                                      0x54485245454c564cULL);
+        std::vector<std::uint64_t> expected;
+        cuntt::Plan(reference_config).execute(input, expected, 0, 1);
+        for (const auto& partition : partitions) {
+            auto config = reference_config;
+            config.stage_partition = partition;
+            config.target_ctas_per_sm = 2;
+            cuntt::Plan plan(config);
+            if (plan.selection().implementation.find(
+                    "three-level-resident-radix4") == std::string::npos &&
+                partition != std::vector<std::uint32_t>{7, 7, 6}) {
+                throw std::runtime_error(
+                    "three-level partition did not select its resident kernel");
+            }
+            std::vector<std::uint64_t> output;
+            plan.execute(input, output, 0, 1);
+            require_equal(expected, output,
+                          "parameterized three-level resident partition");
+        }
+        auto packet_config = reference_config;
+        packet_config.stage_partition = {6, 6, 8};
+        packet_config.target_ctas_per_sm = 4;
+        packet_config.subgraph_mappings.resize(3);
+        for (auto& mapping : packet_config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::DataflowRadix4;
+            mapping.threads_per_block = 128;
+            mapping.units_per_cta = 4;
+            mapping.data_time = 1;
+        }
+        packet_config.subgraph_mappings[0].cta_weight = 4;
+        packet_config.subgraph_mappings[1].cta_weight = 4;
+        packet_config.subgraph_mappings[2].cta_weight = 12;
+        std::vector<std::uint64_t> packet_output;
+        cuntt::Plan(packet_config).execute(input, packet_output, 0, 1);
+        require_equal(expected, packet_output,
+                      "three-level 128-thread four-row packet");
+    }
+    {
+        constexpr std::uint32_t log_n = 20;
+        std::vector<std::uint64_t> input(1ULL << log_n, 0);
+        input[0] = 1;
+        cuntt::PlanConfig config;
+        config.log_n = log_n;
+        config.word_bits = 32;
+        config.modulus = 998244353ULL;
+        config.backend = cuntt::Backend::HierarchicalDataflow;
+        config.stage_partition = {7, 7, 6};
+        config.target_ctas_per_sm = 3;
+        config.subgraph_mappings.resize(3);
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::ApptOnline;
+            mapping.units_per_cta = 8;
+            mapping.data_space = 16;
+            mapping.data_time = 4;
+            mapping.role_stages = 2;
+            mapping.token_interleave = 2;
+        }
+        config.subgraph_mappings[0].cta_weight = 6;
+        config.subgraph_mappings[1].cta_weight = 6;
+        config.subgraph_mappings[2].cta_weight = 8;
+        config.boundary_mappings = {
+            {cuntt::BoundaryStorage::Ring, 2},
+            {cuntt::BoundaryStorage::Ring, 2},
+        };
+        cuntt::Plan plan(config);
+        if (plan.selection().implementation !=
+                "hierarchical-dataflow-appt-online-warp-radix2" ||
+            plan.workspace_size() <= 2 * plan.data_size()) {
+            throw std::runtime_error("APPT online-fold mapping contract is incorrect");
+        }
+        std::vector<std::uint64_t> output;
+        plan.execute(input, output, 0, 1);
+        if (!std::all_of(output.begin(), output.end(),
+                         [](std::uint64_t value) { return value == 1; })) {
+            throw std::runtime_error("APPT online-fold core failed delta verification");
+        }
+        const auto trace = plan.pipeline_trace();
+        if (trace.size() != 3 ||
+            trace[0].start_globaltimer == 0 ||
+            trace[0].end_globaltimer <= trace[0].start_globaltimer ||
+            trace[1].start_globaltimer == 0 ||
+            trace[1].end_globaltimer <= trace[1].start_globaltimer ||
+            trace[2].start_globaltimer == 0 ||
+            trace[2].end_globaltimer <= trace[2].start_globaltimer) {
+            throw std::runtime_error("APPT online-fold trace contract is invalid");
+        }
+
+        config.profile_appt_roles = true;
+        cuntt::Plan profile_plan(config);
+        profile_plan.execute(input, output, 0, 1);
+        const auto role_metrics = profile_plan.pipeline_role_metrics();
+        if (role_metrics.size() != 3 || role_metrics[0].tasks != 64 ||
+            role_metrics[1].tasks != 64 || role_metrics[2].tasks != 128 ||
+            role_metrics[0].compute_globaltimer == 0 ||
+            role_metrics[1].boundary_globaltimer == 0 ||
+            role_metrics[2].compute_globaltimer == 0) {
+            throw std::runtime_error("APPT online per-role metrics are invalid");
+        }
+        config.profile_appt_roles = false;
+
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::ApptOnlineRadix4;
+            mapping.cta_weight = 0;
+        }
+        config.target_ctas_per_sm = 0;
+        cuntt::Plan radix4_plan(config);
+        if (radix4_plan.selection().implementation !=
+                "hierarchical-dataflow-appt-online-radix4" ||
+            radix4_plan.config().target_ctas_per_sm != 3 ||
+            radix4_plan.config().subgraph_mappings[0].cta_weight != 7 ||
+            radix4_plan.config().subgraph_mappings[1].cta_weight != 6 ||
+            radix4_plan.config().subgraph_mappings[2].cta_weight != 7) {
+            throw std::runtime_error(
+                "APPT radix-4 physical-core calibration is incorrect");
+        }
+        radix4_plan.execute(input, output, 0, 1);
+        if (!std::all_of(output.begin(), output.end(),
+                         [](std::uint64_t value) { return value == 1; })) {
+            throw std::runtime_error(
+                "APPT radix-4 physical core failed delta verification");
+        }
+        config.profile_appt_roles = true;
+        cuntt::Plan radix4_profile_plan(config);
+        radix4_profile_plan.execute(input, output, 0, 1);
+        const auto radix4_metrics = radix4_profile_plan.pipeline_role_metrics();
+        if (radix4_metrics.size() != 3 ||
+            radix4_metrics[0].compute_globaltimer == 0 ||
+            radix4_metrics[2].boundary_globaltimer == 0) {
+            throw std::runtime_error(
+                "APPT radix-4 per-role metrics are invalid");
+        }
+        config.profile_appt_roles = false;
+
+        for (const auto word_bits : {32U, 64U}) {
+            cuntt::PlanConfig register_config = config;
+            register_config.word_bits = word_bits;
+            register_config.modulus = word_bits == 32
+                                          ? 998244353ULL
+                                          : 576460756061519873ULL;
+            register_config.target_ctas_per_sm = 0;
+            for (auto& mapping : register_config.subgraph_mappings) {
+                mapping.core =
+                    cuntt::NttSubgraphCore::ApptOnlineRegisterTail;
+                mapping.cta_weight = 0;
+            }
+            cuntt::Plan register_plan(register_config);
+            const std::array<std::uint32_t, 3> expected_weights =
+                word_bits == 32
+                    ? std::array<std::uint32_t, 3>{8, 6, 6}
+                    : std::array<std::uint32_t, 3>{10, 5, 5};
+            if (register_plan.selection().implementation !=
+                    "hierarchical-dataflow-appt-online-register-tail" ||
+                register_plan.config().target_ctas_per_sm !=
+                    (word_bits == 32 ? 3U : 2U)) {
+                throw std::runtime_error(
+                    "APPT register-tail physical mapping is incorrect");
+            }
+            for (std::size_t segment = 0; segment < expected_weights.size();
+                 ++segment) {
+                if (register_plan.config().subgraph_mappings[segment].cta_weight !=
+                    expected_weights[segment]) {
+                    throw std::runtime_error(
+                        "APPT register-tail role calibration is incorrect");
+                }
+            }
+            register_plan.execute(input, output, 0, 1);
+            if (!std::all_of(output.begin(), output.end(),
+                             [](std::uint64_t value) { return value == 1; })) {
+                throw std::runtime_error(
+                    "APPT register-tail core failed delta verification");
+            }
+            const auto physical_input = make_input(
+                input.size(), register_config.modulus,
+                0x47524f55504544ULL + word_bits);
+            std::vector<std::uint64_t> physical_expected;
+            register_plan.execute(physical_input, physical_expected, 0, 1);
+
+            const std::array<cuntt::NttSubgraphCore, 8> experimental_cores = {
+                cuntt::NttSubgraphCore::ApptOnlineRegisterTailWarp,
+                cuntt::NttSubgraphCore::ApptOnlineRegisterTailColumnWarp,
+                cuntt::NttSubgraphCore::ApptOnlineRegisterTailRadix8,
+                cuntt::NttSubgraphCore::ApptOnlineRegisterTailGrouped,
+                cuntt::NttSubgraphCore::
+                    ApptOnlineRegisterTailGroupedWriterFinal,
+                cuntt::NttSubgraphCore::
+                    ApptOnlineRegisterTailGroupedWriterFinalDataTime,
+                cuntt::NttSubgraphCore::
+                    ApptOnlineRegisterTailGroupedWriterFinalResident,
+                cuntt::NttSubgraphCore::
+                    ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter,
+            };
+            const std::array<const char*, 8> expected_implementations = {
+                "hierarchical-dataflow-appt-online-register-tail-warp",
+                "hierarchical-dataflow-appt-online-register-tail-column-warp",
+                "hierarchical-dataflow-appt-online-register-tail-radix8",
+                "hierarchical-dataflow-appt-online-register-tail-grouped",
+                "hierarchical-dataflow-appt-online-register-tail-grouped-writer-final",
+                "hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-data-time",
+                "hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident",
+                "hierarchical-dataflow-appt-online-register-tail-grouped-writer-final-resident-quarter",
+            };
+            for (std::size_t core_index = 0;
+                 core_index < experimental_cores.size(); ++core_index) {
+                auto physical_config = register_config;
+                for (auto& mapping : physical_config.subgraph_mappings) {
+                    mapping.core = experimental_cores[core_index];
+                }
+                if (experimental_cores[core_index] == cuntt::NttSubgraphCore::
+                        ApptOnlineRegisterTailGroupedWriterFinalResident ||
+                    experimental_cores[core_index] == cuntt::NttSubgraphCore::
+                        ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter) {
+                    physical_config.subgraph_mappings[0].data_space = 32;
+                    physical_config.subgraph_mappings[1].data_space = 16;
+                    physical_config.subgraph_mappings[2].data_space = 16;
+                }
+                cuntt::Plan physical_plan(physical_config);
+                if (physical_plan.selection().implementation !=
+                    expected_implementations[core_index]) {
+                    throw std::runtime_error(
+                        "APPT register-tail physical-core selection is incorrect");
+                }
+                if (experimental_cores[core_index] == cuntt::NttSubgraphCore::
+                        ApptOnlineRegisterTailGroupedWriterFinalResidentQuarter &&
+                    physical_plan.config().target_ctas_per_sm != 2) {
+                    throw std::runtime_error(
+                        "APPT resident-quarter CTA residency is incorrect");
+                }
+                physical_plan.execute(physical_input, output, 0, 1);
+                require_equal(
+                    physical_expected, output,
+                    "APPT register-tail physical core " +
+                        std::string(expected_implementations[core_index]));
+            }
+        }
+
+        for (auto& mapping : config.subgraph_mappings) {
+            mapping.core = cuntt::NttSubgraphCore::ApptOnline;
+        }
+
+        config.subgraph_mappings[1].data_space = 8;
+        config.subgraph_mappings[2].data_space = 32;
+        cuntt::Plan grouped_plan(config);
+        grouped_plan.execute(input, output, 0, 1);
+        if (!std::all_of(output.begin(), output.end(),
+                         [](std::uint64_t value) { return value == 1; })) {
+            throw std::runtime_error(
+                "APPT online per-fold data-space mapping failed delta verification");
+        }
+    }
+    std::cout << "PASS true HierarchicalDataflow readiness stream\n";
+}
+
 void test_forward_backend(cuntt::Backend backend) {
     for (std::uint32_t log_n = 1; log_n <= 16; ++log_n) {
         const std::size_t batch    = log_n <= 10 ? 3 : 1;
@@ -541,9 +1857,121 @@ void test_validation() {
             cuntt::Plan plan(config);
         },
         "32-bit Barrett modulus width");
+
+    require_invalid_argument(
+        [] {
+            cuntt::PlanConfig config;
+            config.log_n = 8;
+            config.backend = cuntt::Backend::HybridDataflow;
+            config.flow_tile_log_n = 8;
+            config.stage_space = 8;
+            config.data_space = 32;
+            cuntt::Plan plan(config);
+        },
+        "hybrid-dataflow ungenerated point");
+
+    require_invalid_argument(
+        [] {
+            cuntt::PlanConfig config;
+            config.log_n = 10;
+            config.backend = cuntt::Backend::HybridDataflow;
+            config.compute_unit = cuntt::ComputeUnit::Radix8;
+            cuntt::Plan plan(config);
+        },
+        "hybrid-dataflow unsupported radix8 core");
+
+    require_invalid_argument(
+        [] {
+            cuntt::PlanConfig config;
+            config.log_n = 11;
+            config.backend = cuntt::Backend::HierarchicalBarrier;
+            cuntt::Plan plan(config);
+        },
+        "hierarchical-dataflow unsupported length");
+
+    require_invalid_argument(
+        [] {
+            cuntt::PlanConfig config;
+            config.log_n = 12;
+            config.backend = cuntt::Backend::HierarchicalBarrier;
+            config.compute_unit = cuntt::ComputeUnit::Radix2;
+            cuntt::Plan plan(config);
+        },
+        "hierarchical-dataflow unsupported physical unit");
+    require_invalid_argument(
+        [] {
+            cuntt::PlanConfig config;
+            config.log_n = 16;
+            config.backend = cuntt::Backend::HierarchicalBarrier;
+            config.hierarchical_core = cuntt::HierarchicalCore::Hybrid2DRadix4;
+            cuntt::Plan plan(config);
+        },
+        "hierarchical-dataflow ungenerated Hybrid2D core");
+    require_invalid_argument(
+        [] {
+            cuntt::PlanConfig config;
+            config.log_n = 12;
+            config.backend = cuntt::Backend::HierarchicalDataflow;
+            config.stage_partition = {6, 6};
+            config.boundary_mappings = {{cuntt::BoundaryStorage::Ring, 0}};
+            cuntt::Plan plan(config);
+        },
+        "hierarchical-dataflow zero ring buffers");
+    require_invalid_argument(
+        [] {
+            cuntt::PlanConfig config;
+            config.log_n = 12;
+            config.backend = cuntt::Backend::HierarchicalDataflow;
+            config.stage_partition = {6, 6};
+            config.boundary_mappings = {
+                {cuntt::BoundaryStorage::ResidentFused, 1}};
+            cuntt::Plan plan(config);
+        },
+        "hierarchical-dataflow fully resident transform without whole core");
+    require_invalid_argument(
+        [] {
+            cuntt::PlanConfig config;
+            config.log_n = 20;
+            config.backend = cuntt::Backend::HierarchicalDataflow;
+            config.stage_partition = {6, 6, 8};
+            config.boundary_mappings = {
+                {cuntt::BoundaryStorage::ResidentFused, 1},
+                {cuntt::BoundaryStorage::FullScratch, 1}};
+            cuntt::Plan plan(config);
+        },
+        "hierarchical-dataflow resident group above physical stage limit");
+    if (cuntt::parse_boundary_storage("resident-fused") !=
+            cuntt::BoundaryStorage::ResidentFused ||
+        std::string(cuntt::boundary_storage_name(
+            cuntt::BoundaryStorage::ResidentFused)) != "resident-fused") {
+        throw std::runtime_error("resident-fused boundary naming is unstable");
+    }
     std::cout << "PASS API validation\n";
 }
 
+void test_appt_static_layout() {
+    constexpr std::uint64_t n = 1ULL << 20;
+    for (const std::uint32_t fragment_width : {8U, 16U, 32U}) {
+        cuntt::ApptLayoutInfo layout;
+        layout.log_n = 20;
+        layout.stage_partition = {7, 7, 6};
+        layout.fragment_width = fragment_width;
+        layout.xor_permutation = true;
+        std::vector<unsigned char> visited(n, 0);
+        for (std::uint64_t natural = 0; natural < n; ++natural) {
+            const std::uint64_t physical =
+                cuntt::appt_static_index(natural, layout);
+            if (physical >= n || visited[physical] != 0 ||
+                cuntt::appt_natural_index(physical, layout) != natural) {
+                throw std::runtime_error(
+                    "APPT static layout is not a bijection");
+            }
+            visited[physical] = 1;
+        }
+    }
+    std::cout << "PASS APPT static-layout bijection\n";
+}
+
 }  // namespace
 
 int main() {
@@ -566,6 +1994,10 @@ int main() {
         test_roundtrip(cuntt::Backend::Hybrid2D, 16, 3);
         test_compact_stage_backend();
         test_stage_pipeline_backend();
+        test_hybrid_dataflow_backend();
+        test_hierarchical_dataflow_backend();
+        test_true_hierarchical_streaming_backend();
+        test_appt_static_layout();
         test_validation();
     } catch (const std::exception& error) {
         std::cerr << "FAIL: " << error.what() << '\n';
diff --git a/tests/test_ntt_partition_space.py b/tests/test_ntt_partition_space.py
new file mode 100644
index 0000000..1ec9939
--- /dev/null
+++ b/tests/test_ntt_partition_space.py
@@ -0,0 +1,64 @@
+import importlib.util
+from pathlib import Path
+import sys
+
+
+SCRIPT = Path(__file__).parents[1] / "scripts" / "generate_ntt_partition_space.py"
+sys.path.insert(0, str(SCRIPT.parent))
+SPEC = importlib.util.spec_from_file_location("partition_space", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_segment_count_is_an_explicit_dimension():
+    document = MODULE.generate_space(
+        12, 2, 32, 2, 6, 2, 10, (4, 6), 2, 1.0,
+        ("radix2", "radix4", "radix8"), False)
+    assert document["dimensions"]["segment_count"] == [2, 6]
+    assert set(document["partition_count_by_segments"]) == {
+        "2", "3", "4", "5", "6"}
+    assert {point["segment_count"] for point in document["shortlist"]} == {
+        2, 3, 4, 5, 6}
+    assert all(sum(point["stage_partition"]) == 12
+               for point in document["shortlist"])
+    assert document["schema"] == "cuntt-ntt-partition-space-v2"
+    assert all(point["minimum_execution_group_count"] <=
+               point["segment_count"] for point in document["shortlist"])
+
+
+def test_shortlist_is_bounded_per_segment_count():
+    document = MODULE.generate_space(
+        20, 1, 32, 2, 8, 2, 10, (6, 8, 10), 3, 0.5,
+        ("radix4", "radix8"), False)
+    counts = {}
+    for point in document["shortlist"]:
+        counts[point["segment_count"]] = counts.get(point["segment_count"], 0) + 1
+        assert len(point["physical_templates"]) == 3
+        assert point["execution_templates"]
+    assert set(counts) == set(range(2, 9))
+    assert all(1 <= count <= 3 for count in counts.values())
+    assert all(count == 3 for segments, count in counts.items() if segments > 2)
+    assert document["partition_count"] > len(document["shortlist"])
+    assert {(point["segment_count"],
+             point["execution_template"]["execution_group_count"])
+            for point in document["execution_shortlist"]} == {
+                (m, g) for m in range(2, 9) for g in range(2, m + 1)}
+
+
+def test_resident_lowering_separates_logical_m_from_physical_g():
+    templates = MODULE.execution_templates((5, 5, 5, 5))
+    lowered = [point for point in templates
+               if point["execution_stage_partition"] == [10, 10]]
+    assert len(lowered) == 1
+    assert lowered[0]["boundary_storage"] == [
+        "resident-fused", "full-scratch", "resident-fused"]
+    assert lowered[0]["execution_group_count"] == 2
+    assert lowered[0]["materialized_boundary_count"] == 1
+
+
+def test_output_side_large_subgraph_breaks_permutation_tie():
+    document = MODULE.generate_space(
+        20, 1, 32, 3, 3, 6, 8, (6, 8), 20, 1.0,
+        ("radix4",), False)
+    ordered = [point["stage_partition"] for point in document["shortlist"]]
+    assert ordered.index([6, 6, 8]) < ordered.index([8, 6, 6])
diff --git a/tests/test_ntt_streaming_generator.py b/tests/test_ntt_streaming_generator.py
new file mode 100644
index 0000000..a9f2f77
--- /dev/null
+++ b/tests/test_ntt_streaming_generator.py
@@ -0,0 +1,253 @@
+import importlib.util
+from pathlib import Path
+import unittest
+
+
+SCRIPT = Path(__file__).parents[1] / "scripts" / "generate_ntt_streaming_space.py"
+SPEC = importlib.util.spec_from_file_location("streaming_generator", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+class StreamingGeneratorTest(unittest.TestCase):
+    def test_partitions_cover_supported_lengths(self):
+        for log_n in range(12, 21):
+            partitions = list(MODULE.stage_partitions(log_n))
+            self.assertTrue(partitions)
+            self.assertTrue(all(sum(point) == log_n for point in partitions))
+
+    def test_dependency_graph_two_and_three_segments(self):
+        self.assertTrue(MODULE.validate_dependency_graph(12, (6, 6)))
+        self.assertTrue(MODULE.validate_dependency_graph(15, (5, 5, 5)))
+        self.assertTrue(MODULE.validate_dependency_graph(17, (6, 6, 5)))
+
+    def test_publications_are_per_dependency_wave_not_per_point(self):
+        point = MODULE.make_point(15, 2, (5, 5, 5), 256, 2, 64)
+        self.assertEqual(point["publication_tokens"], 128)
+        self.assertLess(point["publication_tokens"], sum(point["task_counts"][:-1]))
+        self.assertLess(point["publication_tokens"], 2 * (1 << 15))
+
+    def test_single_transform_requires_outer_digit_for_wavefront(self):
+        two = MODULE.make_point(20, 1, (10, 10), 256, 2, 64)
+        three = MODULE.make_point(20, 1, (7, 7, 6), 256, 2, 64)
+        self.assertFalse(two["single_transform_wavefront"])
+        self.assertTrue(three["single_transform_wavefront"])
+
+    def test_v100_resident_point_uses_measured_service_weights(self):
+        point = MODULE.make_point(20, 16, (10, 10), 256, 2, 64)
+        self.assertEqual(
+            [mapping["cta_weight"] for mapping in point["subgraph_mappings"]],
+            [9, 11],
+        )
+
+    def test_three_layer_point_selects_generated_wave_kernel(self):
+        point64 = MODULE.make_point(20, 1, (7, 7, 6), 256, 2, 64)
+        point32 = MODULE.make_point(20, 1, (7, 7, 6), 256, 3, 32)
+        self.assertEqual(point64["generated_kernel"], "resident-7x7x6-wave")
+        self.assertEqual(point64["resident_rows"], 32)
+        self.assertEqual(point32["resident_rows"], 32)
+        self.assertEqual(
+            [mapping["cta_weight"] for mapping in point64["subgraph_mappings"]],
+            [6, 6, 8],
+        )
+        self.assertTrue(point64["single_transform_wavefront"])
+
+    def test_three_layer_permutations_select_generated_wave_kernel(self):
+        partitions = ((6, 7, 7), (7, 6, 7), (7, 7, 6),
+                      (6, 6, 8), (6, 8, 6), (8, 6, 6))
+        for partition in partitions:
+            point = MODULE.make_point(20, 1, partition, 256, 2, 32)
+            self.assertTrue(point["compiled"])
+            self.assertEqual(point["physical_units_per_cta"], 32)
+            self.assertEqual(point["task_counts"],
+                             MODULE.task_counts(20, partition, 1))
+            self.assertTrue(MODULE.validate_dependency_graph(20, partition))
+
+    def test_homogeneous_template_keeps_role_parameters_independent(self):
+        point = MODULE.make_point(
+            20, 16, (10, 10), 256, 2, 64,
+            core="homogeneous-radix4", data_times=(2, 4),
+            cta_weights=(8, 12),
+        )
+        self.assertEqual(point["generated_kernel"],
+                         "homogeneous-two-level-10x10")
+        self.assertTrue(point["compiled"])
+        self.assertEqual(
+            [mapping["data_time"] for mapping in point["subgraph_mappings"]],
+            [2, 4],
+        )
+        self.assertEqual(
+            [mapping["cta_weight"] for mapping in point["subgraph_mappings"]],
+            [8, 12],
+        )
+        self.assertTrue(all(mapping["units_per_cta"] == 4
+                            for mapping in point["subgraph_mappings"]))
+
+    def test_warp_physical_cores_select_generated_instances(self):
+        full_warp = MODULE.make_point(
+            20, 4, (10, 10), 256, 1, 32,
+            core="homogeneous-warp-radix2")
+        warp256_128 = MODULE.make_point(
+            20, 4, (10, 10), 128, 3, 32,
+            core="homogeneous-warp256-radix2")
+        warp256_256 = MODULE.make_point(
+            20, 4, (10, 10), 256, 1, 64,
+            core="homogeneous-warp256-radix2")
+        warp256_static = MODULE.make_point(
+            20, 4, (10, 10), 128, 2, 64,
+            core="homogeneous-warp256-static-radix2")
+        warp256_static_io = MODULE.make_point(
+            20, 4, (10, 10), 256, 1, 32,
+            core="homogeneous-warp256-static-io-radix2", data_space=4)
+        warp256_coefficient_reuse = MODULE.make_point(
+            20, 4, (10, 10), 128, 3, 32,
+            core="homogeneous-warp256-coefficient-reuse-static-io-radix2",
+            data_space=4)
+        warp256_coefficient_reuse_depth6 = MODULE.make_point(
+            20, 4, (10, 10), 128, 3, 32,
+            core="homogeneous-warp256-coefficient-reuse-static-io-radix2",
+            data_space=4, coefficient_reuse_stages=6)
+        warp128_static_io = MODULE.make_point(
+            20, 4, (10, 10), 128, 3, 32,
+            core="homogeneous-warp128-static-io-radix2", data_space=4)
+        warp128_static_io_dual = MODULE.make_point(
+            20, 4, (10, 10), 256, 2, 32,
+            core="homogeneous-warp128-static-io-radix2", data_space=4)
+        warp128_coefficient_reuse_dual = MODULE.make_point(
+            20, 4, (10, 10), 256, 2, 32,
+            core="homogeneous-warp128-coefficient-reuse-static-io-radix2",
+            data_space=4)
+        warp128_vector_radix4_dual = MODULE.make_point(
+            20, 4, (10, 10), 256, 2, 32,
+            core="homogeneous-warp128-vector-radix4-static-io",
+            data_space=4)
+        warp64_static_io = MODULE.make_point(
+            20, 4, (10, 10), 128, 3, 32,
+            core="homogeneous-warp64-static-io-radix2", data_space=4)
+        warp128_pipeline = MODULE.make_point(
+            20, 4, (10, 10), 128, 3, 32,
+            core="homogeneous-warp128-pipeline-static-io-radix2",
+            data_space=4)
+        warp128_cooperative = MODULE.make_point(
+            20, 4, (10, 10), 128, 4, 32,
+            core="homogeneous-warp128-cooperative-static-io-radix2",
+            data_space=4)
+        self.assertEqual(full_warp["generated_kernel"],
+                         "homogeneous-warp-10x10")
+        self.assertEqual(full_warp["physical_units_per_cta"], 8)
+        self.assertEqual(warp256_128["generated_kernel"],
+                         "homogeneous-warp256-10x10")
+        self.assertEqual(warp256_128["physical_units_per_cta"], 4)
+        self.assertEqual(warp256_256["physical_units_per_cta"], 8)
+        self.assertEqual(warp256_static["generated_kernel"],
+                         "homogeneous-warp256-static-10x10")
+        self.assertEqual(warp256_static["physical_units_per_cta"], 4)
+        self.assertEqual(warp256_static_io["generated_kernel"],
+                         "homogeneous-warp256-static-io-10x10")
+        self.assertEqual(warp256_static_io["physical_units_per_cta"], 8)
+        self.assertEqual(
+            warp256_coefficient_reuse["generated_kernel"],
+            "homogeneous-warp256-coefficient-reuse-static-io-10x10")
+        self.assertEqual(warp256_coefficient_reuse["physical_units_per_cta"], 4)
+        self.assertTrue(all(
+            mapping["coefficient_reuse_stages"] == 1
+            for mapping in warp256_coefficient_reuse["subgraph_mappings"]))
+        self.assertTrue(all(
+            mapping["coefficient_reuse_stages"] == 6
+            for mapping in warp256_coefficient_reuse_depth6["subgraph_mappings"]))
+        self.assertEqual(warp128_static_io["generated_kernel"],
+                         "homogeneous-warp128-static-io-10x10")
+        self.assertEqual(warp128_static_io_dual["generated_kernel"],
+                         "homogeneous-warp128-static-io-10x10")
+        self.assertEqual(warp128_static_io_dual["physical_units_per_cta"], 8)
+        self.assertEqual(
+            warp128_coefficient_reuse_dual["generated_kernel"],
+            "homogeneous-warp128-coefficient-reuse-static-io-10x10")
+        self.assertEqual(
+            warp128_coefficient_reuse_dual["physical_units_per_cta"], 8)
+        self.assertTrue(all(
+            mapping["coefficient_reuse_stages"] == 4
+            for mapping in
+            warp128_coefficient_reuse_dual["subgraph_mappings"]))
+        self.assertEqual(
+            warp128_vector_radix4_dual["generated_kernel"],
+            "homogeneous-warp128-vector-radix4-static-io-10x10")
+        self.assertEqual(
+            warp128_vector_radix4_dual["physical_units_per_cta"], 8)
+        warp128_vector_radix4_reuse = MODULE.make_point(
+            20, 16, (10, 10), 256, 2, 32, "full-scratch", 1,
+            core="homogeneous-warp128-vector-radix4-static-io",
+            data_times=(1, 1), cta_weights=(8, 7), data_space=4,
+            coefficient_reuse_stages=6)
+        self.assertTrue(warp128_vector_radix4_reuse["compiled"])
+        self.assertTrue(all(
+            mapping["coefficient_reuse_stages"] == 6
+            for mapping in
+            warp128_vector_radix4_reuse["subgraph_mappings"]))
+        warp128_vector_radix4_reuse7 = MODULE.make_point(
+            20, 16, (10, 10), 256, 2, 32, "full-scratch", 1,
+            core="homogeneous-warp128-vector-radix4-static-io",
+            data_times=(1, 1), cta_weights=(8, 7), data_space=4,
+            coefficient_reuse_stages=7)
+        self.assertTrue(warp128_vector_radix4_reuse7["compiled"])
+        self.assertTrue(all(
+            mapping["coefficient_reuse_stages"] == 7
+            for mapping in
+            warp128_vector_radix4_reuse7["subgraph_mappings"]))
+        warp128_vector_radix4_packed_stage6 = MODULE.make_point(
+            20, 16, (10, 10), 256, 2, 32, "full-scratch", 1,
+            core="homogeneous-warp128-vector-radix4-packed-stage6-static-io",
+            data_times=(1, 1), cta_weights=(8, 7), data_space=4,
+            coefficient_reuse_stages=6)
+        self.assertEqual(
+            warp128_vector_radix4_packed_stage6["generated_kernel"],
+            "homogeneous-warp128-vector-radix4-packed-stage6-static-io-10x10")
+        self.assertTrue(all(
+            mapping["coefficient_reuse_stages"] == 6
+            for mapping in
+            warp128_vector_radix4_packed_stage6["subgraph_mappings"]))
+        warp128_vector_radix4_packed_stage6_distributed = MODULE.make_point(
+            20, 16, (10, 10), 256, 2, 32, "full-scratch", 1,
+            core="homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io",
+            data_times=(1, 1), cta_weights=(8, 7), data_space=4,
+            coefficient_reuse_stages=6)
+        self.assertEqual(
+            warp128_vector_radix4_packed_stage6_distributed["generated_kernel"],
+            "homogeneous-warp128-vector-radix4-packed-stage6-distributed-static-io-10x10")
+        self.assertTrue(all(
+            mapping["coefficient_reuse_stages"] == 6
+            for mapping in
+            warp128_vector_radix4_packed_stage6_distributed["subgraph_mappings"]))
+        packet_shared_radix4 = MODULE.make_point(
+            20, 16, (10, 10), 128, 4, 32, "full-scratch", 1,
+            core="homogeneous-warp128-packet-shared-radix4-static-io",
+            data_times=(1, 1), cta_weights=(9, 11), data_space=4)
+        self.assertEqual(
+            packet_shared_radix4["generated_kernel"],
+            "homogeneous-warp128-packet-shared-radix4-static-io-10x10")
+        self.assertEqual(packet_shared_radix4["physical_units_per_cta"], 4)
+        self.assertEqual(warp64_static_io["generated_kernel"],
+                         "homogeneous-warp64-static-io-10x10")
+        self.assertEqual(warp128_static_io["physical_units_per_cta"], 4)
+        self.assertEqual(warp64_static_io["physical_units_per_cta"], 4)
+        self.assertEqual(warp128_pipeline["generated_kernel"],
+                         "homogeneous-warp128-pipeline-static-io-10x10")
+        self.assertEqual(warp128_pipeline["pipeline_buffers"], 1)
+        self.assertEqual(warp128_cooperative["generated_kernel"],
+                         "homogeneous-warp128-cooperative-static-io-10x10")
+        self.assertEqual(warp128_cooperative["physical_units_per_cta"], 4)
+        self.assertTrue(all(mapping["data_space"] == 4
+                            for mapping in warp256_static_io["subgraph_mappings"]))
+        self.assertTrue(full_warp["compiled"])
+        self.assertTrue(warp256_128["compiled"])
+        self.assertTrue(warp256_coefficient_reuse["compiled"])
+        self.assertTrue(warp128_static_io["compiled"])
+        self.assertTrue(warp128_static_io_dual["compiled"])
+        self.assertTrue(warp128_coefficient_reuse_dual["compiled"])
+        self.assertTrue(warp64_static_io["compiled"])
+        self.assertTrue(warp128_pipeline["compiled"])
+        self.assertTrue(warp128_cooperative["compiled"])
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/test_packed_stage6.py b/tests/test_packed_stage6.py
new file mode 100644
index 0000000..f5182f9
--- /dev/null
+++ b/tests/test_packed_stage6.py
@@ -0,0 +1,38 @@
+import csv
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SCRIPT = ROOT / "scripts" / "analyze_packed_stage6.py"
+SPEC = importlib.util.spec_from_file_location("packed_stage6_analysis", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_packed_stage6_report_selects_complete_win(tmp_path):
+    path = tmp_path / "summary.csv"
+    fields = ["label"] + [field for field, _ in MODULE.METRICS]
+    def row(label, time_us, sectors, instructions):
+        values = {field: 1 for field, _ in MODULE.METRICS}
+        values.update(label=label, time_us=time_us,
+                      global_load_sectors=sectors,
+                      warp_instructions=instructions)
+        return values
+
+    rows = [
+        row("v06", 1200, 30_000_000, 180_000_000),
+        row("vector_d6", 1300, 40_000_000, 220_000_000),
+        row("vector_d7", 1310, 31_000_000, 225_000_000),
+        row("vector_packed_stage6", 1250, 31_200_000, 210_000_000),
+        row("vector_packed_stage6_distributed", 1190, 30_500_000,
+            211_000_000),
+    ]
+    with path.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+    report = MODULE.make_report(MODULE.read_summary(path))
+    assert "recovered memory-level parallelism" in report
+    assert "Lane32/vector16 time is 0.952x" in report
+    assert "lane32/d7 warp instructions are 0.938x" in report
diff --git a/tests/test_packed_stage6_lane32_schedule.py b/tests/test_packed_stage6_lane32_schedule.py
new file mode 100644
index 0000000..5dd1f7f
--- /dev/null
+++ b/tests/test_packed_stage6_lane32_schedule.py
@@ -0,0 +1,50 @@
+import csv
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SCRIPT = ROOT / "scripts" / "summarize_packed_stage6_lane32_schedule.py"
+SPEC = importlib.util.spec_from_file_location("lane32_schedule", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_lane32_schedule_report_selects_best_point(tmp_path):
+    raw = tmp_path / "raw.csv"
+    fields = ["variant", "producer_dt", "consumer_dt", "producer_blocks",
+              "consumer_blocks", "kernel_ms"]
+    rows = [
+        ["v06", 1, 1, 91, 69, 1.20],
+        ["d7", 1, 1, 85, 75, 1.30],
+        ["lane32", 1, 1, 82, 78, 1.25],
+        ["lane32", 1, 2, 80, 80, 1.15],
+    ]
+    with raw.open("w", newline="") as handle:
+        writer = csv.writer(handle)
+        writer.writerow(fields)
+        writer.writerows(rows)
+    summary, v06_ms, d7_ms = MODULE.summarize(raw)
+    report = MODULE.report(summary, v06_ms, d7_ms)
+    assert "exceeds the bracketed v0.6" in report
+    assert "D_t=1:2, CTAs=80:80" in report
+
+
+def test_lane32_schedule_report_rejects_unstable_controls(tmp_path):
+    raw = tmp_path / "raw.csv"
+    fields = ["variant", "producer_dt", "consumer_dt", "producer_blocks",
+              "consumer_blocks", "kernel_ms"]
+    rows = [
+        ["v06", 1, 1, 91, 69, 1.2],
+        ["v06", 1, 1, 91, 69, 1.5],
+        ["d7", 1, 1, 85, 75, 1.3],
+        ["lane32", 1, 1, 86, 74, 1.1],
+    ]
+    with raw.open("w", newline="") as handle:
+        writer = csv.writer(handle)
+        writer.writerow(fields)
+        writer.writerows(rows)
+    summary, v06_ms, d7_ms = MODULE.summarize(raw)
+    report = MODULE.report(summary, v06_ms, d7_ms)
+    assert "exceed the 3% stability limit" in report
+    assert "fixed-clock NCU is required" in report
diff --git a/tests/test_packed_stage6_lane32_schedule_ncu.py b/tests/test_packed_stage6_lane32_schedule_ncu.py
new file mode 100644
index 0000000..341322d
--- /dev/null
+++ b/tests/test_packed_stage6_lane32_schedule_ncu.py
@@ -0,0 +1,31 @@
+import csv
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SCRIPT = ROOT / "scripts" / "analyze_packed_stage6_lane32_schedule_ncu.py"
+SPEC = importlib.util.spec_from_file_location("lane32_schedule_ncu", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_lane32_fixed_clock_report_promotes_winner(tmp_path):
+    path = tmp_path / "summary.csv"
+    fields = ["label"] + [field for field, _ in MODULE.METRICS]
+    rows = []
+    for label, time_us in (("v06", 1200), ("d7", 1250),
+                           ("lane32_84_76", 1210),
+                           ("lane32_85_75", 1190),
+                           ("lane32_86_74", 1180)):
+        row = {field: 1 for field, _ in MODULE.METRICS}
+        row.update(label=label, time_us=time_us)
+        rows.append(row)
+    with path.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+    report = MODULE.make_report(MODULE.read_summary(path))
+    assert "eligible for the V100" in report
+    assert "weights=86:74" in report
+    assert "throughput/v0.6=1.017x" in report
diff --git a/tests/test_packet_compute_layout.py b/tests/test_packet_compute_layout.py
new file mode 100644
index 0000000..877b6e5
--- /dev/null
+++ b/tests/test_packet_compute_layout.py
@@ -0,0 +1,30 @@
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SPEC = importlib.util.spec_from_file_location(
+    "packet_compute_layout",
+    ROOT / "scripts" / "summarize_packet_compute_layout.py",
+)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_report_isolates_layout_gain():
+    rows = []
+    values = {
+        "aggregate": 1.0,
+        "per_packet_interleaved_rows": 1.2,
+        "per_packet_warp_rows": 1.1,
+        "wave_bitmap_interleaved_rows": 1.15,
+        "wave_bitmap_warp_rows": 0.95,
+    }
+    for batch in (16, 32, 64):
+        for mode, value in values.items():
+            rows.append({"label": f"{mode}_b{batch}_t1", "kernel_ms": str(value)})
+    summary = MODULE.summarize(rows)
+    text = MODULE.make_markdown(summary)
+    assert "warp-row per-packet=1.091x" in text
+    assert "warp-row bitmap=1.211x" in text
+    assert "best/aggregate throughput=1.053x" in text
diff --git a/tests/test_packet_compute_layout_ncu.py b/tests/test_packet_compute_layout_ncu.py
new file mode 100644
index 0000000..c25b0cc
--- /dev/null
+++ b/tests/test_packet_compute_layout_ncu.py
@@ -0,0 +1,29 @@
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SPEC = importlib.util.spec_from_file_location(
+    "packet_compute_layout_ncu",
+    ROOT / "scripts" / "analyze_packet_compute_layout_ncu.py",
+)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_report_attributes_warp_row_delta():
+    rows = {}
+    for batch in MODULE.BATCHES:
+        for mode, scale in (("aggregate", 1.0), ("bitmap_interleaved", 1.2), ("bitmap_warp_rows", 0.9)):
+            rows[f"{mode}_b{batch}"] = {
+                "time_us": str(100 * scale),
+                "warp_instructions": str(200 * scale),
+                "global_load_sectors": str(300 * scale),
+                "shared_load_bank_conflicts": str(400 * scale),
+                "cbu_warp_instructions": str(500 * scale),
+                "lsu_warp_instructions": str(600 * scale),
+            }
+    text = MODULE.report(rows)
+    assert "## Batch 64" in text
+    assert "Warp-row/interleaved: time=0.750x" in text
+    assert "shared-load conflicts=0.750x" in text
diff --git a/tests/test_packet_folded_barriers.py b/tests/test_packet_folded_barriers.py
new file mode 100644
index 0000000..822f847
--- /dev/null
+++ b/tests/test_packet_folded_barriers.py
@@ -0,0 +1,30 @@
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SPEC = importlib.util.spec_from_file_location(
+    "packet_folded_barriers",
+    ROOT / "scripts" / "summarize_packet_folded_barriers.py",
+)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_summary_reports_barrier_folding_gain():
+    rows = []
+    values = {
+        "aggregate": 1.0,
+        "interleaved": 1.1,
+        "interleaved_folded": 1.05,
+        "warp_rows": 1.02,
+        "warp_rows_folded": 0.95,
+    }
+    for batch in (16, 32, 64):
+        for mode, value in values.items():
+            rows.append({"label": f"{mode}_b{batch}_t1", "kernel_ms": str(value)})
+    summary = MODULE.summarize(rows)
+    text = MODULE.make_markdown(summary)
+    assert "interleaved folding=1.048x" in text
+    assert "warp-row folding=1.074x" in text
+    assert "best/aggregate throughput=1.053x" in text
diff --git a/tests/test_packet_polling_backoff.py b/tests/test_packet_polling_backoff.py
new file mode 100644
index 0000000..3ffc2d5
--- /dev/null
+++ b/tests/test_packet_polling_backoff.py
@@ -0,0 +1,28 @@
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SPEC = importlib.util.spec_from_file_location(
+    "packet_polling_backoff",
+    ROOT / "scripts" / "summarize_packet_polling_backoff.py",
+)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_polling_summary_selects_median_candidate():
+    rows = []
+    for trial, value in enumerate((2.0, 3.0, 2.5), 1):
+        rows.append({"label": f"aggregate_b16_t{trial}", "kernel_ms": str(value)})
+    for ready_window, values in {2: (2.6, 2.4, 2.5), 8: (2.2, 2.1, 2.3)}.items():
+        for trial, value in enumerate(values, 1):
+            rows.append({
+                "label": f"online_b16_rw{ready_window}_t{trial}",
+                "kernel_ms": str(value),
+            })
+    summary = MODULE.summarize(rows)
+    assert summary[0]["aggregate_ms"] == 2.5
+    assert summary[0]["poll_sleep_cycles"] == 64
+    assert summary[1]["online_ms"] == 2.2
+    assert "ready_window=8" in MODULE.make_markdown(summary)
diff --git a/tests/test_packet_readiness_modes.py b/tests/test_packet_readiness_modes.py
new file mode 100644
index 0000000..afb6f35
--- /dev/null
+++ b/tests/test_packet_readiness_modes.py
@@ -0,0 +1,27 @@
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SPEC = importlib.util.spec_from_file_location(
+    "packet_readiness_modes",
+    ROOT / "scripts" / "summarize_packet_readiness_modes.py",
+)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_summary_selects_fastest_bitmap_window():
+    rows = []
+    for batch in (16, 32, 64):
+        rows.extend([
+            {"label": f"aggregate_b{batch}_t1", "kernel_ms": "1.0"},
+            {"label": f"per_packet_b{batch}_rw2_t1", "kernel_ms": "1.1"},
+            {"label": f"wave_bitmap_b{batch}_rw1_t1", "kernel_ms": "1.2"},
+            {"label": f"wave_bitmap_b{batch}_rw4_t1", "kernel_ms": "1.05"},
+        ])
+    summary = MODULE.summarize(rows)
+    text = MODULE.make_markdown(summary)
+    assert "Batch 16: bitmap ready_window=4" in text
+    assert "bitmap/per-packet throughput=1.048x" in text
+    assert "Bitmap/per-packet geomean throughput: 1.048x" in text
diff --git a/tests/test_packet_readiness_modes_ncu.py b/tests/test_packet_readiness_modes_ncu.py
new file mode 100644
index 0000000..cfae6be
--- /dev/null
+++ b/tests/test_packet_readiness_modes_ncu.py
@@ -0,0 +1,28 @@
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SPEC = importlib.util.spec_from_file_location(
+    "packet_readiness_modes_ncu",
+    ROOT / "scripts" / "analyze_packet_readiness_modes_ncu.py",
+)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_report_compares_bitmap_to_packet_and_aggregate():
+    rows = {}
+    for batch in MODULE.BATCHES:
+        for mode, scale in (("aggregate", 1.0), ("per_packet", 1.2), ("wave_bitmap", 1.1)):
+            rows[f"{mode}_b{batch}"] = {
+                "time_us": str(100 * scale),
+                "warp_instructions": str(200 * scale),
+                "global_load_sectors": str(300 * scale),
+                "shared_load_bank_conflicts": str(400 * scale),
+                "cbu_warp_instructions": str(500 * scale),
+            }
+    text = MODULE.report(rows)
+    assert "## Batch 64" in text
+    assert "Bitmap/per-packet: time=0.917x" in text
+    assert "bitmap/aggregate time=1.100x" in text
diff --git a/tests/test_packet_shared_radix4_batch.py b/tests/test_packet_shared_radix4_batch.py
new file mode 100644
index 0000000..d2b35a8
--- /dev/null
+++ b/tests/test_packet_shared_radix4_batch.py
@@ -0,0 +1,45 @@
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SCRIPT = ROOT / "scripts" / "summarize_packet_shared_radix4_batch.py"
+SPEC = importlib.util.spec_from_file_location("packet_batch", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_selects_packet_weights_per_batch():
+    rows = [
+        {"label": "v06_b1", "kernel_ms": "1.0"},
+        {"label": "lane32_b1", "kernel_ms": "0.9"},
+        {"label": "packet128_b1_w8_12", "kernel_ms": "0.8"},
+        {"label": "packet128_b1_w9_11", "kernel_ms": "0.7"},
+        {"label": "v06_b16", "kernel_ms": "4.0"},
+        {"label": "lane32_b16", "kernel_ms": "3.5"},
+        {"label": "packet128_b16_w8_12", "kernel_ms": "3.2"},
+        {"label": "packet128_b16_w9_11", "kernel_ms": "3.0"},
+    ]
+    summary = MODULE.summarize(rows)
+    assert summary[0]["packet_weights"] == "9:11"
+    assert summary[0]["packet_over_v06"] == 1.0 / 0.7
+    assert summary[0]["best_control"] == "lane32"
+    assert summary[0]["packet_over_best_control"] == 0.9 / 0.7
+    assert not summary[0]["weight_search_boundary"]
+    markdown = MODULE.make_markdown(summary)
+    assert "v0.6 at 2/2 points" in markdown
+    assert "best legacy core at 2/2 points" in markdown
+
+
+def test_reports_open_lower_weight_boundary():
+    rows = [
+        {"label": "v06_b32", "kernel_ms": "4.0"},
+        {"label": "lane32_b32", "kernel_ms": "2.0"},
+        {"label": "packet128_b32_w4_16", "kernel_ms": "2.2"},
+        {"label": "packet128_b32_w5_15", "kernel_ms": "2.3"},
+    ]
+    summary = MODULE.summarize(rows)
+    assert summary[0]["weight_search_boundary"]
+    markdown = MODULE.make_markdown(summary)
+    assert "lower search boundary at batch 32" in markdown
+    assert "lane32 crossover remains batch-dependent" in markdown
diff --git a/tests/test_packet_shared_radix4_ncu.py b/tests/test_packet_shared_radix4_ncu.py
new file mode 100644
index 0000000..d931afe
--- /dev/null
+++ b/tests/test_packet_shared_radix4_ncu.py
@@ -0,0 +1,30 @@
+import csv
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SCRIPT = ROOT / "scripts" / "analyze_packet_shared_radix4_ncu.py"
+SPEC = importlib.util.spec_from_file_location("packet_shared_ncu", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_packet_shared_report_promotes_low_instruction_winner(tmp_path):
+    path = tmp_path / "summary.csv"
+    fields = ["label"] + [field for field, _ in MODULE.METRICS]
+    rows = []
+    for label, time_us, instructions in (
+            ("v06", 1250, 180), ("d7", 1330, 235),
+            ("lane32", 1335, 237), ("packet128", 1100, 175)):
+        row = {field: 1 for field, _ in MODULE.METRICS}
+        row.update(label=label, time_us=time_us,
+                   warp_instructions=instructions)
+        rows.append(row)
+    with path.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+    report = MODULE.make_report(MODULE.read_summary(path))
+    assert "throughput/v0.6=1.136x" in report
+    assert "eligible for broader" in report
diff --git a/tests/test_packet_streaming_ncu.py b/tests/test_packet_streaming_ncu.py
new file mode 100644
index 0000000..45027f3
--- /dev/null
+++ b/tests/test_packet_streaming_ncu.py
@@ -0,0 +1,33 @@
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SCRIPT = ROOT / "scripts" / "analyze_packet_streaming_ncu.py"
+SPEC = importlib.util.spec_from_file_location("packet_streaming_ncu", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_packet_streaming_report_has_pairwise_ratios():
+    rows = {}
+    for label, time, instructions in (
+        ("aggregate_b16", 100.0, 200.0),
+        ("online_b16", 90.0, 220.0),
+        ("aggregate_b32", 200.0, 400.0),
+        ("online_b32", 220.0, 500.0),
+        ("aggregate_b64", 400.0, 800.0),
+        ("online_b64", 420.0, 840.0),
+    ):
+        rows[label] = {"time_us": str(time),
+                       "warp_instructions": str(instructions),
+                       "global_load_sectors": str(instructions / 2),
+                       "shared_load_bank_conflicts": str(instructions / 4),
+                       "cbu_warp_instructions": str(instructions / 8),
+                       "long_scoreboard_stall_pct": str(instructions / 10)}
+    text = MODULE.report(rows)
+    assert "Batch 16: online/aggregate time=0.900x" in text
+    assert "Batch 32: online/aggregate time=1.100x" in text
+    assert "Batch 64: online/aggregate time=1.050x" in text
+    assert "load sectors=1.100x" in text
+    assert "shared-load conflicts=1.250x" in text
diff --git a/tests/test_packet_streaming_v06_comparison.py b/tests/test_packet_streaming_v06_comparison.py
new file mode 100644
index 0000000..81c7b5b
--- /dev/null
+++ b/tests/test_packet_streaming_v06_comparison.py
@@ -0,0 +1,31 @@
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SPEC = importlib.util.spec_from_file_location(
+    "packet_streaming_v06",
+    ROOT / "scripts" / "summarize_packet_streaming_v06_comparison.py",
+)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_summary_uses_trial_medians():
+    rows = []
+    for implementation, values in {
+        "v06": (4.0, 2.0, 3.0),
+        "aggregate": (2.0, 1.0, 1.5),
+        "online": (2.2, 1.2, 1.7),
+    }.items():
+        for trial, value in enumerate(values, 1):
+            rows.append({
+                "label": f"{implementation}_b16_t{trial}",
+                "kernel_ms": str(value),
+            })
+    summary = MODULE.summarize(rows)
+    assert summary[0]["v06_ms"] == 3.0
+    assert summary[0]["aggregate_ms"] == 1.5
+    assert summary[0]["online_ms"] == 1.7
+    assert summary[0]["aggregate_speedup_v06"] == 2.0
+    assert "v0.7 aggregate beats v0.6" in MODULE.make_markdown(summary)
diff --git a/tests/test_packet_warp_rows_weights.py b/tests/test_packet_warp_rows_weights.py
new file mode 100644
index 0000000..a65cb37
--- /dev/null
+++ b/tests/test_packet_warp_rows_weights.py
@@ -0,0 +1,27 @@
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SPEC = importlib.util.spec_from_file_location(
+    "packet_warp_rows_weights",
+    ROOT / "scripts" / "summarize_packet_warp_rows_weights.py",
+)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_summary_selects_rebalanced_service_ratio():
+    rows = []
+    for batch in (16, 32, 64):
+        rows.extend([
+            {"label": f"aggregate_b{batch}_t1", "kernel_ms": "1.0"},
+            {"label": f"interleaved_b{batch}_p5_t1", "kernel_ms": "1.1"},
+            {"label": f"warp_rows_b{batch}_p5_t1", "kernel_ms": "1.05"},
+            {"label": f"warp_rows_b{batch}_p8_t1", "kernel_ms": "0.95"},
+        ])
+    summary = MODULE.summarize(rows)
+    text = MODULE.make_markdown(summary)
+    assert "Batch 16: best=8:12" in text
+    assert "warp-row/interleaved throughput=1.158x" in text
+    assert "warp-row/aggregate=1.053x" in text
diff --git a/tests/test_resident_execution_groups.py b/tests/test_resident_execution_groups.py
new file mode 100644
index 0000000..f9ce053
--- /dev/null
+++ b/tests/test_resident_execution_groups.py
@@ -0,0 +1,29 @@
+import importlib.util
+from pathlib import Path
+
+
+SCRIPT = (Path(__file__).parents[1] / "scripts" /
+          "summarize_resident_execution_groups.py")
+SPEC = importlib.util.spec_from_file_location("resident_groups", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_resident_group_summary_keeps_m_and_g_independent():
+    rows = [
+        {"label": "m4_g4_p5-5-5-5_e5-5-5-5_b1_t1", "kernel_ms": "4.0"},
+        {"label": "m4_g2_p5-5-5-5_e10-10_b1_t1", "kernel_ms": "1.0"},
+        {"label": "m4_g2_p5-5-5-5_e10-10_b1_t2", "kernel_ms": "1.2"},
+        {"label": "m3_g3_p5-5-10_e5-5-10_b1_t1", "kernel_ms": "3.0"},
+        {"label": "m3_g2_p5-5-10_e10-10_b1_t1", "kernel_ms": "1.1"},
+    ]
+    records = MODULE.summarize(rows)
+    m4g2 = next(row for row in records
+                if row["logical_subgraphs"] == 4 and
+                row["execution_groups"] == 2)
+    assert m4g2["materialized_boundaries"] == 1
+    assert m4g2["kernel_ms"] == 1.1
+    rendered = MODULE.render(records)
+    assert "M is the logical" in rendered
+    assert "3.636x" in rendered
+    assert "Physical-Equivalence Check" in rendered
diff --git a/tests/test_resident_execution_groups_ncu.py b/tests/test_resident_execution_groups_ncu.py
new file mode 100644
index 0000000..89b2b30
--- /dev/null
+++ b/tests/test_resident_execution_groups_ncu.py
@@ -0,0 +1,44 @@
+import importlib.util
+from pathlib import Path
+
+
+SCRIPT = (Path(__file__).parents[1] / "scripts" /
+          "analyze_resident_execution_groups_ncu.py")
+SPEC = importlib.util.spec_from_file_location("resident_groups_ncu", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_controlled_pair_attribution_and_equivalence():
+    rows = []
+    values = {
+        "m4_g4_generic": (40, 400, 200, 800, 80, 20),
+        "m4_g2_generic": (20, 200, 100, 400, 80, 20),
+        "m4_g2_dataflow": (10, 100, 50, 200, 40, 40),
+        "m2_g2_dataflow": (10, 100, 50, 200, 40, 40),
+    }
+    for batch in (1, 16):
+        for suffix, (time, loads, stores, warp, registers, active) in values.items():
+            rows.append({
+                "label": f"b{batch}_{suffix}",
+                "time_us": str(time),
+                "global_load_sectors": str(loads),
+                "global_store_sectors": str(stores),
+                "warp_instructions": str(warp),
+                "integer_thread_instructions": str(warp * 4),
+                "active_warps_pct": str(active),
+                "registers_per_thread": str(registers),
+                "long_scoreboard_stall_pct": "20",
+            })
+    records = MODULE.analyze(rows)
+    boundary = next(row for row in records
+                    if row["batch"] == 1 and
+                    row["comparison"] == "boundary-lowering")
+    assert boundary["ratio_global_load_sectors"] == 2.0
+    core = next(row for row in records
+                if row["batch"] == 1 and
+                row["comparison"] == "physical-core")
+    assert core["base_registers_per_thread"] == 80
+    assert core["candidate_registers_per_thread"] == 40
+    rendered = MODULE.render(records)
+    assert "maximum sector/instruction delta is 0.00%" in rendered
diff --git a/tests/test_resident_v06_comparison.py b/tests/test_resident_v06_comparison.py
new file mode 100644
index 0000000..c25c005
--- /dev/null
+++ b/tests/test_resident_v06_comparison.py
@@ -0,0 +1,51 @@
+import importlib.util
+from pathlib import Path
+
+
+SCRIPT = (Path(__file__).parents[1] / "scripts" /
+          "summarize_resident_v06_comparison.py")
+SPEC = importlib.util.spec_from_file_location("resident_v06", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def row(variant, bits, logn, batch, kernel_ms):
+    return {"variant": variant, "word_bits": str(bits), "logN": str(logn),
+            "batch": str(batch), "kernel_ms": str(kernel_ms)}
+
+
+def test_summary_selects_best_versions_and_attributes_layers():
+    rows = [
+        row("v06_hybrid2d", 32, 20, 1, 1.2),
+        row("v06_resident", 32, 20, 1, 1.0),
+        row("v07_full", 32, 20, 1, 4.0),
+        row("v07_resident_generic", 32, 20, 1, 2.0),
+        row("v07_resident_core", 32, 20, 1, 0.8),
+        row("v07_resident_core", 32, 20, 1, 1.0),
+    ]
+    records = MODULE.summarize(rows)
+    assert len(records) == 1
+    record = records[0]
+    assert record["v06_selected"] == "v06_resident"
+    assert record["mg_selected"] == "v07_resident_core"
+    assert record["lowering_speedup"] == 2.0
+    assert record["core_speedup"] == 2.0 / 0.9
+    assert record["mg_best_vs_v06"] == 1.0 / 0.9
+    assert record["v07_core_vs_v06_resident"] == 1.0 / 0.9
+    rendered = MODULE.render(records)
+    assert "physically equivalent" in rendered
+    assert "1/1 points" in rendered
+
+
+def test_summary_accepts_lengths_without_resident_v06_candidate():
+    rows = [
+        row("v06_hybrid2d", 64, 16, 4, 1.0),
+        row("v07_full", 64, 16, 4, 3.0),
+        row("v07_resident_generic", 64, 16, 4, 2.0),
+        row("v07_resident_core", 64, 16, 4, 1.5),
+    ]
+    record = MODULE.summarize(rows)[0]
+    assert record["v06_selected"] == "v06_hybrid2d"
+    assert record["v06_resident_ms"] == ""
+    assert record["v07_core_vs_v06_resident"] == ""
+    assert record["mg_best_vs_v06"] == 2.0 / 3.0
diff --git a/tests/test_stage_count_space.py b/tests/test_stage_count_space.py
new file mode 100644
index 0000000..182671c
--- /dev/null
+++ b/tests/test_stage_count_space.py
@@ -0,0 +1,33 @@
+import importlib.util
+from pathlib import Path
+
+
+SCRIPT = Path(__file__).parents[1] / "scripts" / "summarize_stage_count_space.py"
+SPEC = importlib.util.spec_from_file_location("stage_count_summary", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_stage_count_summary_preserves_m_dimension():
+    rows = [
+        {"label": "m2_p10-10_b4_t1", "kernel_ms": "1.0"},
+        {"label": "m2_p10-10_b4_t2", "kernel_ms": "1.2"},
+        {"label": "m4_p5-5-5-5_b4_t1", "kernel_ms": "2.0"},
+        {"label": "m4_p5-5-5-5_b4_t2", "kernel_ms": "2.2"},
+    ]
+    records = MODULE.summarize(rows)
+    assert records[0]["segment_count"] == 2
+    assert records[1]["segment_count"] == 4
+    assert records[0]["kernel_ms"] == 1.1
+    assert "1.909x" in MODULE.render(records)
+
+
+def test_stage_count_summary_rejects_inconsistent_label():
+    try:
+        MODULE.summarize([
+            {"label": "m3_p10-10_b1_t1", "kernel_ms": "1.0"}
+        ])
+    except ValueError as error:
+        assert "disagrees" in str(error)
+    else:
+        raise AssertionError("inconsistent stage-count label accepted")
diff --git a/tests/test_summarize_ncu.py b/tests/test_summarize_ncu.py
new file mode 100644
index 0000000..4f74c81
--- /dev/null
+++ b/tests/test_summarize_ncu.py
@@ -0,0 +1,56 @@
+import csv
+import subprocess
+import tempfile
+import unittest
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SCRIPT = ROOT / "scripts" / "summarize_ncu.py"
+
+
+class SummarizeNcuTests(unittest.TestCase):
+    def test_skips_derived_summary_but_parses_raw_report(self):
+        with tempfile.TemporaryDirectory() as directory:
+            directory = Path(directory)
+            raw = directory / "kernel.csv"
+            raw.write_text(
+                '==PROF== Connected\n'
+                '"ID","Kernel Name","Grid Size","Block Size","Metric Name","Metric Value"\n'
+                '"1","kernel()","(1,1,1)","(32,1,1)",'
+                '"gpu__time_duration.sum","123000"\n'
+                '"1","kernel()","(1,1,1)","(32,1,1)",'
+                '"l1tex__t_sectors_pipe_lsu_mem_local_op_ld.sum","17"\n'
+            )
+            derived = directory / "summary.csv"
+            derived.write_text("label,kernel_id,kernel_name\nold,1,kernel\n")
+            output = directory / "out.csv"
+
+            result = subprocess.run(
+                ["python3", str(SCRIPT), str(raw), str(derived),
+                 "--output", str(output)],
+                check=True, capture_output=True, text=True,
+            )
+
+            self.assertIn("skip derived CSV", result.stderr)
+            with output.open(newline="") as stream:
+                rows = list(csv.DictReader(stream))
+            self.assertEqual(len(rows), 1)
+            self.assertEqual(rows[0]["label"], "kernel")
+            self.assertAlmostEqual(float(rows[0]["time_us"]), 123.0)
+            self.assertAlmostEqual(float(rows[0]["local_load_sectors"]), 17.0)
+
+    def test_rejects_unknown_csv(self):
+        with tempfile.TemporaryDirectory() as directory:
+            unknown = Path(directory) / "unknown.csv"
+            unknown.write_text("unexpected,header\n1,2\n")
+            result = subprocess.run(
+                ["python3", str(SCRIPT), str(unknown)],
+                capture_output=True, text=True,
+            )
+            self.assertNotEqual(result.returncode, 0)
+            self.assertIn("no supported NCU CSV header", result.stderr)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/test_three_level_partitions.py b/tests/test_three_level_partitions.py
new file mode 100644
index 0000000..23a7167
--- /dev/null
+++ b/tests/test_three_level_partitions.py
@@ -0,0 +1,33 @@
+import importlib.util
+from pathlib import Path
+
+
+SCRIPT = Path(__file__).parents[1] / "scripts" / "summarize_three_level_partitions.py"
+SPEC = importlib.util.spec_from_file_location("three_level_summary", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_summary_ranks_each_batch_independently():
+    rows = [
+        {"label": "p6-7-7_b1_t1", "kernel_ms": "2.0", "correct": "1"},
+        {"label": "p6-7-7_b1_t2", "kernel_ms": "2.2", "correct": "1"},
+        {"label": "p7-7-6_b1_t1", "kernel_ms": "1.0", "correct": "1"},
+        {"label": "p7-7-6_b1_t2", "kernel_ms": "1.2", "correct": "1"},
+    ]
+    records = MODULE.summarize(rows)
+    assert records[0]["partition"] == "7+7+6"
+    assert records[0]["kernel_ms"] == 1.1
+    assert records[0]["correct"] == 1
+    assert "1.909x" in MODULE.render(records)
+
+
+def test_summary_rejects_invalid_label():
+    try:
+        MODULE.summarize([
+            {"label": "bad", "kernel_ms": "1", "correct": "1"}
+        ])
+    except ValueError as error:
+        assert "invalid three-level label" in str(error)
+    else:
+        raise AssertionError("invalid label accepted")
diff --git a/tests/test_v06_v07_comparison.py b/tests/test_v06_v07_comparison.py
new file mode 100644
index 0000000..f57740d
--- /dev/null
+++ b/tests/test_v06_v07_comparison.py
@@ -0,0 +1,47 @@
+#!/usr/bin/env python3
+import json
+import pathlib
+import sys
+import unittest
+
+
+ROOT = pathlib.Path(__file__).resolve().parents[1]
+sys.path.insert(0, str(ROOT / "scripts"))
+
+from summarize_v06_v07_comparison import aggregate, build_rows
+
+
+class VersionComparisonTest(unittest.TestCase):
+    def test_manifest_has_four_roles_per_numeric_workload(self):
+        document = json.loads((ROOT / "config/v100_v06_v07_comparison.json").read_text())
+        self.assertEqual(document["schema_version"], 1)
+        self.assertEqual({workload["precision"] for workload in document["workloads"]}, {"uint32", "uint64"})
+        for workload in document["workloads"]:
+            self.assertEqual(len(workload["implementations"]), 4)
+            self.assertEqual(sum(bool(item.get("reference")) for item in workload["implementations"]), 1)
+            self.assertEqual(workload["batches"], [1, 16, 80, 160, 256, 512])
+        self.assertEqual({(workload["precision"], workload["logN"]) for workload in document["workloads"]},
+                         {("uint32", 12), ("uint64", 10), ("uint64", 12)})
+
+    def test_ratios_and_aggregate(self):
+        base = {"group": "g", "precision": "uint64", "logN": "12", "batch": "16",
+                "stability_class": "stable", "correct": "1"}
+        names_and_times = (
+            ("v0.6-fixed-hybrid2d-radix2", 4.0),
+            ("v0.6-search-hybrid2d-radix4", 2.0),
+            ("v0.7-base-hybrid-dataflow-Ur1-Td4", 3.0),
+            ("v0.7-search-hybrid-dataflow-static-table", 1.5),
+        )
+        rows = build_rows([{**base, "implementation": name, "median_kernel_ms": str(time)}
+                           for name, time in names_and_times])
+        self.assertEqual(rows[0]["fastest"], "v07_search")
+        self.assertAlmostEqual(rows[0]["v06_search_speedup"], 2.0)
+        self.assertAlmostEqual(rows[0]["v07_search_speedup"], 2.0)
+        self.assertAlmostEqual(rows[0]["v07_search_vs_v06_search"], 4.0 / 3.0)
+        metrics = aggregate(rows)
+        self.assertAlmostEqual(metrics[0]["v07_search_vs_v06_search_geomean"], 4.0 / 3.0)
+        self.assertEqual(metrics[0]["v07_search_wins"], 1)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/tests/test_v06_v07_crossover_analysis.py b/tests/test_v06_v07_crossover_analysis.py
new file mode 100644
index 0000000..e3f4ba8
--- /dev/null
+++ b/tests/test_v06_v07_crossover_analysis.py
@@ -0,0 +1,42 @@
+import importlib.util
+from pathlib import Path
+
+
+SCRIPT = (Path(__file__).parents[1] / "scripts" /
+          "analyze_v06_v07_crossover.py")
+SPEC = importlib.util.spec_from_file_location("crossover", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def make(case_id, variant, value):
+    return {"case_id": case_id, "variant": variant,
+            "kernel_ms": str(value)}
+
+
+def test_crossover_summary_attributes_wave_and_updated_control():
+    rows = []
+    for batch, h2d, td6, td12 in ((160, 3.0, 2.0, 2.1),
+                                  (256, 3.0, 4.0, 4.1)):
+        rows.extend([
+            make("n12_u32", f"hybrid2d_b{batch}", h2d),
+            make("n12_u32", f"hybrid_td6_b{batch}", td6),
+            make("n12_u32", f"hybrid_td12_b{batch}", td12),
+        ])
+    rows.extend([
+        make("n20_u32_b16", "hybrid2d", 1.1),
+        make("n20_u32_b16", "resident_9_11", 1.0),
+        make("n20_u32_b16", "packet_7_13", 1.2),
+        make("n20_u32_b16", "lane32", 1.3),
+    ])
+    records = MODULE.summarize(rows)
+    n160 = next(row for row in records if row["batch"] == 160)
+    n256 = next(row for row in records if row["batch"] == 256)
+    assert n160["cta_waves"] == 1
+    assert n256["cta_waves"] == 2
+    assert n256["last_wave_fill"] == 0.6
+    n20 = next(row for row in records if row["case_id"] == "n20_u32_b16")
+    assert n20["v07_vs_v06"] == 1.0 / 1.2
+    rendered = MODULE.render(records)
+    assert "candidate set strictly contains" in rendered
+    assert "older 17:13" in rendered
diff --git a/tests/test_v07_instruction_attribution.py b/tests/test_v07_instruction_attribution.py
new file mode 100644
index 0000000..3ed0277
--- /dev/null
+++ b/tests/test_v07_instruction_attribution.py
@@ -0,0 +1,40 @@
+import csv
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SCRIPT = ROOT / "scripts" / "analyze_v07_instruction_attribution.py"
+SPEC = importlib.util.spec_from_file_location("instruction_attribution", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def write_source(path, rows):
+    with path.open("w", newline="") as handle:
+        writer = csv.writer(handle)
+        writer.writerow(["Address", "Source", "Source", "Instructions Executed"])
+        writer.writerows(rows)
+
+
+def test_source_pc_dedup_and_category_report(tmp_path):
+    baseline_path = tmp_path / "baseline.csv"
+    candidate_path = tmp_path / "candidate.csv"
+    write_source(baseline_path, [
+        ["0x10", "line", "IMAD R1, R2, R3, R4", "100"],
+        ["0x10", "inline", "IMAD R1, R2, R3, R4", "100"],
+        ["0x20", "line", "LDS R1, [R2]", "40"],
+    ])
+    write_source(candidate_path, [
+        ["0x30", "line", "IMAD R1, R2, R3, R4", "100"],
+        ["0x40", "line", "SHFL.BFLY PT, R1, R2, 1, 31", "80"],
+        ["0x50", "line", "BAR.SYNC 1", "20"],
+    ])
+    baseline = MODULE.aggregate(MODULE.read_source_instructions(baseline_path))
+    candidate = MODULE.aggregate(MODULE.read_source_instructions(candidate_path))
+    assert baseline["total"] == 140
+    assert baseline["pcs"] == 2
+    report = MODULE.make_report(baseline, candidate)
+    assert "shuffle" in report
+    assert "SHFL" in report
+    assert "Optimize that physical-codelet path" in report
diff --git a/tests/test_v07_sector_attribution.py b/tests/test_v07_sector_attribution.py
new file mode 100644
index 0000000..6908cba
--- /dev/null
+++ b/tests/test_v07_sector_attribution.py
@@ -0,0 +1,144 @@
+import csv
+import importlib.util
+import subprocess
+import sys
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SCRIPT = ROOT / "scripts" / "analyze_v07_sector_attribution.py"
+SPEC = importlib.util.spec_from_file_location("sector_attribution", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def write_aggregate(path):
+    fields = [
+        "label", "time_us", "dram_read_mib", "dram_write_mib",
+        "global_load_sectors", "global_store_sectors", "active_warps_pct",
+        "registers_per_thread", "shared_mem_bytes",
+    ]
+    values = {
+        "v06": (1268.832, 277.755, 165.326, 29793054, 8388611, 47.78, 40, 16416),
+        "warp128_vector_radix4_dual": (1424.224, 263.556, 139.315, 53402797, 8349008, 24.8, 106, 41184),
+        "warp128_vector_radix4_reuse3_dual": (1489.088, 276.898, 174.223, 51801249, 8419276, 24.68, 103, 41184),
+        "warp128_vector_radix4_reuse4_dual": (1475.136, 274.804, 174.412, 50041845, 8329365, 24.55, 105, 41184),
+        "warp128_vector_radix4_reuse5_dual": (1385.216, 279.192, 159.841, 46456898, 8432822, 24.69, 103, 41184),
+        "warp128_vector_radix4_reuse6_dual": (1345.696, 280.220, 144.663, 39989328, 8408173, 24.73, 106, 41184),
+    }
+    with path.open("w", newline="") as stream:
+        writer = csv.writer(stream)
+        writer.writerow(fields)
+        for label, metrics in values.items():
+            writer.writerow((label,) + metrics)
+
+
+def write_source(path, rows, internal_names=False):
+    headers = [
+        "File Name", "Line Number", "Address", "Source",
+        "Access Operation", "Address Space",
+        "L2 Theoretical Sectors Global",
+        "L2 Theoretical Sectors Global Ideal",
+        "L2 Theoretical Sectors Global Excessive", "Instructions Executed",
+    ]
+    if internal_names:
+        headers = [
+            "file", "line", "address", "source_code",
+            "memory_access_type", "memory_type",
+            "memory_l2_theoretical_sectors_global",
+            "memory_l2_theoretical_sectors_global_ideal",
+            "derived__memory_l2_theoretical_sectors_global_excessive",
+            "inst_executed",
+        ]
+    with path.open("w", newline="") as stream:
+        writer = csv.writer(stream)
+        writer.writerow(["==PROF== Source page"])
+        writer.writerow(headers)
+        writer.writerows(rows)
+
+
+def test_source_parser_accepts_ncu_labels_and_classifies_loads(tmp_path):
+    source = tmp_path / "source.csv"
+    write_source(source, [
+        ("ntt.cu", "0", "0x100", "value = input[index]", "Load", "Global", 20, 10, 10, 5),
+        ("ntt.cu", "0", "0x100", "inlined wrapper", "Load", "Global", 20, 10, 10, 5),
+        ("ntt.cu", "0", "0x108", "lane_coefficient = coefficients[coefficient_base + lane]", "Load", "Global", 40, 20, 20, 8),
+        ("ntt.cu", "0", "0x110", "destination[index] = value", "Store", "Global", 99, 99, 0, 4),
+    ], internal_names=True)
+    records = MODULE.read_source_csv(source)
+    assert len(records) == 3
+    totals = MODULE.aggregate_source(records, "v07-d6", ROOT)
+    assert totals["external data"]["theoretical_sectors"] == 20
+    assert totals["stage 2-6 coefficients"]["theoretical_excessive"] == 20
+
+
+def test_source_parser_deduplicates_inline_frames_and_ignores_line_totals(tmp_path):
+    source = tmp_path / "inline.csv"
+    rows = [
+        ["File Path", str(ROOT / "src/ntt.cu")],
+        ["Function Name", "kernel"],
+        ["Line No", "Source", "Address", "Source", "Instructions Executed",
+         "Address Space", "Access Operation", "L1 Tag Requests Global",
+         "L2 Theoretical Sectors Global Excessive",
+         "L2 Theoretical Sectors Global", "L2 Theoretical Sectors Global Ideal"],
+        ["465", "op.apply(stage, offset, left, right);", "-", "-", "20",
+         "Global", "Load", "10", "5", "20", "15"],
+        ["", "", "0x100", "LDG.E.SYS R2, [R2]", "10", "Global", "Load",
+         "10", "5", "20", "15"],
+        ["213", "twiddles[index]", "-", "-", "20", "Global", "Load",
+         "10", "5", "20", "15"],
+        ["", "", "0x100", "LDG.E.SYS R2, [R2]", "10", "Global", "Load",
+         "10", "5", "20", "15"],
+    ]
+    with source.open("w", newline="") as stream:
+        csv.writer(stream).writerows(rows)
+
+    records = MODULE.read_source_csv(source)
+    assert len(records) == 2
+    totals = MODULE.aggregate_source(records, "v06", ROOT)
+    assert totals["v0.6 coefficients"]["theoretical_sectors"] == 20
+
+
+def test_model_explains_measured_delta_and_generates_report(tmp_path):
+    aggregate = tmp_path / "summary.csv"
+    source_v06 = tmp_path / "v06_source.csv"
+    source_v07 = tmp_path / "v07_source.csv"
+    output = tmp_path / "attribution.csv"
+    pc_output = tmp_path / "source_pcs.csv"
+    markdown = tmp_path / "analysis.md"
+    write_aggregate(aggregate)
+    write_source(source_v06, [
+        ("ntt.cu", "0", "0x100", "value = input[index]", "Load", "Global", 100, 80, 20, 5),
+        ("ntt.cu", "0", "0x108", "twiddles[index]", "Load", "Global", 200, 100, 100, 10),
+    ])
+    write_source(source_v07, [
+        ("ntt.cu", "0", "0x200", "value = boundary[index]", "Load", "Global", 100, 80, 20, 5),
+        ("ntt.cu", "0", "0x208", "stage0_coefficient = coefficients[0]", "Load", "Global", 50, 25, 25, 3),
+        ("ntt.cu", "0", "0x210", "coefficients[511U + offset]", "Load", "Global", 250, 100, 150, 12),
+    ])
+
+    subprocess.run([
+        sys.executable, str(SCRIPT), str(aggregate),
+        "--source-v06", str(source_v06), "--source-v07", str(source_v07),
+        "--csv", str(output), "--pc-csv", str(pc_output),
+        "--markdown", str(markdown),
+    ], check=True)
+
+    text = markdown.read_text()
+    assert "Source/SASS attribution passed the configured coverage threshold" in text
+    assert "92.6%" in text
+    assert "stage 7-9 coefficients" in text
+    assert "not a four-phase token pipeline" in text
+    assert "100.00%" in text
+    rows = list(csv.DictReader(output.open()))
+    predicted = {
+        implementation: sum(float(row["predicted_sectors"]) for row in rows
+                            if row["implementation"] == implementation)
+        for implementation in ("v06", "v07-d6")
+    }
+    assert predicted["v07-d6"] - predicted["v06"] == 11010048
+    pc_rows = list(csv.DictReader(pc_output.open()))
+    assert {row["category"] for row in pc_rows} >= {
+        "external data", "v0.6 coefficients", "stage 0-1 coefficients",
+        "stage 7-9 coefficients",
+    }
diff --git a/tests/test_vector_stage6_distribution.py b/tests/test_vector_stage6_distribution.py
new file mode 100644
index 0000000..2fcb843
--- /dev/null
+++ b/tests/test_vector_stage6_distribution.py
@@ -0,0 +1,32 @@
+import csv
+import importlib.util
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SCRIPT = ROOT / "scripts" / "analyze_vector_stage6_distribution.py"
+SPEC = importlib.util.spec_from_file_location("stage6_analysis", SCRIPT)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_stage6_report_distinguishes_sector_and_time(tmp_path):
+    path = tmp_path / "summary.csv"
+    fields = ["label"] + [field for field, _ in MODULE.METRICS]
+    rows = [
+        ["v06", 1200, 280, 30_000_000, 8_000_000,
+         180_000_000, 40, 48, 50, 4],
+        ["vector_d6", 1300, 290, 40_000_000, 8_000_000,
+         220_000_000, 106, 25, 27, 2],
+        ["vector_d7", 1310, 275, 28_000_000, 8_000_000,
+         225_000_000, 102, 25, 22, 3],
+    ]
+    with path.open("w", newline="") as handle:
+        writer = csv.writer(handle)
+        writer.writerow(fields)
+        writer.writerows(rows)
+    report = MODULE.make_report(MODULE.read_summary(path))
+    assert "0.700x" in report
+    assert "does not reduce kernel time" in report
+    assert "1.023x" in report
+    assert "d6 excess over v0.6 removed by d7: 120.0%" in report

From a5cc22512c82c6a8bc371aca5cdbbf41b2dc2c56 Mon Sep 17 00:00:00 2001
From: TruNcat3 <31944766+TruNcat3@users.noreply.github.com>
Date: Sun, 6 Sep 2026 15:23:14 +0800
Subject: [PATCH 2/2] docs: freeze v0.8 and add hardware profile initialization

---
 .gitignore                               |   3 +
 CHANGELOG.md                             | 175 +++++++
 CITATION.cff                             |  10 +-
 CMakeLists.txt                           |  41 +-
 LICENSE                                  |   3 +-
 README.md                                | 589 +++++------------------
 ROADMAP.md                               | 113 +++++
 docs/README.md                           | 225 +++------
 docs/hardware_profile_install.md         | 111 +++++
 docs/release_v08.md                      | 114 +++++
 docs/reproducibility.md                  |  56 +++
 results/README.md                        |  18 +
 scripts/check_hardware_profile.py        |  47 ++
 scripts/initialize_hardware_profile.py   | 225 +++++++++
 scripts/install_with_hardware_profile.sh |  60 +++
 tests/test_hardware_profile_tools.py     |  53 ++
 16 files changed, 1220 insertions(+), 623 deletions(-)
 create mode 100644 docs/hardware_profile_install.md
 create mode 100644 docs/release_v08.md
 create mode 100755 scripts/check_hardware_profile.py
 create mode 100755 scripts/initialize_hardware_profile.py
 create mode 100755 scripts/install_with_hardware_profile.sh
 create mode 100644 tests/test_hardware_profile_tools.py

diff --git a/.gitignore b/.gitignore
index 3d47e4d..365d444 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,6 +5,9 @@
 /.cache/
 **/__pycache__/
 /results/v100_numeric_regime_suite.json
+/results/.gpu.lock
+/results/.locks/
+/results/local_hardware_profile/
 *.py[cod]
 *.o
 *.a
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 45b00ca..fefa74a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,172 @@
 
 All notable repository and research-artifact changes are recorded here.
 
+## 0.8.0 - 2026-09-06 Nested Physical Space Baseline
+
+### Added
+
+- Added the install-time hardware-profile workflow. The installation wrapper
+  builds the capability microbenchmark, records a device-fingerprinted local
+  profile, emits a parameterized unfolding model table, and provides a
+  mismatch check before tuning data is reused on another GPU.
+
+- V100 confirmed-search closure is now compiled into the runtime selector as
+  an exact resident mapping overlay. Structured 2x2 and zeta cells that were
+  confirmed with repeated current-code measurements report
+  `selection_confidence=confirmed-median`; unmeasured cells retain model or
+  calibrated fallback behavior.
+
+- Native confirmed resident mappings now clear inherited FFT processing-unit
+  state before lowering. This prevents a reused `ButterflyConfig` from sending
+  a zeta/structured point through the cuFFTDx block-adapter validator.
+
+- Broad cross-operator external-baseline coverage report. It includes the
+  current-build cuFFT/Dao-AILab-FHT matches and exact-contract archived
+  GPU-NTT comparisons, while explicitly leaving modulus/layout-mismatched
+  rows unmatched. Regenerate it with
+  `scripts/summarize_external_baseline_coverage.py`.
+
+- Corrected comparison closure to admit multiple mature incumbents and select
+  the fastest measured incumbent per semantic point. The FWHT manifest now
+  includes the v0.6 warp-register/radix-2 point, preventing the hierarchical
+  compatibility profile from being mistaken for the v0.6 performance floor.
+
+- Documented workload-conditional configuration as a first-class library
+  property: hardware, operator, precision, scale, direction, placement, and
+  layout select the architecture mapping and processing unit independently.
+
+- Fixed-protocol FFT dispatch validation launcher and JSON configuration for
+  reproducible auto-select, linear-layout, and cuFFT comparisons.
+
+- Search-provenance analysis for the expanded FFT matrix, distinguishing
+  physically measured candidates from runtime model selections and v0.6
+  fallbacks. The generated V100 FFT dispatch now preserves per-shape shared
+  layouts, enabling the NCU-validated XOR-swizzle choice for logN18 high
+  batch without applying it to unfavorable logN20 shapes.
+
+- Public `query_butterfly_lowering()` contract that separates architecture
+  mapping admission from processing-unit implementation. It reports role-local
+  versus CTA-collective ownership and rejects unsupported multi-role/data-time
+  lowerings before generation; the bounded cuFFTDx adapter remains explicitly
+  single-role until a collective subgroup codelet is generated.
+
+- Independent NTT work-distribution IR for GridTiled, TransformResident, and
+  ResidentQueue ownership after logical stage and execution-group lowering.
+- Strict v0.6 Hybrid2D radix-4 compatibility candidates and a generated
+  physical-core capability registry.
+- Stable mapping IDs plus CTA, resident-slot, grid-wave, and tail-fill
+  diagnostics in the plan and benchmark CSV.
+- v0.6/v0.7/v0.8 envelope benchmark with a 3% compatibility-regression gate
+  and a focused NCU collection script.
+- Native transform-ready `10+10` Hybrid2D radix-4 pipeline with resident
+  producer/consumer CTA roles and fused physical-core coefficient layout.
+- Independent producer/consumer physical-core selection inside the native
+  resident kernel, including Hybrid2D/Dataflow radix-4 mixed compositions.
+- Explicit `producer_ahead` startup-gate experiment for resident two-level and
+  fine-wave three-level schedules
+  mappings, with CLI/CSV identity and correctness/validation coverage.
+- Native `cooperative-phased` control and a phase-specialized DD GridTiled
+  control that isolate codelet cost from persistent CTA ownership.
+- Matched work-distribution NCU collection and analysis for v0.6, DD
+  GridTiled, DD ResidentQueue, and DD CooperativePhased at configurable batch.
+- Native dual-tile CooperativePhased mapping with two independent 128-thread
+  subgraphs per CTA, per-subgraph `data_space={1,2,4}`, SM70 named barriers,
+  exact forward/inverse coverage, and a focused NCU attribution protocol.
+- Five-trial comprehensive V100 protocol over two numeric widths, five
+  lengths, and six batches, plus a generated NTT runtime selector table and
+  machine-readable regime map.
+- Three-trial three-level role-service screens parameterized by numeric width;
+  the V100 uint32/uint64 evidence records the batch and precision-dependent
+  `stage_partition` role policy without changing the default selector.
+- Fixed cooperative three-level launches for 64-bit 8-stage partitions by
+  opting into the required dynamic shared-memory limit before occupancy
+  calculation.
+- Added width-specific partition and within-partition role-weight evidence for
+  the V100 resident mapping search, including the `8+6+6` uint64 candidate
+  screen and its batch-dependent `8:6:6`/`10:5:5` policy split.
+- Added a generic warp-packed radix-4 physical core. Per-role data-space
+  grouping fills stage-4/6 SIMD lanes with independent packets while retaining
+  packet-granular readiness and natural-order correctness.
+- Expanded generic physical-chain service tables to uint32/uint64, batch
+  1/4/16/48, G2/G3/G4, three G3 stage orders, and scalar/packed controls.
+- Added a bounded `HybridDataflow` plus cuFFTDx block adapter for FP32
+  `logN=3..10`. The adapter preserves the mixed-dataflow ownership contract,
+  is excluded from automatic selection, and is measured by a four-way
+  native/adapter/TemporalTile/cuFFT envelope script with explicit failure
+  records.
+- Recorded the cuFFTDx multi-role processing-unit boundary: a naive shared-tile
+  composition is rejected after V100 illegal-access evidence, so no unverified
+  core lowering is exposed; the generated workspace/role ownership contract
+  remains the next implementation milestone.
+- Moved HybridDataflow processing-unit lowering checks into plan validation:
+  native radix-2 admits only generated role/data points, while resident radix-4
+  admits its flow and CTA envelope; unsupported combinations now abstain before
+  kernel launch.
+- Added `ButterflyPlan::execution_realization()` and matching benchmark fields
+  for the post-lowering physical contract: resident single-role versus native
+  resident multi-role, data-time reuse, visible launches, whole-transform
+  on-chip residency, and materialized global boundaries. Added a reproducible
+  logN=8 architecture realization matrix separating native HybridDataflow,
+  bounded cuFFTDx, standalone cuFFTDx, and opaque cuFFT.
+- Added the public processing-unit capability registry, separating
+  `ComputeUnit`/`FftCore` ownership and multi-role lowering flags from the
+  backend mapping capability table.
+- Made the butterfly performance model consult the processing-unit registry
+  before scoring candidates, including the distinction between local-stage
+  envelopes and full FFT codelet lengths.
+- Added the first explicit subgroup role-local cuFFTDx codelet probe
+  (`Size=8`, `ElementsPerThread=8`, `FFTsPerBlock=32`) and its benchmark. It
+  validates one-warp packet ownership independently of the stage handoff
+  scheduler; it is not yet promoted as a multi-role HybridDataflow lowering.
+- Added an experimental complete two-role cuFFTDx resident adapter for
+  64-point FFTs. Two warp roles use a shared double-buffered packet channel and
+  per-slot ready flags in one launch, with a reproducible batch benchmark;
+  arbitrary stage partitions remain planner work.
+- Exposed the generated two-role adapter as the explicit
+  `FftCore::CufftDxRolePipeline64` processing-unit choice. Plan validation now
+  fills its exact N=64/FP32 mapping defaults, lowering queries report a real
+  multi-role resident execution, and the plan owns the cross-twiddle table
+  used by the packet consumer.
+- Generalized the resident role pipeline around a compile-time `PacketSize`
+  processing-unit point. The generated FP32 V100 family now instantiates
+  packet widths 4, 8, and 16 (complete transforms `N=16,64,256`); packet count,
+  shared-channel capacity, cross-twiddle table size, and normalization are
+  derived from the template. `CufftDxRolePipeline64` remains the 8-point
+  compatibility alias, while the generic point is selectable through
+  `ButterflyConfig::processing_unit_points`.
+
+### Current Evidence Boundary
+
+- GridTiled and the native resident-ready path pass forward correctness on
+  V100; the native path also has explicit inverse smoke coverage.
+- The complete 1,380-execution matrix covers 60 width/length/batch points.
+  Over 57 stable points, its candidate oracle is 1.138x the radix-2 base,
+  1.017x v0.6, and 2.705x one fixed v0.7 resident mapping.
+- DD GridTiled wins all six uint32 `logN=20` batches and the v0.6-compatible
+  mapping wins every other point. The deployed two-branch policy agrees with
+  the measured oracle at 60/60 points with 1.000000x stable regret.
+- Resident-ready remains generated for 10+10 and is retained as an explicit
+  research candidate. The complete matrix does not select it as a default;
+  large-batch resident ownership and the uint64 DD core remain search targets.
+- The phase-specialized DD GridTiled core takes 0.910/4.125/8.213 ms at
+  batch 16/80/160, beating paired v0.6 controls by 1.27x/1.25x/1.26x. The
+  persistent DD variants fall behind at large batch, so work distribution,
+  phase specialization, and physical codelet are now separate search axes.
+- The batch-80 dual-tile control improves one-CTA/SM CooperativePhased from
+  9.525 to 6.499 ms, validating inter-subgraph latency hiding, but remains
+  1.574x Grid time because the reused shared-memory codelet is inefficient at
+  128-thread width. It is an attribution candidate, not a selected default.
+
+## 0.7.0 - 2026-08-26 Hybrid Dataflow Research Baseline
+
+### Added
+
+- Variable logical stage partitions and resident execution-group lowering.
+- Hierarchical readiness, homogeneous warp subgraphs, APPT online/static
+  layouts, packet-shared radix-4, and matched NCU attribution experiments.
+- Frozen research baseline tagged `v0.7.0`; v0.8 retains these points as
+  candidates rather than rewriting their evidence.
+
 ## 0.6.0 - 2026-08-11 General Shapes And Plan API
 
 ### Added
@@ -148,6 +314,15 @@ All notable repository and research-artifact changes are recorded here.
 
 - Host-vector execution now submits through the same stream-aware kernel path
   as the application API and lazily creates its private staging buffers.
+- Added a benchmark-only `--shared-bank-width default|32|64` probe. On the
+  measured V100, an explicit 64-bit request is rejected after the runtime
+  reports fixed 32-bit banks; the valid direct1024 logN14/batch64 point has a
+  0.034652 ms median under the five-trial probe. Bank width is therefore not
+  included as a V100 selector dimension.
+- Added a current-build broad comparison screen covering six butterfly
+  operators at logN10/12/14 and a separate logN20 NTT screen. Results and
+  the publication-grade coverage boundary are recorded in
+  `docs/comprehensive_butterfly_comparison.md`.
 
 ### Current Evidence Boundary
 
diff --git a/CITATION.cff b/CITATION.cff
index 564b082..977fe6e 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -3,11 +3,15 @@ message: "If you use this software or its experimental data, please cite it usin
 title: "cuButterfly: Hardware-Mapped Space-Time Parallelism for Butterfly Computations on GPUs"
 type: software
 authors:
-  - name: "TruNcat3"
+  - given-names: "Teng"
+    family-names: "Wang"
+    email: "wangt635@ustc.edu.cn"
+    affiliation: "High Efficient Intelligent Computing Lab, Suzhou Institute for Advanced Research of USTC, Suzhou, China"
 repository-code: "https://github.com/TruNcat3/cuButterfly"
 url: "https://github.com/TruNcat3/cuButterfly"
-version: 0.6.0
-date-released: 2026-08-11
+version: 0.8.0
+date-released: 2026-09-06
+abstract: "A CUDA research library and artifact for hardware-mapped space-time parallelism across regular layered butterfly computations."
 keywords:
   - butterfly computation
   - GPU
diff --git a/CMakeLists.txt b/CMakeLists.txt
index b679c1e..de3993d 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -4,7 +4,7 @@ if(NOT DEFINED CMAKE_CUDA_ARCHITECTURES)
     set(CMAKE_CUDA_ARCHITECTURES 70 CACHE STRING "CUDA architectures to compile for")
 endif()
 
-project(cuButterfly VERSION 0.7.0 LANGUAGES C CXX CUDA)
+project(cuButterfly VERSION 0.8.0 LANGUAGES C CXX CUDA)
 
 include(GNUInstallDirs)
 include(CMakePackageConfigHelpers)
@@ -47,6 +47,12 @@ set(CUNTT_HYBRID_DATAFLOW_SPEC "${CMAKE_CURRENT_SOURCE_DIR}/config/v100_hybrid_d
     "Generated HybridDataflow NTT design points")
 set(CUBUTTERFLY_RUNTIME_SELECTOR_SUMMARY "${CMAKE_CURRENT_SOURCE_DIR}/results/v100_scaling_full_summary.csv" CACHE FILEPATH
     "Measured scaling summary used to generate runtime selector latency anchors")
+set(CUBUTTERFLY_FFT14_DIRECT_SELECTOR_SUMMARY "${CMAKE_CURRENT_SOURCE_DIR}/results/fft14_dispatch_revalidation/raw.csv" CACHE FILEPATH
+    "Optional focused logN=14 dispatch CSV used to refresh direct-core latency anchors")
+set(CUBUTTERFLY_V08_NTT_SELECTOR_SUMMARY "${CMAKE_CURRENT_SOURCE_DIR}/results/v08_comprehensive_full/summary.csv" CACHE FILEPATH
+    "Measured v0.8 NTT matrix used to generate numeric/length selector anchors")
+set(CUBUTTERFLY_CONFIRMED_SELECTION_SPEC "${CMAKE_CURRENT_SOURCE_DIR}/config/v100_v08_confirmed_selection.json" CACHE FILEPATH
+    "Exact V100 resident butterfly selections confirmed with repeated measurements")
 set(CUNTT_GENERATED_DIR "${CMAKE_CURRENT_BINARY_DIR}/generated")
 set_property(DIRECTORY APPEND PROPERTY CMAKE_CONFIGURE_DEPENDS
     "${CUNTT_DESIGN_SPEC}"
@@ -58,6 +64,9 @@ set_property(DIRECTORY APPEND PROPERTY CMAKE_CONFIGURE_DEPENDS
     "${CUBUTTERFLY_FFT_DISPATCH_SPEC}"
     "${CUNTT_HYBRID_DATAFLOW_SPEC}"
     "${CUBUTTERFLY_RUNTIME_SELECTOR_SUMMARY}"
+    "${CUBUTTERFLY_FFT14_DIRECT_SELECTOR_SUMMARY}"
+    "${CUBUTTERFLY_V08_NTT_SELECTOR_SUMMARY}"
+    "${CUBUTTERFLY_CONFIRMED_SELECTION_SPEC}"
     "${CMAKE_CURRENT_SOURCE_DIR}/config/v100_comprehensive_suite.json"
     "${CMAKE_CURRENT_SOURCE_DIR}/config/v100_scaling_space.json"
     "${CMAKE_CURRENT_SOURCE_DIR}/config/v100_scaling_suite.json"
@@ -151,6 +160,9 @@ endif()
 execute_process(
     COMMAND "${Python3_EXECUTABLE}" "${CMAKE_CURRENT_SOURCE_DIR}/scripts/generate_runtime_selector.py"
             --summary "${CUBUTTERFLY_RUNTIME_SELECTOR_SUMMARY}"
+            --fft14-direct-summary "${CUBUTTERFLY_FFT14_DIRECT_SELECTOR_SUMMARY}"
+            --v08-ntt-summary "${CUBUTTERFLY_V08_NTT_SELECTOR_SUMMARY}"
+            --confirmed-selection "${CUBUTTERFLY_CONFIRMED_SELECTION_SPEC}"
             --header "${CUNTT_GENERATED_DIR}/generated_runtime_selector.hpp"
     RESULT_VARIABLE CUBUTTERFLY_RUNTIME_SELECTOR_RESULT
     ERROR_VARIABLE CUBUTTERFLY_RUNTIME_SELECTOR_ERROR)
@@ -176,6 +188,7 @@ add_library(cuntt STATIC
     src/butterfly.cu
     src/butterfly_reference.cpp
     src/general_kernels.cu
+    src/butterfly_performance_model.cpp
     src/mapping_selector.cpp
     src/ntt.cu
     src/reference.cpp)
@@ -252,6 +265,18 @@ add_executable(cubutterfly_bench apps/cubutterfly_bench.cpp)
 target_link_libraries(cubutterfly_bench PRIVATE cuntt)
 target_compile_options(cubutterfly_bench PRIVATE -Wall -Wextra -Wpedantic)
 
+if(CUBUTTERFLY_ENABLE_CUFFTDX)
+    add_executable(cufftdx_role_codelet_bench apps/cufftdx_role_codelet_bench.cpp)
+    target_link_libraries(cufftdx_role_codelet_bench PRIVATE cuntt)
+    target_include_directories(cufftdx_role_codelet_bench PRIVATE ${CMAKE_CURRENT_SOURCE_DIR}/src)
+    target_compile_options(cufftdx_role_codelet_bench PRIVATE -Wall -Wextra -Wpedantic)
+
+    add_executable(cufftdx_role_pipeline64_bench apps/cufftdx_role_pipeline64_bench.cpp)
+    target_link_libraries(cufftdx_role_pipeline64_bench PRIVATE cuntt)
+    target_include_directories(cufftdx_role_pipeline64_bench PRIVATE ${CMAKE_CURRENT_SOURCE_DIR}/src)
+    target_compile_options(cufftdx_role_pipeline64_bench PRIVATE -Wall -Wextra -Wpedantic)
+endif()
+
 add_executable(cubutterfly_plan_bench apps/cubutterfly_plan_bench.cpp)
 target_link_libraries(cubutterfly_plan_bench PRIVATE cuntt)
 target_compile_options(cubutterfly_plan_bench PRIVATE -Wall -Wextra -Wpedantic)
@@ -278,7 +303,7 @@ if(CUBUTTERFLY_ENABLE_TURBOFFT)
 endif()
 
 add_executable(cuntt_hardware_microbench apps/hardware_microbench.cu)
-target_link_libraries(cuntt_hardware_microbench PRIVATE CUDA::cudart)
+target_link_libraries(cuntt_hardware_microbench PRIVATE CUDA::cudart stdc++)
 target_compile_options(cuntt_hardware_microbench PRIVATE $<$<COMPILE_LANGUAGE:CUDA>:-Xcompiler=-Wall,-Wextra>)
 
 if(CUBUTTERFLY_ENABLE_VKFFT)
@@ -351,6 +376,12 @@ if(BUILD_TESTING)
     add_test(NAME ntt_partition_space
              COMMAND "${Python3_EXECUTABLE}" -m pytest -q
                      "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_ntt_partition_space.py")
+    add_test(NAME v08_comprehensive_analysis
+             COMMAND "${Python3_EXECUTABLE}" -m pytest -q
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_v08_comprehensive.py")
+    add_test(NAME v08_selector_holdout_analysis
+             COMMAND "${Python3_EXECUTABLE}" -m pytest -q
+                     "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_v08_selector_holdout.py")
     add_test(NAME stage_count_space
              COMMAND "${Python3_EXECUTABLE}" -m pytest -q
                      "${CMAKE_CURRENT_SOURCE_DIR}/tests/test_stage_count_space.py")
@@ -528,6 +559,12 @@ install(TARGETS cuntt
     LIBRARY DESTINATION "${CMAKE_INSTALL_LIBDIR}"
     RUNTIME DESTINATION "${CMAKE_INSTALL_BINDIR}")
 install(DIRECTORY include/cuntt include/cubutterfly DESTINATION "${CMAKE_INSTALL_INCLUDEDIR}")
+install(PROGRAMS
+    scripts/initialize_hardware_profile.py
+    scripts/check_hardware_profile.py
+    DESTINATION "${CMAKE_INSTALL_BINDIR}")
+install(FILES configs/hardware/gpu_profile_template.json
+    DESTINATION "${CMAKE_INSTALL_DATADIR}/cuButterfly/hardware")
 
 configure_package_config_file(
     "${CMAKE_CURRENT_SOURCE_DIR}/cmake/cuButterflyConfig.cmake.in"
diff --git a/LICENSE b/LICENSE
index 862b7d9..4828e30 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,6 +1,7 @@
 BSD 3-Clause License
 
-Copyright (c) 2026, TruNcat3
+Copyright (c) 2026 Teng Wang, High Efficient Intelligent Computing Lab,
+Suzhou Institute for Advanced Research of USTC
 All rights reserved.
 
 Redistribution and use in source and binary forms, with or without
diff --git a/README.md b/README.md
index 3a955b1..ac3e417 100644
--- a/README.md
+++ b/README.md
@@ -1,523 +1,174 @@
 # cuButterfly
 
-**Hardware-mapped space-time parallelism for butterfly computations on GPUs.**
+**Hardware-mapped space-time parallelism for regular butterfly computations on GPUs.**
 
 [![Repository checks](https://github.com/TruNcat3/cuButterfly/actions/workflows/repository-checks.yml/badge.svg)](https://github.com/TruNcat3/cuButterfly/actions/workflows/repository-checks.yml)
-[![Release](https://img.shields.io/github/v/release/TruNcat3/cuButterfly)](https://github.com/TruNcat3/cuButterfly/releases/latest)
 [![License](https://img.shields.io/badge/license-BSD--3--Clause-blue.svg)](LICENSE)
 
-cuButterfly is a CUDA research prototype for mapping regular layered transforms
-onto a GPU. Its central observation is that FFT, NTT, FWHT, and subset/superset zeta differ
-in arithmetic but expose the same two-dimensional scheduling problem: many
-independent data groups must pass through an ordered sequence of butterfly
-stages. The project describes how both dimensions are unfolded in space and
-time, then selects the concrete CUDA realization from the target hardware.
-
-The repository contains working kernels, CPU references, a generated
-processing-unit boundary, same-machine library comparisons, Nsight profiling
-scripts, and the raw CSV data used in the reports. It is a research artifact,
-not a drop-in replacement for cuFFT or a production cryptography library.
-
-The v0.6 API adds a CUDA-library-style C plan surface, exact
-non-power-of-two FFT/compatible NTT lowering, explicit power-of-two embedding,
-rank-two axis mapping, caller-owned workspace, static application profiles,
-one-time measured tuning, and exact-key cache reuse. See the
-[C Plan API](docs/c_api.md) and [General Shape Mapping](docs/general_shapes.md).
-The [general-shape comparison](docs/general_shape_results.md) records both the
-initial unfused lowering and the new composition selector. Exact packed FFT
-now selects direct cuFFT at parity, while modular NTT and embedded operators
-reuse selected physical cores. Composition boundaries are reported explicitly:
-contiguous output removes scatter, selected warp-register FWHT also fuses
-logical input and zero fill, and all other paths retain their documented
-materialized boundary.
-Contiguous embedded outputs also bypass the final scatter and expose that
-choice as `+direct-output` in the selected algorithm name.
-Generated FP32 warp-register FWHT can also consume the logical input and
-synthesize its zero tail inside the physical kernel. This one-kernel lowering
-is exposed as `+fused-input`; unsupported or measured-slower combinations keep
-the explicit pack path.
-The complete release boundary is summarized in the
-[v0.6 Implementation Status](docs/v0.6_implementation_status.md).
-
-The current research line also implements the APPT static boundary for the
-`logN=20, 7+7+6` register-tail NTT. Tail CTAs publish a searched XOR layout;
-compatible plans can consume it directly, while resident writer CTAs convert
-it to natural order inside the same cooperative launch. The mapping formula,
-three-role execution, preliminary V100 results, and reproduction commands are
-documented in [APPT Static Layout and Online Writer](docs/appt_static_layout.md).
-
-## Why This Design
-
-A fast butterfly kernel needs more than a fast butterfly instruction. It must
-decide which independent values execute together, how long dependent stages
-remain on chip, how values move between lanes or warps, and which layout the
-next stage group consumes. If those decisions are embedded in one arithmetic
-core, every new operator, precision, length, or GPU requires another isolated
-kernel design.
-
-cuButterfly instead keeps two layers separate. The **mapping layer** organizes
-the dependency graph and owns parallel placement, temporal reuse, residence,
-synchronization, and layout. The **processing-unit layer** implements a local
-stage group using an appropriate radix, modular core, register hierarchy,
-cuFFTDx block, or WMMA candidate. A stronger local unit can therefore be added
-to the search space without changing the architecture model.
-
-## Mapping Model
-
-Let `D` be independent data work and `S` be ordered stage work. The fundamental
-factorization is:
+cuButterfly is a CUDA research library and reproducible artifact for FFT, NTT,
+FWHT, structured 2x2, and subset/superset zeta transforms. The project studies
+an architecture mapping problem rather than one fixed kernel: the same layered
+butterfly graph is unfolded across data and stage dimensions, then lowered to a
+hardware-appropriate processing unit.
+
+> **Release status:** v0.8 is a temporarily frozen V100 research baseline. It
+> is suitable for reproducing the documented experiments and extending the
+> mapping space. Cross-GPU calibration remains future work.
+
+## Core Idea
+
+The mapping layer and the arithmetic core are deliberately separate:
 
 ```text
-D = Ud * Td       data-space replication x data-time reuse
-S = Us * Ts       stage-space service     x stage-time reuse
+layered graph
+    |  data-space/time + stage-space/time unfolding
+    v
+architecture mapping (residence, pipeline, layout, ownership)
+    |  processing-unit selection and lowering contract
+    v
+radix / modular / warp / cuFFTDx / generated local core
+    |  hardware profile + measured performance model
+    v
+selected plan for (GPU, operator, precision, length, batch, layout)
 ```
 
-`Ud` and `Us` spend hardware to expose work concurrently. `Td` and `Ts` reuse
-that hardware across logical positions. Batch supplies more independent work
-to `D`; implementation fields `Ub` and `Tb` can refine its scheduling but do
-not create a third dependency dimension. None of these factors is a fixed tile
-constant: register capacity, shared memory, warp and barrier behavior, SM count,
-cache, and memory service determine the useful values on each GPU.
-
-The HybridDataflow realization additionally exposes `Ur`, the number of
-consecutive stages fused inside one register-resident role. `Ur` refines the
-physical implementation of `Us`; it is not a fifth architecture dimension.
-Increasing it replaces shared role edges with register/shuffle exchange and
-reassigns the released stage warps to independent `Td` tokens.
-`Ti` independently controls whether multiple token states are alternated
-stage-by-stage inside a warp. Keeping `Ti` distinct from packet depth lets the
-generator measure instruction interleaving without conflating it with `Td`
-packet-boundary amortization.
-Measured V100 defaults are generated from the target manifest. The resolved
-plan reports either `hybrid-dataflow-generated-static-table` or
-`hybrid-dataflow-resource-fallback`, so table coverage is visible to callers.
-
-![cuButterfly concept: a regular butterfly graph is factorized in space and time, combined with a GPU profile and replaceable processing units, and calibrated by measured counters.](figures/cubutterfly_concept.svg)
-
-The editable Graphviz source is
-[`figures/cubutterfly_concept.dot`](figures/cubutterfly_concept.dot).
-
-The diagram is a mapping chain, not a fixed kernel template. Data-space
-unfolding primarily determines grid, CTA, and warp placement. Data-time and
-stage-time unfolding create reuse, whose live state is placed in registers or
-shared memory according to visibility and capacity. Stage-space unfolding
-requires an explicit transport such as shuffle, shared memory, or a barrier.
-The chosen processing unit consumes that schedule. When the next stage group
-needs another ownership or layout, its output store performs an online reorder
-or a global handoff.
-
-For hierarchical NTT, logical decomposition and physical materialization are
-separate axes. `stage_partition` defines `M` reusable logical subgraphs;
-`resident-fused` edges lower adjacent subgraphs into `G` physical execution
-groups. Workspace and global traffic then scale with `G-1`, while the public
-configuration retains `M` for architecture-level analysis and uses
-`execution_group_mappings` to select each physical codelet.
-
-The matched V100 version matrix shows why both layers matter. Lowering four
-logical subgraphs into two resident physical groups improves the former
-full-scratch v0.7 path by 3.598x geometric mean. When both versions use the
-same generated 10+10 physical core they agree within 0.66%. The controlled
-M/G candidates reach 0.394x v0.6-best across 30 precision/length/batch points
-because 6--9-stage execution groups still use a generic descriptor core. This
-is a lowering ablation, not the complete v0.7 selector; previously optimized
-HybridDataflow and packet-shared cores are excluded. See
-[`docs/resident_v06_comparison.md`](docs/resident_v06_comparison.md).
-
-Temporal reuse does not mean that all values always remain in registers, and a
-single CUDA source kernel does not provide ordinary CTAs with a grid-wide
-barrier. Thread-private state uses registers, CTA-visible state uses shared
-memory, and a global boundary is retained only where dependency scope or
-capacity requires it. Similarly, online reordering is fused with a required
-handoff but is not assumed free; address work, coalescing, and shared-bank
-behavior are part of measurement and selection.
-
-The [Design Overview](docs/design_overview.md) derives the four factors and
-their execution semantics. [Hardware Mapping
-Methodology](docs/hardware_mapping_methodology.md) gives the resource equations
-and counter-driven selection procedure, while [Complete Butterfly Design
-Space](docs/butterfly_design_space.md) specifies the full mapping descriptor:
-
-Search candidates also carry portable residency features derived from the
-target GPU and compiled core: temporal state/thread, allocated registers and
-shared bytes/CTA, resource-specific CTA limits, resident warps, occupancy upper
-bound, grid waves, limiting resource, and adjacent-point resource cliffs. Only
-hardware-infeasible points are pruned automatically; a cliff triggers nearby
-`Td`, decomposition, thread/EPT, and processing-unit alternatives.
+The four primary factors are:
 
 ```text
-M = (Us, Ts, Ud, Td, Ub, Tb, Hs, Rs, Rd, Rb, L, F, Q)
+data work   D = Ud * Td       stage work   S = Us * Ts
+Ud, Us: spatial replication;  Td, Ts: temporal reuse
 ```
 
-## Implemented Scope
-
-The `research/v0.7.0-hybrid-dataflow` line contains explicit NTT research
-backends. `HybridDataflow` keeps a complete transform in one CTA and has no
-global intermediate. `HierarchicalBarrier` preserves the v0.6 two-layer
-cooperative implementation and its grid-wide phase boundary.
-`HierarchicalDataflow` is the v0.7 readiness-driven implementation: a variable
-stage partition maps fixed-size subgraphs to interleaved persistent CTA roles,
-and each producer publishes one counter per dependency wave. Its generic V100
-mapping executes eight warp-local subgraphs per 256-thread CTA; the generated
-`logN=20` `10+10` point reuses the mature resident radix-4 core. An explicit
-generated `7+7+6` point adds a true single-transform dependency wave and makes
-units per CTA, role weights, and residency independent search dimensions. It
-currently validates the architecture but does not outperform the mature path.
-The homogeneous `10+10` template now also exposes 1024-point-per-warp and
-256-point-per-warp physical cores. The smaller warp tile is consistently
-faster, but currently reaches only 0.305x--0.571x v0.6 throughput because its
-radix-2 instruction stream and strided edge accesses outweigh the reduced
-barrier scope. This is a physical-core result, not a rejection of the four-axis
-schedule; the next candidate combines warp ownership with radix-4/8 execution
-and a coalesced static writer.
-The first APPT-style static writer is now generated: it batches word-size-aware
-row packets, XOR-swizzles the shared transpose, and fills complete 32-byte
-sectors at both graph edges. Without changing the radix-2 arithmetic, this
-improves the warp256 core by 1.12x--1.81x and raises batch-16 throughput to
-0.514x/0.547x v0.6 for uint32/uint64. This isolates layout as a real recovered
-cost; arithmetic-core instruction efficiency remains the next boundary.
-The follow-up static-IO core also coalesces producer input and moves consumer
-bit reversal into shared memory. Row-packet width remains a generated
-`data_space` parameter, while the physical shared layout is selected jointly
-with word width. Packet-wide XOR cuts matched shared conflicts by about 3--4x;
-a uint32 four-row specialization then uses row-major bank skew to reduce the
-kernel from 172 to 164 registers and restore three CTAs/SM. With measured role
-weights it reaches 0.837x/0.831x/0.822x v0.6 at batch 1/4/16. Uint64 continues
-to select the full XOR-AoS packet at 0.573x--0.631x. The remaining boundary is
-physical-core latency hiding rather than a universal radix replacement:
-confirmation NCU reports zero shared-store conflicts and only 7.44% barrier
-stall, but 164 registers leave 12 resident warps versus v0.6's 32 and
-fixed-latency wait stall remains 18.46%. The next generated cores therefore
-screen 128/64 points per warp with radix-4/8 as an internal codelet choice.
-That occupancy screen now reaches four 128-thread CTAs/SM without local memory,
-but only 0.680x/0.659x v0.6 throughput at uint32 batch 16, below the 256-point
-core's 0.804x. Smaller state alone is therefore not enough: the next generated
-core separates prefix and merge warps so independent rows overlap instead of
-rendezvousing after every prefix.
-The selectable `appt-pipeline` core implements the stricter four-axis mapping:
-warp stages form one fixed physical subgraph, register-resident tokens stream
-between adjacent roles, and the same roles are reused across stage-time folds.
-Fold boundaries use an online token-major permutation inside the same
-cooperative kernel. This exposes `Us`, `Td`, role-stage fusion, channel depth,
-and CTA residency as measured design dimensions instead of fixed CTA roles.
-The `appt-online` candidate specializes the V100 `logN=20,7+7+6` dependency
-graph into three concurrent CTA roles. It publishes reordered packet groups
-directly to the next fold and removes fold-wide drain/transpose barriers; it
-uses two N-sized boundary buffers and remains an explicit research option.
-The schedule now has a family of interchangeable physical subgraph cores.
-`appt-online` uses warp-register radix-2 exchange and
-`appt-online-radix4` uses a CTA-resident shared-memory radix-4 codelet. Three
-tail-fusion points expose the occupancy/traffic tradeoff directly:
-`fused-tail` removes state2 with a 64-row tile, `split-tail` restores residency
-with a half-size global handoff, and `register-tail` keeps a 32-row tile while
-retaining the closed low half across shared memory and registers. On V100 the
-register-tail point is the fastest online core in all tested 32/64-bit,
-batch-1/4 cases, reaching 0.664x--0.732x v0.6 throughput at batch 1 and
-0.470x--0.625x at batch 4. Its local coefficient tree is loaded once per CTA
-instead of once per row and is preserved across both dependency-closed tail
-halves. It is a substantial physical-core improvement, not
-yet a replacement for the mature resident 10+10 implementation. Core choice,
-resource budget, and role service weights are searched jointly; see
-[`results/appt_tail_cores/analysis.md`](results/appt_tail_cores/analysis.md).
-Per-fold `segment-data-space` values also select 1/2/4-way online publication
-microgroups, so boundary coalescing and final-output coalescing can be searched
-independently rather than being tied to one kernel-wide tile.
-See [Hybrid Dataflow NTT](docs/hybrid_dataflow_ntt.md) and [Hierarchical
-Dataflow NTT](docs/hierarchical_dataflow_ntt.md).
-
-| Operator | Numeric forms | Processing-unit candidates | Mapping families |
-|:--|:--|:--|:--|
-| NTT | 32/64-bit words, compatible primes below `2^63` | radix-2/4/8, Shoup, Barrett, fused coset twiddles | baseline, local tile, Hybrid2D, compact stage, stage pipeline, experimental resident hybrid dataflow |
-| FFT | FP16/BF16 storage with native or FP32 accumulation, FP32, FP64, legacy FP16/FP32 WMMA | radix-2/4/8, four-multiply, Gauss-3, thread/CTA/WMMA DFT8, FP32/FP64 cuFFTDx | temporal tile, hierarchical, online reorder, warp hybrid, stage pipeline |
-| FWHT | FP16/BF16 storage with native or FP32 accumulation, FP32, FP64 | radix-2/4/8, shared and warp-register exchange | temporal tile, hierarchical, online reorder, warp hybrid, stage pipeline |
-| Subset/superset zeta and Mobius | uint32 | asymmetric radix-2/4/8 | temporal tile, hierarchical, online reorder, warp hybrid, stage pipeline |
-| Structured 2x2 | FP16/BF16 storage with native or FP32 accumulation, FP32, FP64 stage matrices | parameterized radix-2/4/8; generated FP32 warp-register matrix core | temporal tile, hierarchical, online reorder, warp hybrid, stage pipeline |
-
-The historical `xor-zeta` API name is retained as a compatibility spelling for
-its original subset-zeta behavior. See the [Operator
-Catalog](docs/operator_catalog.md) for exact semantics and expansion priorities.
-
-The C++ kernel-level API covers power-of-two lengths. The unified C plan API
-also covers exact non-power-of-two FP32/FP64 FFT, compatible uint64 NTT,
-explicit power-of-two embedding for every operator, and rank-two axis
-composition. Batches, forward/inverse execution, normalization,
-in-place/out-of-place placement, padded batches, and strided elements are
-covered where listed in the [Feature Matrix](docs/cubutterfly_feature_coverage.md).
-Unsupported generated combinations fail explicitly rather than falling back to
-another core.
-
-## Selected V100 Results
-
-All values below are resident kernel times measured on one Tesla
-V100-SXM2-16GB with CUDA 11.8. Each comparison matches the documented shape,
-precision, direction, layout, and warmup protocol. Ratios above `1.0x` mean
-cuButterfly has higher throughput. They must not be generalized to other GPUs.
-For the latest controlled cross-workload protocol and its complete evidence
-boundary, use the [V100 Comprehensive Results](docs/comprehensive_v100_results.md);
-the [V100 Research Status](docs/research_status.md) separates closed claims,
-negative results, remaining work, and the cross-GPU TODO;
-the focused rows below retain their original experiment protocols. The newer
-[orthogonal length/batch scan](docs/v100_scaling_results.md) shows that parity
-is shape-dependent: the best processing unit and the relative library result
-can change as batch exposes additional hardware concurrency.
-The measured [FFT pipeline generator](docs/fft_pipeline_generator.md) turns
-that observation into a processing-unit, mapping, and runtime-dispatch flow.
-Its FFT lowering now treats logical decomposition count and physical execution
-group count as independent parameters: adjacent logical segments can be fused
-without forcing an intermediate global-memory pass.
-The [numeric-regime study](docs/next_phase_numeric_regimes.md) adds FP16/BF16
-accumulation and integer controls. Its 736-case quick screen confirms that the
-best mapping changes with numeric semantics; full-protocol follow-ups and NCU
-then separate stable length transitions from unstable batch boundaries. The
-quick rows guide focused measurement rather than extend the cross-library
-claims below. The resulting
-[piecewise selector](results/v100_numeric_piecewise_report.md) safely
-auto-selects a measured stable subset (27.74% leave-one-batch-out coverage,
-1.00013x geometric-mean and 1.01112x worst regret) and explicitly requests a
-short measurement outside that subset.
-
-The current [v0.6/v0.7 comprehensive comparison](docs/v06_v07_comprehensive_comparison.md)
-separates mapping-search gain, generation-to-generation position, and external-
-library position. The final ten-shape library matrix reaches 1.019x cuFFT,
-1.052x Dao FHT, and 1.314x archived GPU-NTT throughput by operator geometric
-mean. The refreshed matched 18-shape NTT matrix shows that the resident radix-4
-v0.7 point improves the original streamed radix-2 base by 4.760x and reaches
-1.028x of v0.6-search throughput overall. It is 2.127x faster for uint64
-`logN=10`, but reaches only 0.785x/0.651x for uint32/uint64 `logN=12`; the
-remaining boundary is length- and residency-dependent. These are representative
-single-V100 results, not all-precision or universal claims.
-
-### Same-Machine Library Comparisons
-
-| Workload | cuButterfly | Reference | Throughput ratio | Evidence |
-|:--|--:|--:|--:|:--|
-| FP32 DFT8, `2^22` total points | 0.093420 ms | cuFFT 0.086323 ms | 0.924x | generated CTA DFT8 |
-| FP32 FFT, `logN=12`, `2^22` total points | 0.088934 ms | cuFFT 0.089989 ms | 1.012x | contiguous cuFFTDx direct unit |
-| FP32 FFT, `logN=14`, `2^22` total points | 0.131543 ms | cuFFT 0.135383 ms | 1.029x | contiguous cuFFTDx direct unit |
-| FP32 FFT, `logN=18`, `2^22` total points | 0.195942 ms | cuFFT 0.211098 ms | 1.077x | vectorized `9+9`, 256/256-thread dimensions |
-| FP32 FFT, `logN=20`, `2^22` total points | 0.214733 ms | cuFFT 0.210330 ms | 0.979x | vectorized `10+10`, batch-selected dimensions |
-| FP64 FFT, `logN=16`, batch 64 | 0.339364 ms | cuFFT 0.343040 ms | 1.011x | remapped FP64 cuFFTDx `8+8`, recurrence, XOR prefix |
-| FP64 FFT, `logN=18`, batch 16 | 0.354877 ms | cuFFT 0.421970 ms | 1.189x | FP64 cuFFTDx `9+9`, independently mapped dimensions |
-| FP32 FWHT, `logN=8` | 0.043131 ms | Dao FHT 0.043172 ms | 1.001x | integrated register unit |
-| FP32 FWHT, `logN=15` | 0.069243 ms | Dao FHT 0.063949 ms | 0.924x | register-pressure boundary |
-| 60-bit NTT, `logN=16`, natural order | 0.274104 ms | GPU-NTT 0.291133 ms | 1.062x | fused Hybrid2D |
-| 60-bit NTT, `logN=20`, native bit-reversed | 0.341320 ms | GPU-NTT 0.396186 ms | 1.161x | compact-stage mapping |
-
-### General-Shape Composition
-
-These v0.6 rows time the complete logical-input resident composition, not only
-the selected power-of-two core:
-
-| Workload | Initial composition | Selected composition | Result |
-|:--|--:|--:|:--|
-| exact FP32 FFT `N=1000,batch=64` | 0.02622 ms Bluestein | 0.00427 ms direct cuFFT | 0.998x matching cuFFT; processing-unit abstention |
-| exact rank-2 FP32 FFT `30x50,batch=64` | 0.07993 ms Bluestein | 0.00981 ms direct cuFFT | 1.000x matching cuFFT; processing-unit abstention |
-| embedded FP32 FWHT `32767 -> 32768,batch=256` | 0.73772 ms | **0.11759 ms** | 6.27x composition gain; within 1.01x of pre-padded Dao core |
-| embedded FP32 FWHT `255 -> 256,batch=65536` | 0.60309 ms | **0.16511 ms** | 3.65x composition gain |
-
-The FFT rows deliberately reuse the vendor exact-length unit and therefore do
-not claim to outperform cuFFT. See [General-Shape V100 Selection
-Results](docs/general_shape_results.md) for NTT, zeta, Structured, boundary,
-workspace, and raw-trial details.
-
-The generated local core, fused physical grouping, and vectorized two-pass
-composition bring the selected long FFT shapes to 95.4%-108.5% of cuFFT.
-Whole-transform cuFFTDx
-units at `logN=11..14` isolate the local-unit ceiling: the contiguous paths at
-`logN=11,12,14` reach 1.006x, 1.012x, and 1.029x cuFFT throughput, while
-`logN=13` reaches 0.965x. Independently tuning the two long-transform dimensions
-also raises `logN=18` from 0.881x in the fixed-512 mapping experiment to 1.070x.
-Processing-unit granularity and each dimension's CTA shape are therefore explicit
-hardware-mapping axes rather than fixed properties of the paradigm.
-The pre-address-optimization FP64 counter capture shows recurrence reduces prefix replay
-time by 17.5% and raises its DRAM utilization from 60.2% to 72.9% by trading
-8.4% more FP64 instructions for 6.9% fewer warp instructions. The suffix is
-unchanged. XOR-swizzling the same-capacity prefix layout then cuts its shared
-conflicts by 53.5% and replay time by 5.3%, raising DRAM utilization to 77.0%.
-The path was within 1.8% of cuFFT replay, but still executed 2.19x its warp
-instructions and incurred about 100x its shared conflicts. Hoisting invariant
-global addresses and advancing swizzled shared pointers by compile-time strides
-then lowers CUDA-event time from 0.353526 ms to 0.342098 ms, matching cuFFT at
-1.002x throughput. Updated counters confirm a 26.8% reduction in prefix warp
-instructions and an 8.3% reduction in prefix replay versus the pre-optimization
-XOR kernel. Total replay is 2.5% below cuFFT even though the path still executes
-1.83x its warp instructions, 3.62x its integer instructions, and about 114x its
-shared conflicts. See
-[FP64 NCU Attribution](results/ncu_fp64_fft/analysis.md).
-
-The FP64 online unit now covers two-segment `logN=14..18` compositions rather
-than only `8+8`. A 648-point V100 scan independently selects decomposition and
-both CTA/EPT dimensions. Across the 25 length/batch shapes above the 0.020-ms
-timing floor, cuButterfly has higher median throughput in 20 and non-overlapping
-faster trial ranges in 19. See [FP64 robustness](results/fp64_robustness_batch_analysis.md).
-
-### Online Reorder at `logN=20`
-
-| Operator | Hierarchical | Online reorder | Speedup |
-|:--|--:|--:|--:|
-| FWHT FP32 | 0.488264 ms | 0.319795 ms | 1.527x |
-| FFT FP32 | 1.199616 ms | 0.640174 ms | 1.874x |
-| FFT FP32, cuFFTDx core | 1.199616 ms | 0.235971 ms | 5.084x |
-| XOR-zeta uint32 | 0.487004 ms | 0.319519 ms | 1.524x |
-
-The permutation is fused into an already-required boundary store. It is not
-assumed free: the destination transaction pattern and suffix residency are
-measured separately. See [Experimental Results](docs/experiments.md) and the
-[raw results directory](results/).
-
-Targeted [V100 counter attribution](docs/v100_ncu_attribution.md) shows why
-occupancy alone is insufficient: the long online FFT paths expose as many or
-more active warps than cuFFT, but execute 1.60x-2.00x the warp instructions and
-about 9.4x-9.5x the shared-memory bank conflicts at the measured large-batch
-points. The mapping method therefore separates grid coverage, residency, and
-useful work per resident warp.
+They are workload- and hardware-dependent parameters, not fixed tile sizes.
+Residence, boundary layout, synchronization, physical execution groups, and
+the local processing unit are additional explicit design-space dimensions.
+The conceptual figure is available as
+[`figures/cubutterfly_concept.svg`](figures/cubutterfly_concept.svg), with
+editable Graphviz source in
+[`figures/cubutterfly_concept.dot`](figures/cubutterfly_concept.dot).
+
+## What Is Frozen In v0.8
+
+| Area | Current evidence boundary |
+|:--|:--|
+| Architecture | v0.6-compatible GridTiled mappings, resident physical groups, mixed-dataflow roles, and independent processing-unit lowering are represented explicitly. |
+| Operators | FFT, NTT, FWHT, Structured 2x2, subset/superset zeta, and legacy xor-zeta paths are implemented with documented contracts. |
+| Selection | V100 confirmed cells are compiled into the runtime selector; exact measured cells report `confirmed-median`, while uncovered cells fall back to calibrated/model behavior. |
+| Performance | Many non-FFT resident points exceed the mature v0.6 path. FFT reaches cuFFT parity or better for selected shapes, while saturated long-batch FFT points remain below cuFFT. |
+| Portability | V100 is the only fully measured GPU. A100/H100/RTX and other cards are placeholders, not performance claims. |
+
+Representative long-FFT three-way results are shown below; ratios above 1 mean
+cuButterfly has lower kernel time than cuFFT.
+
+| Shape | v0.6 (ms) | v0.8 (ms) | cuFFT (ms) | v0.8/cuFFT |
+|:--|--:|--:|--:|--:|
+| FP32 logN18, batch 2 | 0.029778 | 0.029819 | 0.031683 | 1.063x |
+| FP32 logN18, batch 64 | 0.812708 | 0.769270 | 0.707174 | 0.919x |
+| FP32 logN20, batch 2 | 0.119460 | 0.119972 | 0.121467 | 1.012x |
+| FP32 logN20, batch 16 | 0.827249 | 0.767611 | 0.724091 | 0.943x |
+
+These are matched V100 measurements, not universal claims. The complete
+protocol, external-baseline coverage, raw CSV paths, and limitations are in
+the [v0.8 release overview](docs/release_v08.md).
 
 ## Quick Start
 
-Requirements: Linux, CMake 3.20+, a C++17 compiler, and the CUDA Toolkit.
-The default build targets `sm_70`; set the architecture for another GPU.
+Requirements: Linux, CMake 3.20+, C++17, CUDA Toolkit 11.8 or a compatible
+toolchain, and a GPU architecture supported by the selected build.
 
 ```bash
 git clone https://github.com/TruNcat3/cuButterfly.git
 cd cuButterfly
-
 cmake -S . -B build \
   -DCMAKE_BUILD_TYPE=Release \
   -DCMAKE_CUDA_COMPILER=/usr/local/cuda-11.8/bin/nvcc \
   -DCMAKE_CUDA_ARCHITECTURES=70
 cmake --build build -j
-cmake --build build --target test
+ctest --test-dir build --output-on-failure
 ```
 
-Install and link from another CMake project:
+Run a verified workload:
 
 ```bash
-cmake --install build --prefix "$HOME/.local"
-```
-
-```cmake
-find_package(cuButterfly CONFIG REQUIRED)
-target_link_libraries(my_app PRIVATE cuButterfly::cuButterfly)
-```
-
-`ButterflyPlan` and NTT `Plan` accept caller-owned device pointers, CUDA
-streams, and optional external workspaces through allocation-free
-`execute_async` calls. Start with the [Programming
-Guide](docs/programming_guide.md), [C++ API
-Reference](docs/api_reference.md), and build-checked [Examples](docs/examples.md).
-The [Capability and Compatibility Matrix](docs/support_matrix.md) distinguishes
-compiled support from V100-calibrated automatic selection.
-
-Setting `auto_select = true` resolves a covered semantic workload to a measured
-V100 mapping and exposes the decision through `plan.selection()`. The selector
-fails outside its calibrated hardware and semantic range; see [Runtime Mapping
-Selector](docs/runtime_selector.md).
-
-Run representative verified workloads:
+./build/cubutterfly_bench --operator fwht --backend temporal-tile \
+  --local-exchange warp-register --precision fp32 \
+  --logN 15 --batch 128 --verify
 
-```bash
-# NTT: V100 Hybrid2D mapping
 ./build/cuntt_bench --logN 16 --batch 64 --backend hybrid2d \
   --compute-unit radix4 --cross-twiddle fused --verify
+```
 
-# FWHT: generated warp-register processing unit
-./build/cubutterfly_bench --operator fwht --backend temporal-tile \
-  --local-exchange warp-register --precision fp32 \
-  --logN 15 --batch 128 --verify
+For the public plan API, device-pointer integration, workspace ownership,
+selection logs, and supported combinations, start with:
 
-# Structured 2x2: same generated transport, arbitrary stage matrix
-./build/cubutterfly_bench --operator structured-2x2 --backend temporal-tile \
-  --local-exchange warp-register --precision fp32 \
-  --stage-matrix 1,0.25,-0.5,1 --logN 12 --batch 1024 --verify
+- [Getting Started](docs/getting_started.md)
+- [Programming Guide](docs/programming_guide.md)
+- [C Plan API](docs/c_api.md)
+- [Capability Matrix](docs/support_matrix.md)
 
-# FFT: generated CTA DFT8 mapping
-./build/cubutterfly_bench --operator fft --backend temporal-tile \
-  --fft-core cta-dft8 --precision fp32 --compute-unit radix8 \
-  --tile-threads 32 --logN 3 --batch 524288 --verify
+For a new machine, use the [Hardware Profile Initialization](docs/hardware_profile_install.md)
+flow after selecting the CUDA architecture. It automatically measures local
+GPU service rates and writes a device-specific model table; do not copy the
+V100 table to another GPU.
 
-# Inspect the compiled capability matrix
-./build/cubutterfly_bench --list-capabilities
-```
+## Documentation
 
-Detailed build, API, benchmark, profiler, and data-reduction commands are in
-[Getting Started](docs/getting_started.md) and
-[Reproducibility](docs/reproducibility.md).
+The [documentation index](docs/README.md) separates four reading paths:
 
-If several CUDA toolkits are installed, explicitly select the intended `nvcc`.
-CUDA 11.5 with GCC 11 is not a supported toolchain combination for this
-artifact; the clean-clone validation uses CUDA 11.8 with GCC 11.
+1. **Use the library:** build, plans, streams, layouts, workspaces, errors, and examples.
+2. **Understand the method:** design overview, hardware mapping, physical-chain model, and processing-unit lowering.
+3. **Reproduce results:** V100 protocols, cross-operator matrices, Nsight scripts, raw data, and evidence labels.
+4. **Read the release:** [v0.8 freeze overview](docs/release_v08.md), research status, positioning, changelog, and roadmap.
 
-## Repository Guide
+The most important architecture documents are [Design Overview](docs/design_overview.md),
+[Architecture Guardrails](docs/architecture_guardrails.md),
+[Hardware Mapping Methodology](docs/hardware_mapping_methodology.md),
+[v0.8 Nested Physical Space](docs/v0.8_nested_physical_space.md), and
+[Processing-Unit Design Space](docs/processing_unit_design_space.md).
 
-For a first reading, follow the argument rather than the directory tree:
-[Design Overview](docs/design_overview.md) explains why the graph is split into
-two dimensions and four unfolding factors; [Experimental
-Results](docs/experiments.md) connects each architectural claim to a controlled
-measurement; [Getting Started](docs/getting_started.md) then reproduces a
-verified design point. Readers evaluating the paper claim should continue with
-the hardware model, complete design-space contract, and research-status report.
+## Evidence And Scope
 
-| Path | Purpose |
+All performance statements must identify the GPU, operator, precision or
+modulus, length, batch, direction, placement, output order, timing boundary,
+and trial protocol. The repository distinguishes:
+
+| Label | Meaning |
 |:--|:--|
-| `include/cuntt/` | public NTT and common butterfly plan APIs |
-| `src/` | CUDA runtime, mappings, processing units, and CPU references |
-| `config/`, `configs/` | generated-unit choices, GPU profiles, and mapping descriptors |
-| `apps/`, `examples/` | benchmark executables and application API examples |
-| `tests/` | correctness and semantic coverage |
-| `scripts/` | sweeps, summarizers, plotting, NCU, and Nsight Systems workflows |
-| `results/` | measured V100 CSV data and counter analyses |
-| `docs/` | architecture, implementation, experiments, and research positioning |
-
-The [Documentation Index](docs/README.md) provides separate architecture,
-implementation, and reproduction paths. Candidate processing units and future
-implementation paths are catalogued in
-[Candidate Implementations](docs/implementation_candidates.md).
-Development priorities are tracked in [`ROADMAP.md`](ROADMAP.md), and evidence
-requirements for contributions are in [`CONTRIBUTING.md`](CONTRIBUTING.md).
-Versioned changes are recorded in [`CHANGELOG.md`](CHANGELOG.md). The completed
-v0.3.0 mapping-selection milestone is archived in
-[v0.3.0 Mapping-Selection Milestone](docs/next_phase_v0.3.md). The completed
-fixed-V100 v0.5 study conditions resource cliffs and mapping preference on
-numeric representation, length, batch, and processing-unit cost; its
-hypotheses, measured boundaries, manifest generator, and analysis commands are in
-[Numeric-Regime Mapping Study](docs/next_phase_numeric_regimes.md).
-
-## Evidence Boundary
-
-- V100 is the only fully measured GPU generation in this revision. A100, H100,
-  and RTX 4090 entries are placeholders, not performance claims.
-- FP32 FFT reaches cuFFT parity or advantage at selected direct and long
-  shapes; saturated `logN=20` batch 8/16 remains at `0.962x/0.954x`. The
-  focused FP64 cuFFTDx matrix raises `logN=16`, batch 64 from 0.642x in the
-  scalar comprehensive run to 1.011x and is faster by median on 20/25 stable
-  `logN=14..18` shapes. Tensor Core DFT8 helps the local unit but does not
-  remove layout, synchronization, and composition costs.
-- FWHT reuses Dao's validated local register hierarchy. Separating exact
-  power-of-two execution from general-shape bounds/stride handling restores
-  the hot path: the current `logN=15` rows are 1.076x/1.077x faster than Dao
-  at batch 256/512. This demonstrates processing-unit reuse, not independent
-  invention of that core.
-- NTT comparisons pin modulus, output order, batch, library revision, and
-  resident timing. Natural and native bit-reversed results are not mixed.
-- XOR-zeta currently has no external tuned-library baseline.
-
-The full claim and relationship to prior systems are in
-[Research Positioning](docs/cubutterfly_positioning.md).
+| `measured` | Direct timing or counter data from a checked-in command. |
+| `derived` | A value calculated from measured data using a stated equation. |
+| `external` | A pinned third-party implementation under a matched protocol. |
+| `placeholder` | A schema or future hardware slot without a performance claim. |
+
+cuButterfly should not be described as universally faster than cuFFT, Dao FHT,
+GPU-NTT, or every specialist library. Current external comparisons are sparse
+and workload-specific; Structured and Zeta do not yet have an equivalent
+external CUDA baseline in this repository. The defensible claim is that one
+architecture-level mapping and search framework reaches parity or leadership
+across many measured V100 butterfly workloads while preserving explicit
+fallbacks and correctness contracts.
 
 ## Citation
 
-Use the repository's [`CITATION.cff`](CITATION.cff), or cite the current
-software release as:
+Please cite the software and its experimental data using
+[`CITATION.cff`](CITATION.cff). BibTeX:
 
 ```bibtex
-@software{cubutterfly_2026,
-  author  = {TruNcat3},
+@software{wang_cubutterfly_2026,
+  author  = {Teng Wang},
   title   = {cuButterfly: Hardware-Mapped Space-Time Parallelism for Butterfly Computations on GPUs},
   year    = {2026},
-  version = {0.7.0},
+  version = {0.8.0},
   url     = {https://github.com/TruNcat3/cuButterfly}
 }
 ```
 
-Third-party provenance and license text for the adapted FWHT processing unit
-are recorded in [`THIRD_PARTY_NOTICES.md`](THIRD_PARTY_NOTICES.md). No paper
-DOI is claimed by this repository revision.
+Author: **Teng Wang**, High Efficient Intelligent Computing Lab, Suzhou
+Institute for Advanced Research of USTC, Suzhou, China.
+
+## License
+
+The repository is released under the [BSD 3-Clause License](LICENSE). You may
+use, modify, and redistribute the source or binary forms, provided that the
+copyright notice, license conditions, and disclaimer are retained. Adapted
+third-party code remains subject to its own notice in
+[`THIRD_PARTY_NOTICES.md`](THIRD_PARTY_NOTICES.md).
diff --git a/ROADMAP.md b/ROADMAP.md
index b544f6c..86c25d8 100644
--- a/ROADMAP.md
+++ b/ROADMAP.md
@@ -3,6 +3,119 @@
 This roadmap separates implementation goals from evidence required for the
 research claim. Ordering may change after profiling or access to new hardware.
 
+## Current Release Freeze: v0.8
+
+The v0.8 nested-physical-space architecture is temporarily frozen as the
+single-V100 research baseline. Its confirmed selection closure, public API,
+processing-unit lowering contract, cross-operator manifests, and reproducible
+reports are maintained as release evidence. New work should extend numeric or
+batch coverage without silently changing the frozen comparison protocol. Any
+new mapping must state whether it is a compatible v0.6 candidate, a native
+resident realization, or an experimental processing-unit lowering.
+
+## v0.8.0 Status: Nested Physical Space
+
+Status: native implementation and comprehensive V100 envelope complete.
+Logical four-axis mapping, execution grouping, CUDA ownership, and
+physical core are separate descriptors. The v0.6 Hybrid2D radix-4 family is a
+strict GridTiled compatibility subset and the generated cooperative 10+10 core
+is available as a native transform-ready resident pipeline with independent
+producer/consumer codelets. Plan/CSV wave diagnostics, generator v3, the
+384-sample three-generation envelope, regression gate, NCU command, docs, and
+tests are checked in. The subsequent five-trial matrix covers 60 semantic
+points and 1,380 candidate executions. DD GridTiled wins every uint32
+`logN=20` batch from 1 through 160; the v0.6-compatible GridTiled mapping wins
+all other covered width/length regimes. This two-branch rule matches the
+measured oracle at 60/60 points and is generated into the runtime selector.
+
+Matched NCU attribution is complete: CooperativePhased is arithmetic- and
+sector-equivalent to GridTiled, but exposes fewer active warps and lower IPC.
+The dual 128-thread subgraph control validates inter-subgraph latency hiding
+with a 1.466x gain at equal CTA residency, but its reused shared-memory codelet
+still trails the full-width phased and Grid controls. The next gate is
+held-out-batch/modulus validation of the deployed selector and a uint64 DD
+codelet study. CUDA Graph replay remains a separate repeated-call optimization
+and must not merge phase-specialized kernels. Generation of partitions whose
+dependency-closed publication unit is smaller than a whole transform follows.
+Cross-operator ownership lowering follows the NTT contract; cross-GPU
+calibration remains deferred.
+
+The explicit `producer_ahead` ResidentQueue startup gate is now available for
+controlled experiments. Its V100 screen degrades as the gate grows, confirming
+that delaying resident consumers is insufficient; the next implementation gate
+is per-dependency-closure publication with online reorder and work-conserving
+consumer scheduling.
+
+An experimental bounded FFT adapter now permits `HybridDataflow` to own a
+single block-resident FP32 `logN=3..10` cuFFTDx block tile (`stage_space` and
+`flow_tile_log_n` equal to the local transform, one role, `data_time=1`, linear
+layout, in-place state). This
+proves the processing-unit/ownership boundary without claiming multi-role
+overlap. The next implementation gate is embedding the cuFFTDx execute into
+multiple packet roles so block-resident subgraphs can actually pipeline; see
+[`Architecture Guardrails`](docs/architecture_guardrails.md).
+
+The first role-service screen is reproducible through
+`scripts/benchmark_three_level_role_weights.sh`. Its V100 data shows a
+batch-dependent crossover (`6:6:8` for small batches, `4:4:12` for larger
+batches). The matched uint64 confirmation selects `4:4:12` for all tested
+batches, so the eventual policy must key on numeric width as well as batch;
+repeated trials across nearby partitions and physical cores are still required
+before feeding this policy into automatic selection.
+
+The first matched uint64 partition screen now covers all six `6/7/8` stage
+orders at batch 1/4/16/64. `8+6+6` wins every batch with stage-proportional
+weights, while `6+6+8` is the nearest alternative. This establishes the
+search order for the next gate: choose the stage partition first, then tune
+role weights and physical-core parameters within that partition. The resident
+launcher also opts into V100's larger dynamic shared-memory budget for valid
+64-bit 8-stage points.
+
+The first within-partition uint64 role screen for `8+6+6` is also complete:
+`8:6:6` wins at batch 1/64 and `10:5:5` wins at batch 4/16. This confirms that
+partition and role service must be calibrated jointly; neither stage order nor
+role weights can be treated as a standalone global default.
+
+The primary model is now a generic physical-chain architecture equation in
+`scripts/three_level_architecture_model.py` (legacy filename retained). It
+separates logical segment count `M`, fused physical group count `G`, worker
+template, CTA allocation, and prefix/suffix topology. Existing three-level
+data identifies one `three-level-row-tile` realization; it is not a fixed
+global segmentation. `scripts/rank_physical_chain_architecture_candidates.py`
+enumerates arbitrary `G` and emits a per-`G` summary so no group count vanishes
+from a global Top-K. See [`docs/performance_model.md`](docs/performance_model.md).
+
+The next model layer is also implemented for the V100 uint64 three-level core.
+An isolated diagnostic template measures wait, codelet, and boundary service
+per role. The generated service table is indexed by realization, residency,
+stage depth, prefix/suffix topology, load regime, and role CTA concurrency; interpolation is bounded by actual
+measurements. It restores the measured batch-48 ordering between `6+6+8` and
+`8+6+6`. Readiness queueing outside those bounds remains an explicit
+measurement-required item rather than a fitted partition feature.
+
+The first generic-warp evidence gate across `G=2/3/4` is complete. A generated
+warp-packed radix-4 core maps data-space unfolding to `D=1/2/4/8` independent
+packets per worker and restores full lane use for stage-4/6 packets. Matched
+batch-48 G3/G4 speedups are 1.244x/2.014x at uint64 and 1.374x/2.737x at
+uint32. Width-specific service tables now cover batch 1/4/16/48, three G3
+orders, scalar/packed controls, and admit 1/3/1 exact candidates for G=2/3/4.
+The next gate is readiness/boundary co-design: packed large-batch G3/G4 remain
+limited by downstream wait and their additional materialized boundaries.
+
+The first model-guided follow-up is generated as a structured manifest. It
+keeps the union of each measured batch's model top five and measured winner,
+then evaluates six retained candidates at thirteen dense batch anchors. The
+runner supports verification, repeated trials, and resumable CSV collection;
+the result feeds directly back into the same grouped-holdout model.
+
+The historical regression follow-up is complete: all 234 executions pass verification. Dense
+batch anchors reduce nonlinear leave-one-batch-out geometric-mean regret from
+1.155x to 1.032x and raise top-5 recall from 75.0% to 92.3%. On interpolation-
+only holdouts, top-5 recall is 100% with 1.018x geometric-mean top-1 regret;
+therefore model-guided top-5 measurement is admitted inside the calibrated
+interval, while direct top-1 runtime dispatch and endpoint extrapolation still
+abstain. The executable policy is `scripts/select_three_level_candidates.py`.
+
 ## v0.6.0 Status: General Shapes And Professional Plan Surface
 
 Status: complete on the single-V100 release target. General-shape semantics,
diff --git a/docs/README.md b/docs/README.md
index b447f41..b0590d5 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -1,160 +1,89 @@
 # Documentation Index
 
-The documentation has two layers. The library layer starts from installation,
-plans, streams, workspace, errors, and API contracts. The research layer
-separates the architecture claim from kernel implementation and measurement
-evidence. Application users should begin with [Getting
-Started](getting_started.md); architecture and paper readers should begin with
-[Design Overview](design_overview.md).
+cuButterfly has two contracts: a usable CUDA library and a research artifact
+that explains how mappings were generated and measured. Choose a path below;
+the long experiment files remain available as source evidence rather than
+being repeated in the root README.
 
-## Library Documentation
+## Use The Library
 
-| Document | Question answered |
+| Need | Document |
 |:--|:--|
-| [Getting Started](getting_started.md) | How is the library configured, built, installed, tested, and called? |
-| [C Plan API](c_api.md) | How do handle, descriptor, plan, workspace, arbitrary shape, tuning cache, and logs compose? |
-| [General Shape Mapping](general_shapes.md) | How are exact, embedded, and rank-two workloads lowered to the same architecture mapping? |
-| [v0.6 Implementation Status](v0.6_implementation_status.md) | Which general-shape, API, selection, and boundary features are complete, and what remains outside the claim? |
-| [Programming Guide](programming_guide.md) | What are the plan, device, stream, layout, workspace, concurrency, and lifetime contracts? |
-| [API Reference](api_reference.md) | What does each public type, configuration field, and plan member mean? |
-| [Error Handling](error_handling.md) | Which exceptions are reported synchronously and where can asynchronous CUDA errors surface? |
-| [Capability and Compatibility Matrix](support_matrix.md) | Which operators, types, toolchains, optional components, and runtime features are supported? |
-| [Operator Catalog](operator_catalog.md) | What does each transform compute, which mappings does it reuse, and which operators come next? |
-| [Examples](examples.md) | Which minimal, build-checked example matches each integration style? |
-| [Device API](device_api.md) | What is the shortest device-pointer integration recipe? |
-| [Runtime Mapping Selector](runtime_selector.md) | How does a supported workload resolve to a calibrated mapping? |
-| [APPT Static Layout](appt_static_layout.md) | How does static output remap fixed-owner tail stores, and how is natural order restored online? |
-
-## Reading Paths
-
-**Application integration.** Follow [Getting Started](getting_started.md), run
-the [Examples](examples.md), then use the [Programming
-Guide](programming_guide.md) and [C++ API Reference](api_reference.md) as the
-contract. Check the [Capability and Compatibility Matrix](support_matrix.md)
-before depending on an optional backend, GPU, or execution feature.
-
-**Architecture and paper review.** Begin with the [Design
-Overview](design_overview.md) for the `D x S` iteration domain and its four
-space-time factors. Continue with [Hardware Mapping
-Methodology](hardware_mapping_methodology.md) for resource demand and selection,
-then [Complete Butterfly Design Space](butterfly_design_space.md) for the formal
-object boundaries. [Research Positioning](cubutterfly_positioning.md) and
-[V100 Research Status](research_status.md) delimit the contribution and claims.
-The [APPT Static Layout](appt_static_layout.md) case study then shows how an
-online representation change follows from ownership and sector behavior.
-
-**Kernel and generator development.** Read [FFT Design
-Space](fft_design_space.md), [FFT Pipeline
-Generator](fft_pipeline_generator.md), and [Processing-Unit Design
-Space](processing_unit_design_space.md). Together they show how a logical stage
-decomposition is lowered into physical execution groups, how online layout
-boundaries are generated, and where operator-specific codelets plug in.
-
-**Experimental reproduction.** Start with
-[Reproducibility](reproducibility.md), regenerate the derived tables, and use
-[Single-GPU Comprehensive Benchmark](comprehensive_benchmark.md) only when new
-timings are needed. The focused NCU reports explain mechanisms; the
-comprehensive and scaling reports define the paper-facing comparison protocol.
-
-## Primary Documents
-
-| Document | Question answered |
+| Build and first run | [Getting Started](getting_started.md) |
+| C plan and device API | [C Plan API](c_api.md), [Device API](device_api.md) |
+| C++ types and fields | [API Reference](api_reference.md) |
+| Streams, workspaces, layouts, lifetime | [Programming Guide](programming_guide.md) |
+| Errors and unsupported combinations | [Error Handling](error_handling.md) |
+| Supported operators and numeric forms | [Capability Matrix](support_matrix.md), [Operator Catalog](operator_catalog.md) |
+| Examples | [Examples](examples.md) |
+| Runtime selection | [Runtime Mapping Selector](runtime_selector.md) |
+| Install-time GPU calibration | [Hardware Profile Initialization](hardware_profile_install.md) |
+
+## Understand The Method
+
+| Question | Document |
 |:--|:--|
-| [Design Overview](design_overview.md) | Why are data and stage work each unfolded in space and time, and how does that map to a GPU? |
-| [Hardware Mapping Methodology](hardware_mapping_methodology.md) | How do the unfolding factors translate into GPU resource demand? |
-| [Complete Butterfly Design Space](butterfly_design_space.md) | How are graph, architecture, processing unit, layout, realization, selection, and hardware separated? |
-| [FFT Design Space](fft_design_space.md) | Which semantic, factorization, two-axis mapping, processing-unit, and hardware parameters are enumerable? |
-| [FFT Pipeline Generator](fft_pipeline_generator.md) | How are stage partitions, local units, boundaries, measured search, and runtime dispatch separated? |
-| [Candidate Implementations](implementation_candidates.md) | Which processing units and kernel forms are implemented or planned? |
-| [Getting Started](getting_started.md) | How is the project built and used? |
-| [Programming Guide](programming_guide.md) | How do plans, layouts, streams, workspaces, devices, concurrency, and determinism compose? |
-| [C Plan API](c_api.md) | What is the professional C integration and selection contract? |
-| [General Shape Mapping](general_shapes.md) | How do non-power-of-two and rank-two lowerings preserve operator semantics? |
-| [C++ API Reference](api_reference.md) | What is the contract of each installed public API type and member? |
-| [Error Handling](error_handling.md) | How are validation, backend, CUDA launch, and asynchronous failures reported? |
-| [Capability and Compatibility Matrix](support_matrix.md) | Which public semantics, optional builds, and runtime integrations are supported? |
-| [Operator Catalog](operator_catalog.md) | Which local pair updates are implemented and how do they share the architecture mapping? |
-| [Examples](examples.md) | Which build-checked program demonstrates each primary API path? |
-| [Device API](device_api.md) | How are plans, caller-owned CUDA memory, streams, and workspaces composed in an application? |
-| [Runtime Mapping Selector](runtime_selector.md) | How does a semantic workload resolve to a measured V100 mapping and an auditable decision? |
-| [Experimental Results](experiments.md) | Which experiment tests each architecture claim, what has been measured, and where are the gaps? |
-| [Single-GPU Comprehensive Benchmark](comprehensive_benchmark.md) | How are lengths, precision, semantics, implementations, and external baselines compared together? |
-| [V100 Comprehensive Results](comprehensive_v100_results.md) | What does the controlled full-suite comparison currently establish? |
-| [V100 Length/Batch Scaling](v100_scaling_results.md) | How do saturation and the best mapping change when length and batch are swept independently? |
-| [V100 Mapping Selector](v100_mapping_selector.md) | How accurately can the measured V100 mappings be selected with a held-out shape? |
-| [V100 Counter Attribution](v100_ncu_attribution.md) | Which hardware services explain the observed saturation and mapping crossovers? |
-| [Structured 2x2 V100 Results](structured_2x2_v100_results.md) | Does a parameterized dense pair unit preserve the mapping methodology across precision and length? |
-| [V100 External Baselines](v100_external_baselines.md) | What do matching-protocol Dao FHT and GPU-NTT comparisons establish? |
-| [V100 Library/Base/Search Comparison](v100_three_way_comparison.md) | How much comes from search, and where does the selected point stand against specialized libraries? |
-| [V100 v0.6/v0.7 Comprehensive Comparison](v06_v07_comprehensive_comparison.md) | How do the mature and streaming NTT paths compare, and what is the current library boundary? |
-| [v0.6/v0.7 Crossover Attribution](../results/v06_v07_crossover/analysis.md) | Are version crossovers inherent, or do they expose missing candidate-space inclusion and CTA-wave boundaries? |
-| [Resident M/G Lowering versus v0.6](resident_v06_comparison.md) | Which v0.7 costs come from logical-boundary materialization, and which remain in physical-core coverage? |
-| [v0.7 Global-Load Sector Root Cause](v07_sector_root_cause.md) | Why can identical external dataflow generate more cache-request sectors, and what is actually pipelined? |
-| [V100 Research Status](research_status.md) | Which claims are closed, what are the current performance boundaries, and what remains? |
-| [General-Shape V100 Selection Results](general_shape_results.md) | How much do composition and physical-core selection recover, and which boundaries remain? |
-| [v0.6 Implementation Status](v0.6_implementation_status.md) | What is implemented, validated, selected by default, retained only as a candidate, or deferred? |
-| [v0.3.0 Mapping-Selection Milestone](next_phase_v0.3.md) | Which falsifiable goal, execution order, and definition of done shaped this release? |
-| [Numeric-Regime Mapping Study](next_phase_numeric_regimes.md) | How are precision, arithmetic, length, batch, and core choice related to resource cliffs, and what did the first quick screen establish? |
-| [Reproducibility](reproducibility.md) | How are sweeps, external baselines, and profiler data reproduced? |
-| [Research Positioning](cubutterfly_positioning.md) | What is the intended contribution relative to prior work? |
-
-Repository maintenance and research priorities are documented in
-[`CONTRIBUTING.md`](../CONTRIBUTING.md) and [`ROADMAP.md`](../ROADMAP.md).
-
-## Architecture And Mapping
-
-- [Hybrid Dataflow NTT](hybrid_dataflow_ntt.md): strict on-chip graph streaming,
-  four unfolding factors, generated points, and the StagePipeline distinction.
-- [Hierarchical Dataflow NTT](hierarchical_dataflow_ntt.md): one-launch,
-  multi-CTA graph execution with one online-reordered inter-layer boundary.
-- [Homogeneous Two-Level Subgraph Template](homogeneous_subgraph_template.md):
-  generated `K0+K1` roles, per-role data-time traversal, warp-scheduler
-  boundary, and the V100 `10+10` control experiment.
-
-- [Hybrid2D GPU Mapping](hybrid2d_architecture.md): Cooley-Tukey/NTT
-  factorization and current CUDA realization.
-- [Processing-Unit Design Space](processing_unit_design_space.md): local
-  arithmetic, coefficient, radix, and exchange choices.
-- [Generated Processing Units](generated_design_points.md): build-time
-  specialization for register DFT8, CTA DFT8, WMMA, register FWHT, and
-  register-resident Structured 2x2.
-- [Processing-Core Integration](core_integration_strategy.md): boundary between
-  an imported codelet and a complete external library.
-- [Feature Coverage](cubutterfly_feature_coverage.md): implemented semantic and
-  backend matrix.
-
-## Measurement Reports
-
-- [V100 Numeric-Regime Mapping Study](next_phase_numeric_regimes.md)
-- [V100 Numeric Boundary NCU Attribution](../results/v100_numeric_boundary_ncu_analysis.md)
-- [V100 Numeric Piecewise Selector](../results/v100_numeric_piecewise_report.md)
-- [V100 Library/Base/Search Comparison](v100_three_way_comparison.md)
-- [V100 Comprehensive Results](comprehensive_v100_results.md)
-- [V100 Length/Batch Scaling](v100_scaling_results.md)
-- [V100 Mapping Selector](v100_mapping_selector.md)
-- [V100 Counter Attribution](v100_ncu_attribution.md)
-- [V100 Matching-Protocol External Baselines](v100_external_baselines.md)
-- [V100 Initial NTT Results](v100_initial_results.md)
-- [V100 NTT Parameter Matrix](v100_matrix_results.md)
-- [GPU-NTT Gap Analysis](gpu_ntt_gap_analysis.md)
-- [Cross-Operator Results](cubutterfly_cross_operator_results.md)
-- [Structured 2x2 V100 Results](structured_2x2_v100_results.md)
-- [Structured 2x2 Counter Attribution](../results/ncu_structured_2x2_attribution.md)
-- [Large-Length Results](cubutterfly_large_results.md)
-- [CTA DFT8 Space-Time Mapping](fft_cta_space_time_results.md)
-- [FFT Library Comparison](fft_library_comparison.md)
-- [Nsight Compute Profiling](ncu_profiling.md)
-- [Cross-GPU Experiment Matrix](cross_gpu_experiment.md)
+| What is the architecture claim? | [Design Overview](design_overview.md) |
+| How do both dimensions unfold in space and time? | [Hardware Mapping Methodology](hardware_mapping_methodology.md) |
+| How are graph, mapping, core, layout, and hardware separated? | [Complete Butterfly Design Space](butterfly_design_space.md) |
+| How are logical segments lowered to physical groups? | [v0.8 Nested Physical Space](v0.8_nested_physical_space.md) |
+| How are arbitrary physical group counts ranked? | [Performance Model](performance_model.md) |
+| Which local arithmetic cores are available? | [Processing-Unit Design Space](processing_unit_design_space.md), [Candidate Implementations](implementation_candidates.md) |
+| How are FFT stages generated and dispatched? | [FFT Design Space](fft_design_space.md), [FFT Pipeline Generator](fft_pipeline_generator.md) |
+| What must an implementation preserve? | [Architecture Guardrails](architecture_guardrails.md) |
+| How does APPT-style online layout fit the architecture? | [APPT Static Layout](appt_static_layout.md) |
+
+## Reproduce The Evidence
+
+| Evidence | Document or entry point |
+|:--|:--|
+| v0.8 frozen release summary | [v0.8 Release Overview](release_v08.md) |
+| Research status and limitations | [Research Status](research_status.md) |
+| All-operator protocol | [Comprehensive Butterfly Comparison](comprehensive_butterfly_comparison.md) |
+| v0.6/v0.8 and library reconciliation | [Library Reconciliation](v08_v06_cufft_reconciliation.md) |
+| V100 library/base/search matrix | [V100 Three-Way Comparison](v100_three_way_comparison.md) |
+| V100 external baselines | [V100 External Baselines](v100_external_baselines.md) |
+| Length and batch scaling | [V100 Scaling](v100_scaling_results.md) |
+| NCU methodology | [NCU Profiling](ncu_profiling.md) |
+| Reproduction commands and evidence labels | [Reproducibility](reproducibility.md) |
+| Hardware capability and model generation | [Hardware Profile Initialization](hardware_profile_install.md) |
+| Raw and reduced artifacts | [`../results/README.md`](../results/README.md) |
+
+Run the broad timing matrix with:
+
+```bash
+python3 scripts/run_cross_operator_comparison.py --help
+```
+
+Run the privileged counter collection only on a machine with Nsight Compute:
+
+```bash
+sudo -E ./scripts/profile_cross_operator_v08_ncu.sh
+```
+
+## Research Positioning
+
+[Research Positioning](cubutterfly_positioning.md) explains the distinction
+between this architecture mapping claim and operator-specific cores such as
+cuFFTDx, TurboFFT, Dao FHT, and GPU-NTT. The project does not claim that the
+arithmetic unit itself is novel in every case; its contribution is the
+parameterized mapping, residence, dataflow, lowering, and measured selection
+framework around regular layered butterfly graphs.
+
+## Release And Maintenance
+
+- [Changelog](../CHANGELOG.md) records versioned implementation and evidence changes.
+- [Roadmap](../ROADMAP.md) separates frozen v0.8 work from future cross-GPU validation.
+- [Contributing](../CONTRIBUTING.md) defines correctness, benchmark, and provenance requirements.
+- [Citation](../CITATION.cff) and [License](../LICENSE) contain the redistribution metadata.
 
 ## Evidence Labels
 
-Every performance statement should be read under one of these labels:
-
 | Label | Meaning |
 |:--|:--|
-| measured | Produced on the stated machine using a checked-in command and raw record |
-| derived | Computed from measured counters or timing using a stated equation |
-| external | Same-machine result from a pinned third-party implementation |
-| placeholder | Capture schema only; no performance value is claimed |
+| `measured` | Direct result from a checked-in command on the stated hardware. |
+| `derived` | Computed from measured values with a documented reduction. |
+| `external` | Third-party result under a matched semantic and timing protocol. |
+| `placeholder` | Future hardware or schema entry without a performance claim. |
 
-V100 is the only complete measured hardware profile in this revision.
+V100 is the only fully measured GPU in the v0.8 release boundary.
diff --git a/docs/hardware_profile_install.md b/docs/hardware_profile_install.md
new file mode 100644
index 0000000..54aa7e6
--- /dev/null
+++ b/docs/hardware_profile_install.md
@@ -0,0 +1,111 @@
+# Hardware Profile Initialization
+
+cuButterfly does not treat a mapping measured on one GPU as a portable
+constant. Installation can therefore initialize a local hardware profile and
+build a first model table from the current device before an application begins
+using tuning data.
+
+## Recommended Installation
+
+Configure the CUDA architecture explicitly, then use the repository wrapper:
+
+```bash
+cmake -S . -B build-local \
+  -DCMAKE_BUILD_TYPE=Release \
+  -DCMAKE_CUDA_ARCHITECTURES=70
+
+./scripts/install_with_hardware_profile.sh \
+  --build-dir build-local \
+  --prefix "$HOME/.local" \
+  --profile-dir "$HOME/.local/share/cuButterfly/hardware/local"
+```
+
+The wrapper performs four steps:
+
+1. build the configured tree;
+2. run `ctest` so an installation cannot silently publish a broken binary;
+3. install the library and profile helper commands;
+4. run the hardware microbenchmark and generate the local model table.
+
+The default probe uses five trials. It measures global feedback, modular
+butterfly service, shared-memory exchange, CTA barrier service, and `Us=1/2/4/8`
+stage-pipeline rates. The result directory contains:
+
+```text
+hardware_capabilities_raw.csv   immutable trial records
+hardware_profile.json           median capability profile
+unfolding_model.csv             parameterized Us/Ud/Ts/Td model table
+manifest.json                   device fingerprint and provenance
+```
+
+The initialization step does not run Nsight Compute and does not require
+administrator privileges. NCU collection remains a separate diagnostic step
+because it changes clocks/replay behavior and requires profiler permissions.
+
+## Direct Calibration Command
+
+The same operation can be run without installation:
+
+```bash
+python3 scripts/initialize_hardware_profile.py \
+  --microbench build-local/cuntt_hardware_microbench \
+  --output-dir results/local_hardware_profile \
+  --trials 5 \
+  --logNs 8 10 12 14 16 18 20 \
+  --spatial-budgets 32 64 128 256 \
+  --word-bytes 4 8 \
+  --force
+```
+
+The generated `hardware_profile.json` uses the same capability fields consumed
+by `scripts/rank_unfolding.py`:
+
+```bash
+python3 scripts/rank_unfolding.py \
+  --capabilities results/local_hardware_profile/hardware_profile.json \
+  --logN 16 --spatial-budget 128 --word-bytes 8 \
+  --stage-space 1 2 4 8 16 \
+  --output results/local_hardware_profile/rank_logN16.csv
+```
+
+The initialization-generated `unfolding_model.csv` is a broad model table;
+the ranker can produce a narrower workload-specific table without rerunning the
+probe.
+
+## Preventing Parameter Drift
+
+Before reusing a local model, validate the GPU fingerprint:
+
+```bash
+~/.local/bin/check_hardware_profile.py \
+  ~/.local/share/cuButterfly/hardware/local/hardware_profile.json
+```
+
+The command compares the recorded device name with `nvidia-smi`. A mismatch is
+an error, not a warning. Use `--skip-device-check` only to inspect a profile on
+a machine without CUDA. A profile is also tagged `calibrated-local` and carries
+the CUDA-visible-device setting, host, probe executable, trial count, and
+conditions in its provenance fields.
+
+The profile is an input to model ranking, not an automatic claim that every
+mapping has been measured. Runtime promotion still requires a correctness
+check and repeated timing confirmation for the selected semantic cells. This
+distinction prevents a fast microbenchmark from turning an analytic estimate
+into an unsupported default.
+
+## Updating A Profile
+
+Re-run initialization after a driver/toolkit update, GPU replacement, clock
+policy change, or major processing-unit change:
+
+```bash
+TRIALS=7 ./scripts/install_with_hardware_profile.sh \
+  --build-dir build-local \
+  --prefix "$HOME/.local" \
+  --profile-dir "$HOME/.local/share/cuButterfly/hardware/local"
+```
+
+Keep old profiles in versioned directories when comparing model drift. Do not
+overwrite a checked-in V100 profile with data from another device; local
+calibration belongs in a user-specific profile directory or a separately named
+results directory.
diff --git a/docs/release_v08.md b/docs/release_v08.md
new file mode 100644
index 0000000..144577a
--- /dev/null
+++ b/docs/release_v08.md
@@ -0,0 +1,114 @@
+# v0.8 Release Overview
+
+## Release Boundary
+
+v0.8 freezes the current V100 research artifact around **nested physical
+space**. Logical stage decomposition, physical execution groups, CUDA work
+ownership, residence, pipeline state, layout, and processing-unit selection are
+separate fields. The v0.6 GridTiled mapping is retained as a strict candidate,
+so a searched v0.8 result cannot silently regress from the mature baseline on a
+confirmed semantic cell.
+
+The release is a research baseline, not a claim of universal superiority and
+not a cross-GPU portability release. A new GPU must be calibrated before its
+mapping table can be promoted to automatic selection.
+
+For a new installation, use [Hardware Profile Initialization](hardware_profile_install.md).
+It runs the local capability microbenchmark, writes a device-fingerprinted
+profile and a parameterized unfolding model table, and keeps unmeasured
+mappings out of automatic selection until they are calibrated.
+
+## Architecture At A Glance
+
+```mermaid
+flowchart LR
+    G[Layered butterfly graph] --> M[Mapping factors\nUs Ts Ud Td]
+    M --> R[Residence and pipeline\nregister/shared/global boundaries]
+    R --> O[CUDA ownership\nGridTiled / resident roles / groups]
+    O --> P[Processing-unit selection\nradix, modular, warp, cuFFTDx]
+    P --> H[Hardware profile and model]
+    H --> S[Confirmed or fallback plan]
+```
+
+The architecture question is how to organize and reuse the graph. The
+processing-unit question is how to implement one local stage group. A stronger
+local core can be inserted without changing the mapping abstraction, provided
+its lowering contract is satisfied.
+
+## Current V100 Summary
+
+| Workload family | v0.8 status | External comparison boundary |
+|:--|:--|:--|
+| FFT | Selected direct/online points reach parity or exceed cuFFT; saturated long-batch points remain below it. | cuFFT is the complete external reference for current FFT tables. |
+| FWHT | Warp-register and hierarchical candidates are selected by shape. | Dao FHT has only a limited set of strict matching rows. |
+| NTT | v0.8 search is effectively at parity with the mature v0.6 envelope in the latest uint32/uint64 confirmation. | GPU-NTT comparisons are sparse and protocol-specific. |
+| Structured 2x2 | Confirmed resident points are substantially faster than the v0.6 incumbent in the current V100 closure. | No equivalent external CUDA baseline is installed. |
+| Subset/superset/xor zeta | Confirmed resident points are substantially faster than the mature incumbent in the current V100 closure. | No equivalent external CUDA baseline is installed. |
+
+The following long-FFT rows illustrate why the result must be reported by
+shape rather than as one global number:
+
+| Shape | v0.6 ms | v0.8 ms | cuFFT ms | v0.8/cuFFT |
+|:--|--:|--:|--:|--:|
+| FP32 logN18, batch 2 | 0.029778 | 0.029819 | 0.031683 | 1.063x |
+| FP32 logN18, batch 16 | 0.201257 | 0.201236 | 0.226406 | 1.125x |
+| FP32 logN18, batch 64 | 0.812708 | 0.769270 | 0.707174 | 0.919x |
+| FP32 logN20, batch 2 | 0.119460 | 0.119972 | 0.121467 | 1.012x |
+| FP32 logN20, batch 8 | 0.416051 | 0.398438 | 0.383160 | 0.962x |
+| FP32 logN20, batch 16 | 0.827249 | 0.767611 | 0.724091 | 0.943x |
+
+The complete raw and reduced files are kept under
+`results/fft_three_way_v08_current/` and the protocol is described in
+[FFT Pipeline Generator](fft_pipeline_generator.md).
+
+## What Is Actually Frozen
+
+- The V100 confirmed-selection overlay is generated from
+  `config/v100_v08_confirmed_selection.json`.
+- Exact confirmed resident cells report `selection_confidence=confirmed-median`.
+- Unmeasured cells remain explicit model/calibrated fallbacks; they are not
+  presented as measured optima.
+- The cuFFTDx block adapter is bounded to its validated single-role envelope.
+  Unsupported multi-role lowering is rejected before kernel launch.
+- The runtime and public APIs preserve correctness checks, output-order
+  contracts, workspace ownership, and explicit unsupported combinations.
+
+## How To Read The Results
+
+1. Compare only rows with the same operator, precision or modulus, direction,
+   normalization, placement, output order, length, batch, and timing boundary.
+2. Treat v0.6 as a mature compatibility candidate, not as an external library.
+3. Treat cuFFT, Dao FHT, and GPU-NTT as external only when the report labels a
+   pinned, matched-protocol row.
+4. Do not extrapolate V100 results to A100, H100, RTX, or future GPUs.
+5. Use NCU attribution to explain a crossover; a lower launch count alone does
+   not prove a resident multi-role graph or a faster steady-state service.
+
+## Reproduction Checklist
+
+```bash
+cmake -S . -B build-cuda118-cufftdx2 \
+  -DCMAKE_BUILD_TYPE=Release \
+  -DCMAKE_CUDA_COMPILER=/usr/local/cuda-11.8/bin/nvcc \
+  -DCMAKE_CUDA_ARCHITECTURES=70
+cmake --build build-cuda118-cufftdx2 -j2
+ctest --test-dir build-cuda118-cufftdx2 --output-on-failure
+python3 -m pytest -q
+python3 scripts/run_cross_operator_comparison.py --help
+```
+
+For privileged NCU collection, use the scripts under `scripts/` and keep raw
+files separate from summaries. See [Reproducibility](reproducibility.md) and
+[NCU Profiling](ncu_profiling.md) for output ownership and CSV parsing rules.
+
+## Known Limitations And Next Stage
+
+- Cross-GPU calibration and portability are deferred.
+- FFT saturation still exposes shared-memory exchange, instruction, and
+  boundary-service gaps relative to cuFFT.
+- External coverage for Structured and Zeta is absent in the current host.
+- Full precision/length/batch coverage is a measurement matrix, not a single
+  universal best configuration.
+
+The next stage can extend the numeric and batch regime model without reopening
+the v0.8 architecture definition.
diff --git a/docs/reproducibility.md b/docs/reproducibility.md
index 2f7d74f..213073a 100644
--- a/docs/reproducibility.md
+++ b/docs/reproducibility.md
@@ -2,6 +2,21 @@
 
 ## 1. Capture The Environment
 
+For a new installation, calibrate the local GPU before reusing any mapping
+table. The one-command wrapper builds, tests, installs, and profiles the
+current device:
+
+```bash
+./scripts/install_with_hardware_profile.sh \
+  --build-dir build \
+  --prefix "$HOME/.local" \
+  --profile-dir "$HOME/.local/share/cuButterfly/hardware/local"
+```
+
+This produces a device-fingerprinted `hardware_profile.json` and a parameterized
+`unfolding_model.csv`. See [Hardware Profile Initialization](hardware_profile_install.md)
+for the profile schema, update policy, and mismatch check.
+
 Record these before interpreting a result:
 
 ```bash
@@ -57,6 +72,29 @@ python3 scripts/summarize_cubutterfly_designs.py \
   --output results/reproduction_summary.csv
 ```
 
+The cross-operator v0.8 matrix uses a first-class operator/physical-group
+manifest. It is the preferred protocol for comparing the current v0.6
+incumbent, searched v0.8 candidates, and available library controls:
+
+```bash
+python3 scripts/run_cross_operator_comparison.py \
+  --manifest config/v100_cross_operator_profiles.json \
+  --batches 1 4 16 64 --warmup 100 --repeat 100 --trials 3 \
+  --output-dir results/cross_operator_v08
+```
+
+For Nsight Compute, run from the repository root as an administrator and keep
+the generated `profiles.json` beside the raw captures:
+
+```bash
+sudo -E ./scripts/profile_cross_operator_v08_ncu.sh \
+  --output-dir results/ncu_cross_operator_v08
+```
+
+`scripts/summarize_ncu.py --metadata ... --require-metadata` rejects a capture
+that cannot be associated with a declared operator, preventing a filename or
+kernel-name heuristic from mixing FFT, NTT, and coefficient-free transforms.
+
 The controlled single-GPU cross-workload suite validates semantic grouping,
 runs correctness preflights, randomizes trial order, and persists each sample:
 
@@ -305,3 +343,21 @@ tracked.
 
 This protocol is necessary to demonstrate portability of the methodology. A
 successful build on another architecture is not cross-GPU validation.
+## 9. Bounded HybridDataflow/cuFFTDx Envelope
+
+The first cuFFTDx integration is intentionally bounded to one block-resident
+local tile. To measure it against the native mixed-dataflow kernel, standalone
+cuFFTDx block launch, and external cuFFT, run:
+
+```bash
+BIN=$PWD/build-cuda118-cufftdx2/cubutterfly_bench \
+LOG_NS="8 9 10" BATCHES="1 4 16 64" TRIALS=3 \
+OUTPUT_DIR=$PWD/results/hybrid_cufftdx_adapter \
+./scripts/benchmark_hybrid_cufftdx_adapter.sh
+```
+
+The script writes `raw.csv`, `summary.csv`, and `analysis.md`. It uses
+`--verify` by default and records unsupported/resource-failed points with an
+error status rather than treating them as performance results. Use the Python
+entry point directly with `--dry-run` to inspect generated commands on a host
+without a CUDA device.
diff --git a/results/README.md b/results/README.md
index 3a08d53..2f59453 100644
--- a/results/README.md
+++ b/results/README.md
@@ -4,6 +4,24 @@ This directory stores measured records and reduced reports. Raw measurements
 are immutable evidence; summaries and Markdown tables are reproducible derived
 artifacts.
 
+## v0.8 Frozen V100 Evidence
+
+The current release-facing reports are linked from
+[`docs/release_v08.md`](../docs/release_v08.md). The main v0.8 artifacts are:
+
+| Dataset | Purpose | Entry point |
+|:--|:--|:--|
+| `v08_search_current_v100_v2/` | Fresh current-code butterfly candidate search and screening | `raw.csv`, `summary.md` |
+| `v08_ntt_search_current_u32/`, `v08_ntt_search_current_u64/` | Width-specific NTT search and confirmation | `summary.md` |
+| `cross_operator_v08_wide_current/` | Broad current-build operator matrix | `comparison.md` |
+| `cross_operator_v08_external_baselines_current_v2/` | Matched external-baseline coverage | `comparison.md` |
+| `fft_three_way_v08_current/` | Clean v0.6/v0.8/cuFFT long-FFT protocol | `report.md`, `summary.csv` |
+| `ncu_cross_operator_v08/`, `ncu_fft_fp32_swizzle/` | Counter attribution and shared-layout evidence | reduced CSV/Markdown reports |
+
+These datasets are V100 evidence. A directory containing a scan or probe is
+not automatically a release result: use the linked report to check whether the
+rows are screening, confirmed, external, or placeholder evidence.
+
 ## Canonical V100 Evidence
 
 | Dataset | Purpose | Raw record | Reduced report |
diff --git a/scripts/check_hardware_profile.py b/scripts/check_hardware_profile.py
new file mode 100755
index 0000000..7384138
--- /dev/null
+++ b/scripts/check_hardware_profile.py
@@ -0,0 +1,47 @@
+#!/usr/bin/env python3
+"""Reject reuse of a local hardware model on a different GPU."""
+
+from __future__ import annotations
+
+import argparse
+import json
+import pathlib
+import shutil
+import subprocess
+import sys
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser(description="Validate a cuButterfly profile against the current GPU.")
+    parser.add_argument("profile", type=pathlib.Path)
+    parser.add_argument("--skip-device-check", action="store_true")
+    args = parser.parse_args()
+    profile = json.loads(args.profile.read_text())
+    if profile.get("status") != "calibrated-local":
+        raise SystemExit("profile is not a locally calibrated cuButterfly profile")
+    if args.skip_device_check:
+        print("profile status: calibrated-local (device check skipped)")
+        return 0
+    nvidia_smi = shutil.which("nvidia-smi")
+    if not nvidia_smi:
+        raise SystemExit("nvidia-smi is required; use --skip-device-check only for inspection")
+    result = subprocess.run(
+        [nvidia_smi, "--query-gpu=name", "--format=csv,noheader,nounits"],
+        check=True,
+        capture_output=True,
+        text=True,
+    )
+    current = result.stdout.strip().splitlines()[0].strip() if result.stdout.strip() else ""
+    expected = str(profile.get("device", "")).strip()
+    if current != expected:
+        raise SystemExit(f"hardware profile mismatch: profile={expected!r}, current={current!r}")
+    print(f"profile valid: {expected} / compute capability {profile.get('compute_capability')}")
+    return 0
+
+
+if __name__ == "__main__":
+    try:
+        raise SystemExit(main())
+    except (OSError, json.JSONDecodeError) as error:
+        print(f"error: {error}", file=sys.stderr)
+        raise SystemExit(1)
diff --git a/scripts/initialize_hardware_profile.py b/scripts/initialize_hardware_profile.py
new file mode 100755
index 0000000..3c59d4d
--- /dev/null
+++ b/scripts/initialize_hardware_profile.py
@@ -0,0 +1,225 @@
+#!/usr/bin/env python3
+"""Build a local cuButterfly hardware profile and mapping model table."""
+
+from __future__ import annotations
+
+import argparse
+import csv
+import datetime as dt
+import json
+import math
+import os
+import pathlib
+import platform
+import shutil
+import subprocess
+import sys
+from statistics import median
+
+
+METRIC_FIELDS = {
+    "global_copy_GB_s": "global_feedback_bytes_per_second",
+    "butterfly_Gbutterfly_s": "equivalent_butterflies_per_second",
+    "shared_exchange_GB_s": "interstage_shared_bytes_per_second",
+    "barrier_GCTA_s": "cta_barriers_per_second",
+}
+PIPELINE_SPACES = (1, 2, 4, 8)
+
+
+def parse_args() -> argparse.Namespace:
+    parser = argparse.ArgumentParser(description="Calibrate the current GPU and generate a mapping model table.")
+    parser.add_argument("--microbench", type=pathlib.Path, help="cuntt_hardware_microbench executable")
+    parser.add_argument("--output-dir", type=pathlib.Path, default=pathlib.Path("results/local_hardware_profile"))
+    parser.add_argument("--trials", type=int, default=5)
+    parser.add_argument("--points", type=int, default=1 << 22)
+    parser.add_argument("--blocks", type=int, default=640)
+    parser.add_argument("--threads", type=int, default=256)
+    parser.add_argument("--iterations", type=int, default=64)
+    parser.add_argument("--warmup", type=int, default=5)
+    parser.add_argument("--repeat", type=int, default=20)
+    parser.add_argument("--logNs", nargs="+", type=int, default=[8, 10, 12, 14, 16, 18, 20])
+    parser.add_argument("--spatial-budgets", nargs="+", type=int, default=[32, 64, 128, 256])
+    parser.add_argument("--word-bytes", nargs="+", type=int, default=[4, 8])
+    parser.add_argument("--force", action="store_true")
+    return parser.parse_args()
+
+
+def find_microbench(requested: pathlib.Path | None) -> pathlib.Path:
+    candidates: list[pathlib.Path] = []
+    if requested:
+        candidates.append(requested)
+    env_path = os.environ.get("CUBUTTERFLY_HARDWARE_MICROBENCH")
+    if env_path:
+        candidates.append(pathlib.Path(env_path))
+    found = shutil.which("cuntt_hardware_microbench")
+    if found:
+        candidates.append(pathlib.Path(found))
+    root = pathlib.Path(__file__).resolve().parents[1]
+    candidates.extend(root / build / "cuntt_hardware_microbench" for build in ("build", "build-cuda118-cufftdx2", "build-cuda118", "build-11.8"))
+    for candidate in candidates:
+        if candidate.is_file() and os.access(candidate, os.X_OK):
+            return candidate.resolve()
+    raise FileNotFoundError("cuntt_hardware_microbench was not found; build first or pass --microbench PATH")
+
+
+def run_trials(args: argparse.Namespace, microbench: pathlib.Path, raw_path: pathlib.Path) -> list[dict[str, str]]:
+    command = [
+        str(microbench),
+        "--points", str(args.points),
+        "--blocks", str(args.blocks),
+        "--threads", str(args.threads),
+        "--iterations", str(args.iterations),
+        "--warmup", str(args.warmup),
+        "--repeat", str(args.repeat),
+    ]
+    rows: list[dict[str, str]] = []
+    for trial in range(1, args.trials + 1):
+        try:
+            completed = subprocess.run(command, check=True, capture_output=True, text=True)
+        except subprocess.CalledProcessError as error:
+            detail = error.stderr.strip() or error.stdout.strip() or str(error)
+            raise RuntimeError(f"hardware probe failed on trial {trial}: {detail}") from error
+        lines = [line for line in completed.stdout.splitlines() if line.strip()]
+        if len(lines) < 2:
+            raise RuntimeError(f"hardware probe produced no CSV row on trial {trial}")
+        row = next(csv.DictReader(lines[:2]))
+        row["trial"] = str(trial)
+        rows.append(row)
+    with raw_path.open("w", newline="") as handle:
+        fields = ["trial"] + [field for field in rows[0] if field != "trial"]
+        writer = csv.DictWriter(handle, fieldnames=fields)
+        writer.writeheader()
+        writer.writerows(rows)
+    return rows
+
+
+def summarize(rows: list[dict[str, str]], args: argparse.Namespace, microbench: pathlib.Path) -> dict:
+    if any(row.get("pipeline_correct") != "1" for row in rows):
+        raise RuntimeError("hardware probe failed stage-pipeline correctness on at least one trial")
+    return {
+        "schema": "cubutterfly-hardware-profile-v1",
+        "status": "calibrated-local",
+        "device": rows[0]["device"],
+        "compute_capability": rows[0]["compute_capability"],
+        "sm_count": int(rows[0]["sm_count"]),
+        "trials": len(rows),
+        "conditions": {name: int(getattr(args, name)) for name in ("points", "blocks", "threads", "iterations", "warmup", "repeat")},
+        "capabilities": {
+            output_name: median(float(row[input_name]) for row in rows) * 1.0e9
+            for input_name, output_name in METRIC_FIELDS.items()
+        },
+        "measured_stage_pipeline": {
+            f"Us{stage_space}_butterflies_per_second": median(float(row[f"pipeline_us{stage_space}_Gbutterfly_s"]) for row in rows) * 1.0e9
+            for stage_space in PIPELINE_SPACES
+        },
+        "provenance": {
+            "microbench": str(microbench),
+            "cuda_visible_devices": os.environ.get("CUDA_VISIBLE_DEVICES", ""),
+            "host": platform.node(),
+            "platform": platform.platform(),
+        },
+    }
+
+
+def limiting_rate(capabilities: dict, us: int, ud: int, word_bytes: int, barrier_model: str):
+    spatial_cells = us * ud
+    rates = {
+        "compute": capabilities["equivalent_butterflies_per_second"] / spatial_cells,
+        "boundary": capabilities["global_feedback_bytes_per_second"] / (4 * ud * word_bytes),
+    }
+    if us > 1:
+        rates["interstage"] = capabilities["interstage_shared_bytes_per_second"] / (4 * ud * (us - 1) * word_bytes)
+        if barrier_model == "cta":
+            rates["synchronization"] = capabilities["cta_barriers_per_second"] / (us - 1)
+    bottleneck = min(rates, key=rates.get)
+    return rates[bottleneck], bottleneck, rates
+
+
+def build_model_table(profile: dict, args: argparse.Namespace, output: pathlib.Path) -> int:
+    records = []
+    for log_n in args.logNs:
+        if log_n <= 0:
+            raise ValueError("logN values must be positive")
+        for budget in args.spatial_budgets:
+            if budget <= 0:
+                raise ValueError("spatial budgets must be positive")
+            for word_bytes in args.word_bytes:
+                if word_bytes <= 0:
+                    raise ValueError("word-byte values must be positive")
+                for us in range(1, log_n + 1):
+                    if budget % us:
+                        continue
+                    ud = budget // us
+                    ts = math.ceil(log_n / us)
+                    td = math.ceil(((1 << log_n) // 2) / ud)
+                    for barrier_model in ("cta", "none"):
+                        rate, bottleneck, rates = limiting_rate(profile["capabilities"], us, ud, word_bytes, barrier_model)
+                        records.append({
+                            "device": profile["device"],
+                            "compute_capability": profile["compute_capability"],
+                            "logN": log_n,
+                            "word_bytes": word_bytes,
+                            "spatial_budget_C": budget,
+                            "stage_space_Us": us,
+                            "data_space_Ud": ud,
+                            "stage_time_Ts": ts,
+                            "data_time_Td": td,
+                            "stage_utilization": log_n / (us * ts),
+                            "ideal_body_steps": ts * td,
+                            "compute_step_rate": rates["compute"],
+                            "boundary_step_rate": rates["boundary"],
+                            "interstage_step_rate": rates.get("interstage", ""),
+                            "synchronization_step_rate": rates.get("synchronization", ""),
+                            "limiting_capability": bottleneck,
+                            "calibrated_body_us": (ts * td) / rate * 1.0e6,
+                            "barrier_model": barrier_model,
+                        })
+    records.sort(key=lambda row: (int(row["logN"]), int(row["word_bytes"]), int(row["spatial_budget_C"]), float(row["calibrated_body_us"])))
+    with output.open("w", newline="") as handle:
+        writer = csv.DictWriter(handle, fieldnames=list(records[0]))
+        writer.writeheader()
+        writer.writerows(records)
+    return len(records)
+
+
+def main() -> int:
+    args = parse_args()
+    if args.trials <= 0:
+        raise SystemExit("--trials must be positive")
+    output_dir = args.output_dir.expanduser().resolve()
+    output_dir.mkdir(parents=True, exist_ok=True)
+    profile_path = output_dir / "hardware_profile.json"
+    if profile_path.exists() and not args.force:
+        raise SystemExit(f"profile exists: {profile_path}; pass --force to replace it")
+    microbench = find_microbench(args.microbench)
+    raw_path = output_dir / "hardware_capabilities_raw.csv"
+    rows = run_trials(args, microbench, raw_path)
+    profile = summarize(rows, args, microbench)
+    profile_path.write_text(json.dumps(profile, indent=2) + "\n")
+    model_path = output_dir / "unfolding_model.csv"
+    model_rows = build_model_table(profile, args, model_path)
+    manifest = {
+        "schema": "cubutterfly-hardware-initialization-v1",
+        "created_at_utc": dt.datetime.now(dt.timezone.utc).isoformat(),
+        "profile": str(profile_path),
+        "raw": str(raw_path),
+        "model_table": str(model_path),
+        "model_rows": model_rows,
+        "command": " ".join([sys.executable, *sys.argv]),
+        "status": "ready-for-local-model-ranking",
+        "warning": "This profile is hardware-specific; do not reuse it on another GPU fingerprint.",
+    }
+    (output_dir / "manifest.json").write_text(json.dumps(manifest, indent=2) + "\n")
+    print(f"device: {profile['device']} (sm_{profile['compute_capability'].replace('.', '')})")
+    print(f"profile: {profile_path}")
+    print(f"model table: {model_path} ({model_rows} rows)")
+    print(f"manifest: {output_dir / 'manifest.json'}")
+    return 0
+
+
+if __name__ == "__main__":
+    try:
+        raise SystemExit(main())
+    except (OSError, RuntimeError, ValueError) as error:
+        print(f"error: {error}", file=sys.stderr)
+        raise SystemExit(1)
diff --git a/scripts/install_with_hardware_profile.sh b/scripts/install_with_hardware_profile.sh
new file mode 100755
index 0000000..94aa77c
--- /dev/null
+++ b/scripts/install_with_hardware_profile.sh
@@ -0,0 +1,60 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+BUILD_DIR=${BUILD_DIR:-"$ROOT/build"}
+PREFIX=${PREFIX:-"$HOME/.local"}
+PROFILE_DIR=${PROFILE_DIR:-"$PREFIX/share/cuButterfly/hardware/local"}
+TRIALS=${TRIALS:-5}
+SKIP_TESTS=0
+
+usage() {
+    cat <<'EOF'
+Usage: scripts/install_with_hardware_profile.sh [options]
+
+Build/install a configured cuButterfly tree, then calibrate the current GPU.
+The build directory must already be configured with the desired
+CMAKE_CUDA_ARCHITECTURES.
+
+Options:
+  --build-dir DIR       CMake build directory (default: ./build)
+  --prefix DIR          install prefix (default: ~/.local)
+  --profile-dir DIR     hardware profile output directory
+  --trials N            capability probe trials (default: 5)
+  --skip-tests          skip ctest before installation
+  -h, --help            show this message
+EOF
+}
+
+while (($#)); do
+    case "$1" in
+        --build-dir) BUILD_DIR=$2; shift 2 ;;
+        --prefix) PREFIX=$2; shift 2 ;;
+        --profile-dir) PROFILE_DIR=$2; shift 2 ;;
+        --trials) TRIALS=$2; shift 2 ;;
+        --skip-tests) SKIP_TESTS=1; shift ;;
+        -h|--help) usage; exit 0 ;;
+        *) echo "unknown option: $1" >&2; usage >&2; exit 2 ;;
+    esac
+done
+
+if [[ ! -f "$BUILD_DIR/CMakeCache.txt" ]]; then
+    echo "build directory is not configured: $BUILD_DIR" >&2
+    echo "run cmake -S . -B '$BUILD_DIR' -DCMAKE_CUDA_ARCHITECTURES=<sm> first" >&2
+    exit 1
+fi
+
+cmake --build "$BUILD_DIR" -j"${CMAKE_BUILD_PARALLEL_LEVEL:-2}"
+if (( ! SKIP_TESTS )); then
+    ctest --test-dir "$BUILD_DIR" --output-on-failure
+fi
+cmake --install "$BUILD_DIR" --prefix "$PREFIX"
+
+"$ROOT/scripts/initialize_hardware_profile.py" \
+    --microbench "$BUILD_DIR/cuntt_hardware_microbench" \
+    --output-dir "$PROFILE_DIR" \
+    --trials "$TRIALS" \
+    --force
+
+echo "installed cuButterfly under $PREFIX"
+echo "hardware model stored under $PROFILE_DIR"
diff --git a/tests/test_hardware_profile_tools.py b/tests/test_hardware_profile_tools.py
new file mode 100644
index 0000000..5716eb9
--- /dev/null
+++ b/tests/test_hardware_profile_tools.py
@@ -0,0 +1,53 @@
+import csv
+import json
+import pathlib
+import sys
+
+
+ROOT = pathlib.Path(__file__).resolve().parents[1]
+sys.path.insert(0, str(ROOT / "scripts"))
+
+import initialize_hardware_profile as profile_tools
+
+
+def test_model_table_contains_both_barrier_models(tmp_path):
+    profile = {
+        "device": "test-gpu",
+        "compute_capability": "9.0",
+        "capabilities": {
+            "global_feedback_bytes_per_second": 1.0e12,
+            "equivalent_butterflies_per_second": 2.0e12,
+            "interstage_shared_bytes_per_second": 3.0e12,
+            "cta_barriers_per_second": 4.0e9,
+        },
+    }
+    args = type(
+        "Args",
+        (),
+        {"logNs": [8], "spatial_budgets": [32], "word_bytes": [4]},
+    )()
+    output = tmp_path / "model.csv"
+    count = profile_tools.build_model_table(profile, args, output)
+    assert count > 0
+    with output.open() as handle:
+        rows = list(csv.DictReader(handle))
+    assert {row["barrier_model"] for row in rows} == {"cta", "none"}
+    assert all(row["device"] == "test-gpu" for row in rows)
+    assert all(float(row["calibrated_body_us"]) > 0 for row in rows)
+
+
+def test_profile_schema_is_compatible_with_ranker(tmp_path):
+    profile = {
+        "schema": "cubutterfly-hardware-profile-v1",
+        "status": "calibrated-local",
+        "device": "test-gpu",
+        "compute_capability": "9.0",
+        "sm_count": 1,
+        "trials": 3,
+        "capabilities": {},
+    }
+    path = tmp_path / "hardware_profile.json"
+    path.write_text(json.dumps(profile))
+    loaded = json.loads(path.read_text())
+    assert loaded["status"] == "calibrated-local"
+    assert "capabilities" in loaded